From d42bf50ddb44d1feb9b758009164801529b7b9bd Mon Sep 17 00:00:00 2001
From: Yunus M <myounis.ar@live.com>
Date: Tue, 21 Nov 2023 20:01:14 +0530
Subject: [PATCH 1/7] fix: docs updated according to feedback (#4011)

Co-authored-by: CheetoDa <Chitgupta24@gmail.com>
---
 .../golang-kubernetes-installOtelCollector.md |   5 +-
 ...golang-kubernetes-instrumentApplication.md |  21 ++-
 .../golang-kubernetes-runApplication.md       |   2 +
 ...xamd64-quickStart-instrumentApplication.md |  20 ++-
 ...ng-linuxamd64-quickStart-runApplication.md |   1 +
 ...xamd64-recommended-installOtelCollector.md |   7 +-
 ...amd64-recommended-instrumentApplication.md |  21 ++-
 ...g-linuxamd64-recommended-runApplication.md |  10 +-
 ...xarm64-quickStart-instrumentApplication.md |  20 ++-
 ...ng-linuxarm64-quickStart-runApplication.md |   1 +
 ...xarm64-recommended-installOtelCollector.md |  10 +-
 ...arm64-recommended-instrumentApplication.md |  21 ++-
 ...g-linuxarm64-recommended-runApplication.md |  10 +-
 ...samd64-quickStart-instrumentApplication.md |  20 ++-
 ...ng-macosamd64-quickStart-runApplication.md |   1 +
 ...samd64-recommended-installOtelCollector.md |   7 +-
 ...amd64-recommended-instrumentApplication.md |  21 ++-
 ...g-macosamd64-recommended-runApplication.md |  10 +-
 ...sarm64-quickStart-instrumentApplication.md |  20 ++-
 ...ng-macosarm64-quickStart-runApplication.md |   1 +
 ...sarm64-recommended-installOtelCollector.md |   8 +-
 ...arm64-recommended-instrumentApplication.md |  21 ++-
 ...g-macosarm64-recommended-runApplication.md |  10 +-
 .../jboss-kubernetes-installOtelCollector.md  |   5 +-
 .../jboss-kubernetes-instrumentApplication.md |   4 +-
 .../jboss-kubernetes-runApplication.md        |   6 +
 ...xamd64-quickStart-instrumentApplication.md |   2 +
 ...ss-linuxamd64-quickStart-runApplication.md |   7 +-
 ...xamd64-recommended-installOtelCollector.md |   5 +-
 ...amd64-recommended-instrumentApplication.md |   3 +-
 ...s-linuxamd64-recommended-runApplication.md |  12 +-
 ...xarm64-quickStart-instrumentApplication.md |   2 +
 ...ss-linuxarm64-quickStart-runApplication.md |   7 +-
 ...xarm64-recommended-installOtelCollector.md |   5 +-
 ...arm64-recommended-instrumentApplication.md |   3 +-
 ...s-linuxarm64-recommended-runApplication.md |  12 +-
 ...samd64-quickStart-instrumentApplication.md |   2 +
 ...ss-macosamd64-quickStart-runApplication.md |   7 +-
 ...samd64-recommended-installOtelCollector.md |   3 +
 ...amd64-recommended-instrumentApplication.md |   3 +-
 ...s-macosamd64-recommended-runApplication.md |  12 +-
 ...sarm64-quickStart-instrumentApplication.md |   2 +
 ...ss-macosarm64-quickStart-runApplication.md |   7 +-
 ...sarm64-recommended-installOtelCollector.md |   6 +-
 ...arm64-recommended-instrumentApplication.md |   3 +-
 ...s-macosarm64-recommended-runApplication.md |  12 +-
 .../others-kubernetes-installOtelCollector.md |   5 +-
 ...others-kubernetes-instrumentApplication.md |   4 +-
 .../others-kubernetes-runApplication.md       |   7 +
 ...xamd64-quickStart-instrumentApplication.md |   1 +
 ...rs-linuxamd64-quickStart-runApplication.md |   2 +
 ...xamd64-recommended-installOtelCollector.md |   5 +-
 ...amd64-recommended-instrumentApplication.md |   3 +-
 ...s-linuxamd64-recommended-runApplication.md |  13 +-
 ...xarm64-quickStart-instrumentApplication.md |   1 +
 ...rs-linuxarm64-quickStart-runApplication.md |   2 +
 ...xarm64-recommended-installOtelCollector.md |   5 +-
 ...arm64-recommended-instrumentApplication.md |   3 +-
 ...s-linuxarm64-recommended-runApplication.md |  13 +-
 ...samd64-quickStart-instrumentApplication.md |   1 +
 ...rs-macosamd64-quickStart-runApplication.md |   2 +
 ...samd64-recommended-installOtelCollector.md |   3 +
 ...amd64-recommended-instrumentApplication.md |   3 +-
 ...s-macosamd64-recommended-runApplication.md |  13 +-
 ...sarm64-quickStart-instrumentApplication.md |   1 +
 ...rs-macosarm64-quickStart-runApplication.md |   2 +
 ...sarm64-recommended-installOtelCollector.md |   6 +-
 ...arm64-recommended-instrumentApplication.md |   3 +-
 ...s-macosarm64-recommended-runApplication.md |  11 +-
 ...ingBoot-kubernetes-installOtelCollector.md |   5 +-
 ...ngBoot-kubernetes-instrumentApplication.md |   4 +-
 .../springBoot-kubernetes-runApplication.md   |   8 +
 ...xamd64-quickStart-instrumentApplication.md |   2 +
 ...ot-linuxamd64-quickStart-runApplication.md |   2 +
 ...xamd64-recommended-installOtelCollector.md |   5 +-
 ...amd64-recommended-instrumentApplication.md |   3 +-
 ...t-linuxamd64-recommended-runApplication.md |  14 +-
 ...xarm64-quickStart-instrumentApplication.md |   2 +
 ...ot-linuxarm64-quickStart-runApplication.md |   2 +
 ...xarm64-recommended-installOtelCollector.md |   5 +-
 ...arm64-recommended-instrumentApplication.md |   3 +-
 ...t-linuxarm64-recommended-runApplication.md |  14 +-
 ...samd64-quickStart-instrumentApplication.md |   2 +
 ...ot-macosamd64-quickStart-runApplication.md |   2 +
 ...samd64-recommended-installOtelCollector.md |   3 +
 ...amd64-recommended-instrumentApplication.md |   3 +-
 ...t-macosamd64-recommended-runApplication.md |  15 +-
 ...sarm64-quickStart-instrumentApplication.md |   2 +
 ...ot-macosarm64-quickStart-runApplication.md |   2 +
 ...sarm64-recommended-installOtelCollector.md |   6 +-
 ...arm64-recommended-instrumentApplication.md |   3 +-
 ...t-macosarm64-recommended-runApplication.md |  15 +-
 .../tomcat-kubernetes-installOtelCollector.md |   5 +-
 ...tomcat-kubernetes-instrumentApplication.md |   3 +-
 .../tomcat-kubernetes-runApplication.md       |  14 +-
 ...xamd64-quickStart-instrumentApplication.md |   1 +
 ...at-linuxamd64-quickStart-runApplication.md |  10 +-
 ...xamd64-recommended-installOtelCollector.md |   5 +-
 ...amd64-recommended-instrumentApplication.md |   5 +-
 ...t-linuxamd64-recommended-runApplication.md |  14 +-
 ...xarm64-quickStart-instrumentApplication.md |   1 +
 ...at-linuxarm64-quickStart-runApplication.md |  10 +-
 ...xarm64-recommended-installOtelCollector.md |   5 +-
 ...arm64-recommended-instrumentApplication.md |   5 +-
 ...t-linuxarm64-recommended-runApplication.md |  14 +-
 ...samd64-quickStart-instrumentApplication.md |   1 +
 ...at-macosamd64-quickStart-runApplication.md |  10 +-
 ...samd64-recommended-installOtelCollector.md |   3 +
 ...amd64-recommended-instrumentApplication.md |   5 +-
 ...t-macosamd64-recommended-runApplication.md |  14 +-
 ...sarm64-quickStart-instrumentApplication.md |   1 +
 ...at-macosarm64-quickStart-runApplication.md |  10 +-
 ...sarm64-recommended-installOtelCollector.md |   6 +-
 ...arm64-recommended-instrumentApplication.md |   5 +-
 ...t-macosarm64-recommended-runApplication.md |  14 +-
 ...express-kubernetes-installOtelCollector.md |   5 +-
 ...xpress-kubernetes-instrumentApplication.md |   7 +-
 .../express-kubernetes-runApplication.md      |   9 +-
 ...xamd64-quickStart-instrumentApplication.md |   2 +
 ...ss-linuxamd64-quickStart-runApplication.md |   8 +-
 ...xamd64-recommended-installOtelCollector.md |   5 +-
 ...amd64-recommended-instrumentApplication.md |   4 +-
 ...s-linuxamd64-recommended-runApplication.md |  16 +-
 ...xarm64-quickStart-instrumentApplication.md |   2 +
 ...ss-linuxarm64-quickStart-runApplication.md |   8 +-
 ...xarm64-recommended-installOtelCollector.md |   5 +-
 ...arm64-recommended-instrumentApplication.md |   4 +-
 ...s-linuxarm64-recommended-runApplication.md |  16 +-
 ...samd64-quickStart-instrumentApplication.md |   2 +
 ...ss-macosamd64-quickStart-runApplication.md |   8 +-
 ...samd64-recommended-installOtelCollector.md |   3 +
 ...amd64-recommended-instrumentApplication.md |   4 +-
 ...s-macosamd64-recommended-runApplication.md |  16 +-
 ...sarm64-quickStart-instrumentApplication.md |   2 +
 ...ss-macosarm64-quickStart-runApplication.md |   8 +-
 ...sarm64-recommended-installOtelCollector.md |   6 +-
 ...arm64-recommended-instrumentApplication.md |   4 +-
 ...s-macosarm64-recommended-runApplication.md |  16 +-
 .../nestjs-kubernetes-installOtelCollector.md |   5 +-
 ...nestjs-kubernetes-instrumentApplication.md |   8 +-
 .../nestjs-kubernetes-runApplication.md       |   6 +-
 ...xamd64-quickStart-instrumentApplication.md |   5 +
 ...js-linuxamd64-quickStart-runApplication.md |   6 +-
 ...xamd64-recommended-installOtelCollector.md |   5 +-
 ...amd64-recommended-instrumentApplication.md |   8 +-
 ...s-linuxamd64-recommended-runApplication.md |  15 +-
 ...xarm64-quickStart-instrumentApplication.md |   5 +
 ...js-linuxarm64-quickStart-runApplication.md |   6 +-
 ...xarm64-recommended-installOtelCollector.md |   5 +-
 ...arm64-recommended-instrumentApplication.md |   8 +-
 ...s-linuxarm64-recommended-runApplication.md |  15 +-
 ...samd64-quickStart-instrumentApplication.md |   5 +
 ...js-macosamd64-quickStart-runApplication.md |   6 +-
 ...samd64-recommended-installOtelCollector.md |   3 +
 ...amd64-recommended-instrumentApplication.md |   8 +-
 ...s-macosamd64-recommended-runApplication.md |  15 +-
 ...sarm64-quickStart-instrumentApplication.md |   5 +
 ...js-macosarm64-quickStart-runApplication.md |   6 +-
 ...sarm64-recommended-installOtelCollector.md |   6 +-
 ...arm64-recommended-instrumentApplication.md |   8 +-
 ...s-macosarm64-recommended-runApplication.md |  15 +-
 .../nodejs-kubernetes-installOtelCollector.md |   5 +-
 ...nodejs-kubernetes-instrumentApplication.md |   6 +-
 .../nodejs-kubernetes-runApplication.md       |   6 +-
 ...xamd64-quickStart-instrumentApplication.md |   3 +
 ...js-linuxamd64-quickStart-runApplication.md |   6 +-
 ...xamd64-recommended-installOtelCollector.md |   5 +-
 ...amd64-recommended-instrumentApplication.md |   7 +-
 ...s-linuxamd64-recommended-runApplication.md |  16 +-
 ...xarm64-quickStart-instrumentApplication.md |   3 +
 ...js-linuxarm64-quickStart-runApplication.md |   6 +-
 ...xarm64-recommended-installOtelCollector.md |   5 +-
 ...arm64-recommended-instrumentApplication.md |   7 +-
 ...s-linuxarm64-recommended-runApplication.md |  16 +-
 ...samd64-quickStart-instrumentApplication.md |   3 +
 ...js-macosamd64-quickStart-runApplication.md |   6 +-
 ...samd64-recommended-installOtelCollector.md | 160 +++++++++---------
 ...amd64-recommended-instrumentApplication.md |   7 +-
 ...s-macosamd64-recommended-runApplication.md |  16 +-
 ...sarm64-quickStart-instrumentApplication.md |   3 +
 ...js-macosarm64-quickStart-runApplication.md |   6 +-
 ...sarm64-recommended-installOtelCollector.md |   6 +-
 ...arm64-recommended-instrumentApplication.md |   7 +-
 ...s-macosarm64-recommended-runApplication.md |  16 +-
 .../django-kubernetes-installOtelCollector.md |   5 +-
 ...django-kubernetes-instrumentApplication.md |   8 +-
 .../django-kubernetes-runApplication.md       |   8 +
 ...xamd64-quickStart-instrumentApplication.md |   5 +
 ...go-linuxamd64-quickStart-runApplication.md |   6 +
 ...xamd64-recommended-installOtelCollector.md |   5 +-
 ...amd64-recommended-instrumentApplication.md |   8 +-
 ...o-linuxamd64-recommended-runApplication.md |  17 +-
 ...xarm64-quickStart-instrumentApplication.md |   5 +
 ...go-linuxarm64-quickStart-runApplication.md |   6 +
 ...xarm64-recommended-installOtelCollector.md |   5 +-
 ...arm64-recommended-instrumentApplication.md |   8 +-
 ...o-linuxarm64-recommended-runApplication.md |  17 +-
 ...samd64-quickStart-instrumentApplication.md |   5 +
 ...go-macosamd64-quickStart-runApplication.md |   6 +
 ...samd64-recommended-installOtelCollector.md |   3 +
 ...amd64-recommended-instrumentApplication.md |   8 +-
 ...o-macosamd64-recommended-runApplication.md |  17 +-
 ...sarm64-quickStart-instrumentApplication.md |   5 +
 ...go-macosarm64-quickStart-runApplication.md |   6 +
 ...sarm64-recommended-installOtelCollector.md |   6 +-
 ...arm64-recommended-instrumentApplication.md |   8 +-
 ...o-macosarm64-recommended-runApplication.md |  17 +-
 .../falcon-kubernetes-installOtelCollector.md |   5 +-
 ...falcon-kubernetes-instrumentApplication.md |   9 +-
 .../falcon-kubernetes-runApplication.md       |   7 +
 ...xamd64-quickStart-instrumentApplication.md |   6 +
 ...on-linuxamd64-quickStart-runApplication.md |   7 +
 ...xamd64-recommended-installOtelCollector.md |   5 +-
 ...amd64-recommended-instrumentApplication.md |   9 +-
 ...n-linuxamd64-recommended-runApplication.md |  13 +-
 ...xarm64-quickStart-instrumentApplication.md |   6 +
 ...on-linuxarm64-quickStart-runApplication.md |   7 +
 ...xarm64-recommended-installOtelCollector.md |   5 +-
 ...arm64-recommended-instrumentApplication.md |   9 +-
 ...n-linuxarm64-recommended-runApplication.md |  13 +-
 ...samd64-quickStart-instrumentApplication.md |   6 +
 ...on-macosamd64-quickStart-runApplication.md |   7 +
 ...samd64-recommended-installOtelCollector.md |   3 +
 ...amd64-recommended-instrumentApplication.md |   9 +-
 ...n-macosamd64-recommended-runApplication.md |  13 +-
 ...sarm64-quickStart-instrumentApplication.md |   6 +
 ...on-macosarm64-quickStart-runApplication.md |   7 +
 ...sarm64-recommended-installOtelCollector.md |   6 +-
 ...arm64-recommended-instrumentApplication.md |   9 +-
 ...n-macosarm64-recommended-runApplication.md |  14 +-
 ...fastapi-kubernetes-installOtelCollector.md |   5 +-
 ...astapi-kubernetes-instrumentApplication.md |  10 +-
 .../fastapi-kubernetes-runApplication.md      |   6 +
 ...xamd64-quickStart-instrumentApplication.md |   8 +
 ...pi-linuxamd64-quickStart-runApplication.md |   6 +
 ...xamd64-recommended-installOtelCollector.md |   5 +-
 ...amd64-recommended-instrumentApplication.md |   8 +
 ...i-linuxamd64-recommended-runApplication.md |  16 +-
 ...xarm64-quickStart-instrumentApplication.md |   8 +
 ...pi-linuxarm64-quickStart-runApplication.md |   8 +-
 ...xarm64-recommended-installOtelCollector.md |   5 +-
 ...arm64-recommended-instrumentApplication.md |   8 +
 ...i-linuxarm64-recommended-runApplication.md |  16 +-
 ...samd64-quickStart-instrumentApplication.md |   8 +
 ...pi-macosamd64-quickStart-runApplication.md |   6 +
 ...samd64-recommended-installOtelCollector.md |   3 +
 ...amd64-recommended-instrumentApplication.md |   8 +
 ...i-macosamd64-recommended-runApplication.md |  16 +-
 ...sarm64-quickStart-instrumentApplication.md |   8 +
 ...pi-macosarm64-quickStart-runApplication.md |   6 +
 ...sarm64-recommended-installOtelCollector.md |   6 +-
 ...arm64-recommended-instrumentApplication.md |   8 +
 ...i-macosarm64-recommended-runApplication.md |  16 +-
 .../flask-kubernetes-installOtelCollector.md  |   5 +-
 .../flask-kubernetes-instrumentApplication.md |  10 +-
 .../flask-kubernetes-runApplication.md        |   8 +
 ...xamd64-quickStart-instrumentApplication.md |   9 +
 ...sk-linuxamd64-quickStart-runApplication.md |   8 +
 ...xamd64-recommended-installOtelCollector.md |   5 +-
 ...amd64-recommended-instrumentApplication.md |   8 +
 ...k-linuxamd64-recommended-runApplication.md |  16 +-
 ...xarm64-quickStart-instrumentApplication.md |   9 +
 ...sk-linuxarm64-quickStart-runApplication.md |   8 +
 ...xarm64-recommended-installOtelCollector.md |   5 +-
 ...arm64-recommended-instrumentApplication.md |   8 +
 ...k-linuxarm64-recommended-runApplication.md |  16 +-
 ...samd64-quickStart-instrumentApplication.md |   9 +
 ...sk-macosamd64-quickStart-runApplication.md |   8 +
 ...samd64-recommended-installOtelCollector.md |   3 +
 ...amd64-recommended-instrumentApplication.md |   8 +
 ...k-macosamd64-recommended-runApplication.md |  16 +-
 ...sarm64-quickStart-instrumentApplication.md |   9 +
 ...sk-macosarm64-quickStart-runApplication.md |   8 +
 ...sarm64-recommended-installOtelCollector.md |   6 +-
 ...arm64-recommended-instrumentApplication.md |   8 +
 ...k-macosarm64-recommended-runApplication.md |  16 +-
 .../others-kubernetes-installOtelCollector.md |   5 +-
 ...others-kubernetes-instrumentApplication.md |  10 +-
 .../others-kubernetes-runApplication.md       |   6 +
 ...xamd64-quickStart-instrumentApplication.md |   9 +-
 ...rs-linuxamd64-quickStart-runApplication.md |   6 +
 ...xamd64-recommended-installOtelCollector.md |   5 +-
 ...amd64-recommended-instrumentApplication.md |   5 +
 ...s-linuxamd64-recommended-runApplication.md |  12 +-
 ...xarm64-quickStart-instrumentApplication.md |   9 +-
 ...rs-linuxarm64-quickStart-runApplication.md |   6 +
 ...xarm64-recommended-installOtelCollector.md |   5 +-
 ...arm64-recommended-instrumentApplication.md |   7 +-
 ...s-linuxarm64-recommended-runApplication.md |  12 +-
 ...samd64-quickStart-instrumentApplication.md |   8 +-
 ...rs-macosamd64-quickStart-runApplication.md |   6 +
 ...samd64-recommended-installOtelCollector.md |   3 +
 ...amd64-recommended-instrumentApplication.md |   7 +-
 ...s-macosamd64-recommended-runApplication.md |  12 +-
 ...sarm64-quickStart-instrumentApplication.md |   8 +-
 ...rs-macosarm64-quickStart-runApplication.md |   6 +
 ...sarm64-recommended-installOtelCollector.md |   6 +-
 ...arm64-recommended-instrumentApplication.md |   7 +-
 ...s-macosarm64-recommended-runApplication.md |  12 +-
 .../ror-kubernetes-installOtelCollector.md    |   5 +-
 .../ror-kubernetes-instrumentApplication.md   |   7 +-
 ...xamd64-quickStart-instrumentApplication.md |   5 +-
 ...xamd64-recommended-installOtelCollector.md |   5 +-
 ...amd64-recommended-instrumentApplication.md |   9 +-
 ...r-linuxamd64-recommended-runApplication.md |  12 +-
 ...xarm64-quickStart-instrumentApplication.md |   4 +
 ...xarm64-recommended-installOtelCollector.md |   5 +-
 ...arm64-recommended-instrumentApplication.md |   9 +-
 ...r-linuxarm64-recommended-runApplication.md |  12 +-
 ...samd64-quickStart-instrumentApplication.md |   4 +
 ...samd64-recommended-installOtelCollector.md |   3 +
 ...amd64-recommended-instrumentApplication.md |   9 +-
 ...r-macosamd64-recommended-runApplication.md |  12 +-
 ...sarm64-quickStart-instrumentApplication.md |   4 +
 ...sarm64-recommended-installOtelCollector.md |   6 +-
 ...arm64-recommended-instrumentApplication.md |   9 +-
 ...r-macosarm64-recommended-runApplication.md |  12 +-
 .../md-docs/kubernetes-setupOtelCollector.md  |   7 +-
 .../otherMetrics-configureReceiver.md         |   2 +-
 .../otherMetrics-configureReceiver.md         |   2 +-
 .../otherMetrics-configureReceiver.md         |   2 +-
 .../otherMetrics-configureReceiver.md         |   2 +-
 ...ionLogs-macosarm64-installOtelCollector.md |   1 +
 .../Docker/md-docs/docker-cloneRepository.md  |  13 +-
 .../Docker/md-docs/docker-startContainers.md  |   2 +-
 ...uentbit-macosarm64-installOtelCollector.md |   2 +-
 ...fluentd-macosarm64-installOtelCollector.md |   2 +-
 .../kubernetes-installOtelCollector.md        |  10 +-
 .../logstash-linuxamd64-configureReceiver.md  |  10 +-
 ...ogstash-linuxamd64-installOtelCollector.md |  10 +-
 ...ogstash-linuxamd64-restartOtelCollector.md |   9 +-
 .../logstash-linuxarm64-configureReceiver.md  |  10 +-
 ...ogstash-linuxarm64-installOtelCollector.md |   8 +-
 ...ogstash-linuxarm64-restartOtelCollector.md |   9 +-
 .../logstash-macosamd64-configureReceiver.md  |  10 +-
 ...ogstash-macosamd64-installOtelCollector.md |   9 +-
 ...ogstash-macosamd64-restartOtelCollector.md |   9 +-
 .../logstash-macosarm64-configureReceiver.md  |  10 +-
 ...ogstash-macosarm64-installOtelCollector.md |  11 +-
 ...ogstash-macosarm64-restartOtelCollector.md |   9 +-
 ...syslogs-macosarm64-installOtelCollector.md |   2 +-
 341 files changed, 2186 insertions(+), 489 deletions(-)

diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/Kubernetes/golang-kubernetes-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/Kubernetes/golang-kubernetes-installOtelCollector.md
index e6703d8980..946b7fbdbf 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/Kubernetes/golang-kubernetes-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/Kubernetes/golang-kubernetes-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Install otel-collector in your Kubernetes infra
+## Install otel-collector in your Kubernetes infra
+&nbsp;
 
 Add the SigNoz Helm Chart repository
 ```bash
 helm repo add signoz https://charts.signoz.io
 ```
+&nbsp;
 
 If the chart is already present, update the chart to the latest using:
 ```bash
 helm repo update
 ```
+&nbsp;
 
 Install the Kubernetes Infrastructure chart provided by SigNoz
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/Kubernetes/golang-kubernetes-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/Kubernetes/golang-kubernetes-instrumentApplication.md
index edf5710cf2..642da55e8b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/Kubernetes/golang-kubernetes-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/Kubernetes/golang-kubernetes-instrumentApplication.md
@@ -1,7 +1,9 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Go Application
+After setting up the Otel collector agent, follow the steps below to instrument your Go Application
+&nbsp;
+&nbsp;
 
 ### Step 1: Install OpenTelemetry Dependencies
-Dependencies related to OpenTelemetry exporter and SDK have to be installed first
+Dependencies related to OpenTelemetry exporter and SDK have to be installed first.
 
 Run the below commands after navigating to the application source folder:
 ```bash
@@ -13,7 +15,9 @@ go get go.opentelemetry.io/otel \
   go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc
 ```
 
-**Note:** Note that we are assuming you are using gin request router. If you are using other request routers, check out the [corresponding package](https://signoz.io/docs/instrumentation/golang/#request-routers).
+**Note:** We are assuming you are using gin request router. If you are using other request routers, check out the [corresponding package](https://signoz.io/docs/instrumentation/golang/#request-routers).
+&nbsp;
+&nbsp;
 
 ### Step 2: Declare environment variables for configuring OpenTelemetry
 Declare the following global variables in **`main.go`** which we will use to configure OpenTelemetry:
@@ -24,9 +28,10 @@ Declare the following global variables in **`main.go`** which we will use to con
      insecure     = os.Getenv("INSECURE_MODE")
  )
 ```
+&nbsp;
 
 ### Step 3: Instrument your Go application 
-To configure your application to send data we will need a function to initialize OpenTelemetry. Add the following snippet of code in your `main.go` file.
+To configure your application to send data we will need a function to initialize OpenTelemetry. Add the following snippet of code in your **`main.go`** file.
 
 ```bash
      
@@ -85,9 +90,10 @@ To configure your application to send data we will need a function to initialize
      return exporter.Shutdown
  }
 ```
+&nbsp;
 
-### Step 4: Initialise the tracer in `main.go`
-Modify the main function to initialise the tracer in main.go. Initiate the tracer at the very beginning of our main function.
+### Step 4: Initialise the tracer in **`main.go`**
+Modify the main function to initialise the tracer in **`main.go`**. Initiate the tracer at the very beginning of our main function.
 ```bash
 func main() {
     cleanup := initTracer()
@@ -96,9 +102,10 @@ func main() {
     ......
 }
 ```
+&nbsp;
 
 ### Step 5: Add the OpenTelemetry Gin middleware
-Configure Gin to use the middleware by adding the following lines in `main.go`
+Configure Gin to use the middleware by adding the following lines in **`main.go`**
 ```bash
 import (
     ....
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/Kubernetes/golang-kubernetes-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/Kubernetes/golang-kubernetes-runApplication.md
index 6b12c13909..2be8b21aeb 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/Kubernetes/golang-kubernetes-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/Kubernetes/golang-kubernetes-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 To run your Go Gin application, use the below command :
 
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxAMD64/QuickStart/golang-linuxamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxAMD64/QuickStart/golang-linuxamd64-quickStart-instrumentApplication.md
index 7be1874b6d..642da55e8b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxAMD64/QuickStart/golang-linuxamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxAMD64/QuickStart/golang-linuxamd64-quickStart-instrumentApplication.md
@@ -1,6 +1,9 @@
+After setting up the Otel collector agent, follow the steps below to instrument your Go Application
+&nbsp;
+&nbsp;
 
 ### Step 1: Install OpenTelemetry Dependencies
-Dependencies related to OpenTelemetry exporter and SDK have to be installed first
+Dependencies related to OpenTelemetry exporter and SDK have to be installed first.
 
 Run the below commands after navigating to the application source folder:
 ```bash
@@ -12,7 +15,9 @@ go get go.opentelemetry.io/otel \
   go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc
 ```
 
-**Note:** Note that we are assuming you are using gin request router. If you are using other request routers, check out the [corresponding package](https://signoz.io/docs/instrumentation/golang/#request-routers).
+**Note:** We are assuming you are using gin request router. If you are using other request routers, check out the [corresponding package](https://signoz.io/docs/instrumentation/golang/#request-routers).
+&nbsp;
+&nbsp;
 
 ### Step 2: Declare environment variables for configuring OpenTelemetry
 Declare the following global variables in **`main.go`** which we will use to configure OpenTelemetry:
@@ -23,9 +28,10 @@ Declare the following global variables in **`main.go`** which we will use to con
      insecure     = os.Getenv("INSECURE_MODE")
  )
 ```
+&nbsp;
 
 ### Step 3: Instrument your Go application 
-To configure your application to send data we will need a function to initialize OpenTelemetry. Add the following snippet of code in your `main.go` file.
+To configure your application to send data we will need a function to initialize OpenTelemetry. Add the following snippet of code in your **`main.go`** file.
 
 ```bash
      
@@ -84,9 +90,10 @@ To configure your application to send data we will need a function to initialize
      return exporter.Shutdown
  }
 ```
+&nbsp;
 
-### Step 4: Initialise the tracer in `main.go`
-Modify the main function to initialise the tracer in main.go. Initiate the tracer at the very beginning of our main function.
+### Step 4: Initialise the tracer in **`main.go`**
+Modify the main function to initialise the tracer in **`main.go`**. Initiate the tracer at the very beginning of our main function.
 ```bash
 func main() {
     cleanup := initTracer()
@@ -95,9 +102,10 @@ func main() {
     ......
 }
 ```
+&nbsp;
 
 ### Step 5: Add the OpenTelemetry Gin middleware
-Configure Gin to use the middleware by adding the following lines in `main.go`
+Configure Gin to use the middleware by adding the following lines in **`main.go`**
 ```bash
 import (
     ....
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxAMD64/QuickStart/golang-linuxamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxAMD64/QuickStart/golang-linuxamd64-quickStart-runApplication.md
index 3d72dffe2e..c8952212f8 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxAMD64/QuickStart/golang-linuxamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxAMD64/QuickStart/golang-linuxamd64-quickStart-runApplication.md
@@ -1,3 +1,4 @@
+&nbsp;
 To run your Go Gin application, use the below command :
 
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxAMD64/Recommended/golang-linuxamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxAMD64/Recommended/golang-linuxamd64-recommended-installOtelCollector.md
index 085baefc95..3fa9a2aa5b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxAMD64/Recommended/golang-linuxamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxAMD64/Recommended/golang-linuxamd64-recommended-installOtelCollector.md
@@ -1,16 +1,19 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
-### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
+### Step 3: Create `config.yaml` in `otelcol-contrib` folder with the below content in it
 ```bash
 receivers:
   otlp:
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxAMD64/Recommended/golang-linuxamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxAMD64/Recommended/golang-linuxamd64-recommended-instrumentApplication.md
index edf5710cf2..642da55e8b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxAMD64/Recommended/golang-linuxamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxAMD64/Recommended/golang-linuxamd64-recommended-instrumentApplication.md
@@ -1,7 +1,9 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Go Application
+After setting up the Otel collector agent, follow the steps below to instrument your Go Application
+&nbsp;
+&nbsp;
 
 ### Step 1: Install OpenTelemetry Dependencies
-Dependencies related to OpenTelemetry exporter and SDK have to be installed first
+Dependencies related to OpenTelemetry exporter and SDK have to be installed first.
 
 Run the below commands after navigating to the application source folder:
 ```bash
@@ -13,7 +15,9 @@ go get go.opentelemetry.io/otel \
   go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc
 ```
 
-**Note:** Note that we are assuming you are using gin request router. If you are using other request routers, check out the [corresponding package](https://signoz.io/docs/instrumentation/golang/#request-routers).
+**Note:** We are assuming you are using gin request router. If you are using other request routers, check out the [corresponding package](https://signoz.io/docs/instrumentation/golang/#request-routers).
+&nbsp;
+&nbsp;
 
 ### Step 2: Declare environment variables for configuring OpenTelemetry
 Declare the following global variables in **`main.go`** which we will use to configure OpenTelemetry:
@@ -24,9 +28,10 @@ Declare the following global variables in **`main.go`** which we will use to con
      insecure     = os.Getenv("INSECURE_MODE")
  )
 ```
+&nbsp;
 
 ### Step 3: Instrument your Go application 
-To configure your application to send data we will need a function to initialize OpenTelemetry. Add the following snippet of code in your `main.go` file.
+To configure your application to send data we will need a function to initialize OpenTelemetry. Add the following snippet of code in your **`main.go`** file.
 
 ```bash
      
@@ -85,9 +90,10 @@ To configure your application to send data we will need a function to initialize
      return exporter.Shutdown
  }
 ```
+&nbsp;
 
-### Step 4: Initialise the tracer in `main.go`
-Modify the main function to initialise the tracer in main.go. Initiate the tracer at the very beginning of our main function.
+### Step 4: Initialise the tracer in **`main.go`**
+Modify the main function to initialise the tracer in **`main.go`**. Initiate the tracer at the very beginning of our main function.
 ```bash
 func main() {
     cleanup := initTracer()
@@ -96,9 +102,10 @@ func main() {
     ......
 }
 ```
+&nbsp;
 
 ### Step 5: Add the OpenTelemetry Gin middleware
-Configure Gin to use the middleware by adding the following lines in `main.go`
+Configure Gin to use the middleware by adding the following lines in **`main.go`**
 ```bash
 import (
     ....
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxAMD64/Recommended/golang-linuxamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxAMD64/Recommended/golang-linuxamd64-recommended-runApplication.md
index 8cf13365aa..6636d6b64f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxAMD64/Recommended/golang-linuxamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxAMD64/Recommended/golang-linuxamd64-recommended-runApplication.md
@@ -1,4 +1,6 @@
+&nbsp;
 Once you are done intrumenting your Go Gin application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,15 +8,19 @@ Once you are done intrumenting your Go Gin application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
+
 ### Step 2: Set environment variables and run your Go Gin application
 ```bash
 SERVICE_NAME={{MYAPP}} INSECURE_MODE=true OTEL_EXPORTER_OTLP_ENDPOINT=localhost:4317 go run main.go
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxARM64/QuickStart/golang-linuxarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxARM64/QuickStart/golang-linuxarm64-quickStart-instrumentApplication.md
index 7be1874b6d..642da55e8b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxARM64/QuickStart/golang-linuxarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxARM64/QuickStart/golang-linuxarm64-quickStart-instrumentApplication.md
@@ -1,6 +1,9 @@
+After setting up the Otel collector agent, follow the steps below to instrument your Go Application
+&nbsp;
+&nbsp;
 
 ### Step 1: Install OpenTelemetry Dependencies
-Dependencies related to OpenTelemetry exporter and SDK have to be installed first
+Dependencies related to OpenTelemetry exporter and SDK have to be installed first.
 
 Run the below commands after navigating to the application source folder:
 ```bash
@@ -12,7 +15,9 @@ go get go.opentelemetry.io/otel \
   go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc
 ```
 
-**Note:** Note that we are assuming you are using gin request router. If you are using other request routers, check out the [corresponding package](https://signoz.io/docs/instrumentation/golang/#request-routers).
+**Note:** We are assuming you are using gin request router. If you are using other request routers, check out the [corresponding package](https://signoz.io/docs/instrumentation/golang/#request-routers).
+&nbsp;
+&nbsp;
 
 ### Step 2: Declare environment variables for configuring OpenTelemetry
 Declare the following global variables in **`main.go`** which we will use to configure OpenTelemetry:
@@ -23,9 +28,10 @@ Declare the following global variables in **`main.go`** which we will use to con
      insecure     = os.Getenv("INSECURE_MODE")
  )
 ```
+&nbsp;
 
 ### Step 3: Instrument your Go application 
-To configure your application to send data we will need a function to initialize OpenTelemetry. Add the following snippet of code in your `main.go` file.
+To configure your application to send data we will need a function to initialize OpenTelemetry. Add the following snippet of code in your **`main.go`** file.
 
 ```bash
      
@@ -84,9 +90,10 @@ To configure your application to send data we will need a function to initialize
      return exporter.Shutdown
  }
 ```
+&nbsp;
 
-### Step 4: Initialise the tracer in `main.go`
-Modify the main function to initialise the tracer in main.go. Initiate the tracer at the very beginning of our main function.
+### Step 4: Initialise the tracer in **`main.go`**
+Modify the main function to initialise the tracer in **`main.go`**. Initiate the tracer at the very beginning of our main function.
 ```bash
 func main() {
     cleanup := initTracer()
@@ -95,9 +102,10 @@ func main() {
     ......
 }
 ```
+&nbsp;
 
 ### Step 5: Add the OpenTelemetry Gin middleware
-Configure Gin to use the middleware by adding the following lines in `main.go`
+Configure Gin to use the middleware by adding the following lines in **`main.go`**
 ```bash
 import (
     ....
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxARM64/QuickStart/golang-linuxarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxARM64/QuickStart/golang-linuxarm64-quickStart-runApplication.md
index 3d72dffe2e..c8952212f8 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxARM64/QuickStart/golang-linuxarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxARM64/QuickStart/golang-linuxarm64-quickStart-runApplication.md
@@ -1,3 +1,4 @@
+&nbsp;
 To run your Go Gin application, use the below command :
 
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxARM64/Recommended/golang-linuxarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxARM64/Recommended/golang-linuxarm64-recommended-installOtelCollector.md
index 9c793c7742..36553fba5a 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxARM64/Recommended/golang-linuxarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxARM64/Recommended/golang-linuxarm64-recommended-installOtelCollector.md
@@ -1,16 +1,22 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+
+&nbsp;
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_arm64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
+&nbsp;
 
-### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
+### Step 3: Create `config.yaml` in `otelcol-contrib` folder with the below content in it
 ```bash
 receivers:
   otlp:
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxARM64/Recommended/golang-linuxarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxARM64/Recommended/golang-linuxarm64-recommended-instrumentApplication.md
index edf5710cf2..642da55e8b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxARM64/Recommended/golang-linuxarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxARM64/Recommended/golang-linuxarm64-recommended-instrumentApplication.md
@@ -1,7 +1,9 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Go Application
+After setting up the Otel collector agent, follow the steps below to instrument your Go Application
+&nbsp;
+&nbsp;
 
 ### Step 1: Install OpenTelemetry Dependencies
-Dependencies related to OpenTelemetry exporter and SDK have to be installed first
+Dependencies related to OpenTelemetry exporter and SDK have to be installed first.
 
 Run the below commands after navigating to the application source folder:
 ```bash
@@ -13,7 +15,9 @@ go get go.opentelemetry.io/otel \
   go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc
 ```
 
-**Note:** Note that we are assuming you are using gin request router. If you are using other request routers, check out the [corresponding package](https://signoz.io/docs/instrumentation/golang/#request-routers).
+**Note:** We are assuming you are using gin request router. If you are using other request routers, check out the [corresponding package](https://signoz.io/docs/instrumentation/golang/#request-routers).
+&nbsp;
+&nbsp;
 
 ### Step 2: Declare environment variables for configuring OpenTelemetry
 Declare the following global variables in **`main.go`** which we will use to configure OpenTelemetry:
@@ -24,9 +28,10 @@ Declare the following global variables in **`main.go`** which we will use to con
      insecure     = os.Getenv("INSECURE_MODE")
  )
 ```
+&nbsp;
 
 ### Step 3: Instrument your Go application 
-To configure your application to send data we will need a function to initialize OpenTelemetry. Add the following snippet of code in your `main.go` file.
+To configure your application to send data we will need a function to initialize OpenTelemetry. Add the following snippet of code in your **`main.go`** file.
 
 ```bash
      
@@ -85,9 +90,10 @@ To configure your application to send data we will need a function to initialize
      return exporter.Shutdown
  }
 ```
+&nbsp;
 
-### Step 4: Initialise the tracer in `main.go`
-Modify the main function to initialise the tracer in main.go. Initiate the tracer at the very beginning of our main function.
+### Step 4: Initialise the tracer in **`main.go`**
+Modify the main function to initialise the tracer in **`main.go`**. Initiate the tracer at the very beginning of our main function.
 ```bash
 func main() {
     cleanup := initTracer()
@@ -96,9 +102,10 @@ func main() {
     ......
 }
 ```
+&nbsp;
 
 ### Step 5: Add the OpenTelemetry Gin middleware
-Configure Gin to use the middleware by adding the following lines in `main.go`
+Configure Gin to use the middleware by adding the following lines in **`main.go`**
 ```bash
 import (
     ....
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxARM64/Recommended/golang-linuxarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxARM64/Recommended/golang-linuxarm64-recommended-runApplication.md
index 8cf13365aa..6636d6b64f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxARM64/Recommended/golang-linuxarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/LinuxARM64/Recommended/golang-linuxarm64-recommended-runApplication.md
@@ -1,4 +1,6 @@
+&nbsp;
 Once you are done intrumenting your Go Gin application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,15 +8,19 @@ Once you are done intrumenting your Go Gin application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
+
 ### Step 2: Set environment variables and run your Go Gin application
 ```bash
 SERVICE_NAME={{MYAPP}} INSECURE_MODE=true OTEL_EXPORTER_OTLP_ENDPOINT=localhost:4317 go run main.go
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsAMD64/QuickStart/golang-macosamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsAMD64/QuickStart/golang-macosamd64-quickStart-instrumentApplication.md
index 7be1874b6d..642da55e8b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsAMD64/QuickStart/golang-macosamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsAMD64/QuickStart/golang-macosamd64-quickStart-instrumentApplication.md
@@ -1,6 +1,9 @@
+After setting up the Otel collector agent, follow the steps below to instrument your Go Application
+&nbsp;
+&nbsp;
 
 ### Step 1: Install OpenTelemetry Dependencies
-Dependencies related to OpenTelemetry exporter and SDK have to be installed first
+Dependencies related to OpenTelemetry exporter and SDK have to be installed first.
 
 Run the below commands after navigating to the application source folder:
 ```bash
@@ -12,7 +15,9 @@ go get go.opentelemetry.io/otel \
   go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc
 ```
 
-**Note:** Note that we are assuming you are using gin request router. If you are using other request routers, check out the [corresponding package](https://signoz.io/docs/instrumentation/golang/#request-routers).
+**Note:** We are assuming you are using gin request router. If you are using other request routers, check out the [corresponding package](https://signoz.io/docs/instrumentation/golang/#request-routers).
+&nbsp;
+&nbsp;
 
 ### Step 2: Declare environment variables for configuring OpenTelemetry
 Declare the following global variables in **`main.go`** which we will use to configure OpenTelemetry:
@@ -23,9 +28,10 @@ Declare the following global variables in **`main.go`** which we will use to con
      insecure     = os.Getenv("INSECURE_MODE")
  )
 ```
+&nbsp;
 
 ### Step 3: Instrument your Go application 
-To configure your application to send data we will need a function to initialize OpenTelemetry. Add the following snippet of code in your `main.go` file.
+To configure your application to send data we will need a function to initialize OpenTelemetry. Add the following snippet of code in your **`main.go`** file.
 
 ```bash
      
@@ -84,9 +90,10 @@ To configure your application to send data we will need a function to initialize
      return exporter.Shutdown
  }
 ```
+&nbsp;
 
-### Step 4: Initialise the tracer in `main.go`
-Modify the main function to initialise the tracer in main.go. Initiate the tracer at the very beginning of our main function.
+### Step 4: Initialise the tracer in **`main.go`**
+Modify the main function to initialise the tracer in **`main.go`**. Initiate the tracer at the very beginning of our main function.
 ```bash
 func main() {
     cleanup := initTracer()
@@ -95,9 +102,10 @@ func main() {
     ......
 }
 ```
+&nbsp;
 
 ### Step 5: Add the OpenTelemetry Gin middleware
-Configure Gin to use the middleware by adding the following lines in `main.go`
+Configure Gin to use the middleware by adding the following lines in **`main.go`**
 ```bash
 import (
     ....
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsAMD64/QuickStart/golang-macosamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsAMD64/QuickStart/golang-macosamd64-quickStart-runApplication.md
index 3d72dffe2e..c8952212f8 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsAMD64/QuickStart/golang-macosamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsAMD64/QuickStart/golang-macosamd64-quickStart-runApplication.md
@@ -1,3 +1,4 @@
+&nbsp;
 To run your Go Gin application, use the below command :
 
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsAMD64/Recommended/golang-macosamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsAMD64/Recommended/golang-macosamd64-recommended-installOtelCollector.md
index ffd03775a4..2bd05c79fa 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsAMD64/Recommended/golang-macosamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsAMD64/Recommended/golang-macosamd64-recommended-installOtelCollector.md
@@ -1,16 +1,19 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
-### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
+### Step 3: Create `config.yaml` in folder `otelcol-contrib` with the below content in it
 ```bash
 receivers:
   otlp:
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsAMD64/Recommended/golang-macosamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsAMD64/Recommended/golang-macosamd64-recommended-instrumentApplication.md
index edf5710cf2..642da55e8b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsAMD64/Recommended/golang-macosamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsAMD64/Recommended/golang-macosamd64-recommended-instrumentApplication.md
@@ -1,7 +1,9 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Go Application
+After setting up the Otel collector agent, follow the steps below to instrument your Go Application
+&nbsp;
+&nbsp;
 
 ### Step 1: Install OpenTelemetry Dependencies
-Dependencies related to OpenTelemetry exporter and SDK have to be installed first
+Dependencies related to OpenTelemetry exporter and SDK have to be installed first.
 
 Run the below commands after navigating to the application source folder:
 ```bash
@@ -13,7 +15,9 @@ go get go.opentelemetry.io/otel \
   go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc
 ```
 
-**Note:** Note that we are assuming you are using gin request router. If you are using other request routers, check out the [corresponding package](https://signoz.io/docs/instrumentation/golang/#request-routers).
+**Note:** We are assuming you are using gin request router. If you are using other request routers, check out the [corresponding package](https://signoz.io/docs/instrumentation/golang/#request-routers).
+&nbsp;
+&nbsp;
 
 ### Step 2: Declare environment variables for configuring OpenTelemetry
 Declare the following global variables in **`main.go`** which we will use to configure OpenTelemetry:
@@ -24,9 +28,10 @@ Declare the following global variables in **`main.go`** which we will use to con
      insecure     = os.Getenv("INSECURE_MODE")
  )
 ```
+&nbsp;
 
 ### Step 3: Instrument your Go application 
-To configure your application to send data we will need a function to initialize OpenTelemetry. Add the following snippet of code in your `main.go` file.
+To configure your application to send data we will need a function to initialize OpenTelemetry. Add the following snippet of code in your **`main.go`** file.
 
 ```bash
      
@@ -85,9 +90,10 @@ To configure your application to send data we will need a function to initialize
      return exporter.Shutdown
  }
 ```
+&nbsp;
 
-### Step 4: Initialise the tracer in `main.go`
-Modify the main function to initialise the tracer in main.go. Initiate the tracer at the very beginning of our main function.
+### Step 4: Initialise the tracer in **`main.go`**
+Modify the main function to initialise the tracer in **`main.go`**. Initiate the tracer at the very beginning of our main function.
 ```bash
 func main() {
     cleanup := initTracer()
@@ -96,9 +102,10 @@ func main() {
     ......
 }
 ```
+&nbsp;
 
 ### Step 5: Add the OpenTelemetry Gin middleware
-Configure Gin to use the middleware by adding the following lines in `main.go`
+Configure Gin to use the middleware by adding the following lines in **`main.go`**
 ```bash
 import (
     ....
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsAMD64/Recommended/golang-macosamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsAMD64/Recommended/golang-macosamd64-recommended-runApplication.md
index 8cf13365aa..6636d6b64f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsAMD64/Recommended/golang-macosamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsAMD64/Recommended/golang-macosamd64-recommended-runApplication.md
@@ -1,4 +1,6 @@
+&nbsp;
 Once you are done intrumenting your Go Gin application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,15 +8,19 @@ Once you are done intrumenting your Go Gin application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
+
 ### Step 2: Set environment variables and run your Go Gin application
 ```bash
 SERVICE_NAME={{MYAPP}} INSECURE_MODE=true OTEL_EXPORTER_OTLP_ENDPOINT=localhost:4317 go run main.go
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsARM64/QuickStart/golang-macosarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsARM64/QuickStart/golang-macosarm64-quickStart-instrumentApplication.md
index 7be1874b6d..642da55e8b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsARM64/QuickStart/golang-macosarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsARM64/QuickStart/golang-macosarm64-quickStart-instrumentApplication.md
@@ -1,6 +1,9 @@
+After setting up the Otel collector agent, follow the steps below to instrument your Go Application
+&nbsp;
+&nbsp;
 
 ### Step 1: Install OpenTelemetry Dependencies
-Dependencies related to OpenTelemetry exporter and SDK have to be installed first
+Dependencies related to OpenTelemetry exporter and SDK have to be installed first.
 
 Run the below commands after navigating to the application source folder:
 ```bash
@@ -12,7 +15,9 @@ go get go.opentelemetry.io/otel \
   go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc
 ```
 
-**Note:** Note that we are assuming you are using gin request router. If you are using other request routers, check out the [corresponding package](https://signoz.io/docs/instrumentation/golang/#request-routers).
+**Note:** We are assuming you are using gin request router. If you are using other request routers, check out the [corresponding package](https://signoz.io/docs/instrumentation/golang/#request-routers).
+&nbsp;
+&nbsp;
 
 ### Step 2: Declare environment variables for configuring OpenTelemetry
 Declare the following global variables in **`main.go`** which we will use to configure OpenTelemetry:
@@ -23,9 +28,10 @@ Declare the following global variables in **`main.go`** which we will use to con
      insecure     = os.Getenv("INSECURE_MODE")
  )
 ```
+&nbsp;
 
 ### Step 3: Instrument your Go application 
-To configure your application to send data we will need a function to initialize OpenTelemetry. Add the following snippet of code in your `main.go` file.
+To configure your application to send data we will need a function to initialize OpenTelemetry. Add the following snippet of code in your **`main.go`** file.
 
 ```bash
      
@@ -84,9 +90,10 @@ To configure your application to send data we will need a function to initialize
      return exporter.Shutdown
  }
 ```
+&nbsp;
 
-### Step 4: Initialise the tracer in `main.go`
-Modify the main function to initialise the tracer in main.go. Initiate the tracer at the very beginning of our main function.
+### Step 4: Initialise the tracer in **`main.go`**
+Modify the main function to initialise the tracer in **`main.go`**. Initiate the tracer at the very beginning of our main function.
 ```bash
 func main() {
     cleanup := initTracer()
@@ -95,9 +102,10 @@ func main() {
     ......
 }
 ```
+&nbsp;
 
 ### Step 5: Add the OpenTelemetry Gin middleware
-Configure Gin to use the middleware by adding the following lines in `main.go`
+Configure Gin to use the middleware by adding the following lines in **`main.go`**
 ```bash
 import (
     ....
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsARM64/QuickStart/golang-macosarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsARM64/QuickStart/golang-macosarm64-quickStart-runApplication.md
index 3d72dffe2e..c8952212f8 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsARM64/QuickStart/golang-macosarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsARM64/QuickStart/golang-macosarm64-quickStart-runApplication.md
@@ -1,3 +1,4 @@
+&nbsp;
 To run your Go Gin application, use the below command :
 
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsARM64/Recommended/golang-macosarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsARM64/Recommended/golang-macosarm64-recommended-installOtelCollector.md
index ab4a153670..c326cedbee 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsARM64/Recommended/golang-macosarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsARM64/Recommended/golang-macosarm64-recommended-installOtelCollector.md
@@ -1,15 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_arm64.tar.gz
-
+```
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
-### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
+### Step 3: Create `config.yaml` in folder `otelcol-contrib` with the below content in it
 ```bash
 receivers:
   otlp:
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsARM64/Recommended/golang-macosarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsARM64/Recommended/golang-macosarm64-recommended-instrumentApplication.md
index edf5710cf2..642da55e8b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsARM64/Recommended/golang-macosarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsARM64/Recommended/golang-macosarm64-recommended-instrumentApplication.md
@@ -1,7 +1,9 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Go Application
+After setting up the Otel collector agent, follow the steps below to instrument your Go Application
+&nbsp;
+&nbsp;
 
 ### Step 1: Install OpenTelemetry Dependencies
-Dependencies related to OpenTelemetry exporter and SDK have to be installed first
+Dependencies related to OpenTelemetry exporter and SDK have to be installed first.
 
 Run the below commands after navigating to the application source folder:
 ```bash
@@ -13,7 +15,9 @@ go get go.opentelemetry.io/otel \
   go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc
 ```
 
-**Note:** Note that we are assuming you are using gin request router. If you are using other request routers, check out the [corresponding package](https://signoz.io/docs/instrumentation/golang/#request-routers).
+**Note:** We are assuming you are using gin request router. If you are using other request routers, check out the [corresponding package](https://signoz.io/docs/instrumentation/golang/#request-routers).
+&nbsp;
+&nbsp;
 
 ### Step 2: Declare environment variables for configuring OpenTelemetry
 Declare the following global variables in **`main.go`** which we will use to configure OpenTelemetry:
@@ -24,9 +28,10 @@ Declare the following global variables in **`main.go`** which we will use to con
      insecure     = os.Getenv("INSECURE_MODE")
  )
 ```
+&nbsp;
 
 ### Step 3: Instrument your Go application 
-To configure your application to send data we will need a function to initialize OpenTelemetry. Add the following snippet of code in your `main.go` file.
+To configure your application to send data we will need a function to initialize OpenTelemetry. Add the following snippet of code in your **`main.go`** file.
 
 ```bash
      
@@ -85,9 +90,10 @@ To configure your application to send data we will need a function to initialize
      return exporter.Shutdown
  }
 ```
+&nbsp;
 
-### Step 4: Initialise the tracer in `main.go`
-Modify the main function to initialise the tracer in main.go. Initiate the tracer at the very beginning of our main function.
+### Step 4: Initialise the tracer in **`main.go`**
+Modify the main function to initialise the tracer in **`main.go`**. Initiate the tracer at the very beginning of our main function.
 ```bash
 func main() {
     cleanup := initTracer()
@@ -96,9 +102,10 @@ func main() {
     ......
 }
 ```
+&nbsp;
 
 ### Step 5: Add the OpenTelemetry Gin middleware
-Configure Gin to use the middleware by adding the following lines in `main.go`
+Configure Gin to use the middleware by adding the following lines in **`main.go`**
 ```bash
 import (
     ....
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsARM64/Recommended/golang-macosarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsARM64/Recommended/golang-macosarm64-recommended-runApplication.md
index 8cf13365aa..6636d6b64f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsARM64/Recommended/golang-macosarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/GoLang/md-docs/MacOsARM64/Recommended/golang-macosarm64-recommended-runApplication.md
@@ -1,4 +1,6 @@
+&nbsp;
 Once you are done intrumenting your Go Gin application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,15 +8,19 @@ Once you are done intrumenting your Go Gin application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
+
 ### Step 2: Set environment variables and run your Go Gin application
 ```bash
 SERVICE_NAME={{MYAPP}} INSECURE_MODE=true OTEL_EXPORTER_OTLP_ENDPOINT=localhost:4317 go run main.go
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/Kubernetes/jboss-kubernetes-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/Kubernetes/jboss-kubernetes-installOtelCollector.md
index e6703d8980..946b7fbdbf 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/Kubernetes/jboss-kubernetes-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/Kubernetes/jboss-kubernetes-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Install otel-collector in your Kubernetes infra
+## Install otel-collector in your Kubernetes infra
+&nbsp;
 
 Add the SigNoz Helm Chart repository
 ```bash
 helm repo add signoz https://charts.signoz.io
 ```
+&nbsp;
 
 If the chart is already present, update the chart to the latest using:
 ```bash
 helm repo update
 ```
+&nbsp;
 
 Install the Kubernetes Infrastructure chart provided by SigNoz
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/Kubernetes/jboss-kubernetes-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/Kubernetes/jboss-kubernetes-instrumentApplication.md
index 5a6c5fb7d8..bf51b2d8ea 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/Kubernetes/jboss-kubernetes-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/Kubernetes/jboss-kubernetes-instrumentApplication.md
@@ -1,8 +1,10 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
 
 #### Requirements
 - Java 8 or higher
 
+&nbsp;
+
 ### Download otel java binary
 
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/Kubernetes/jboss-kubernetes-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/Kubernetes/jboss-kubernetes-runApplication.md
index 7a5feac352..12eaef4145 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/Kubernetes/jboss-kubernetes-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/Kubernetes/jboss-kubernetes-runApplication.md
@@ -2,6 +2,7 @@
 ```bash
 vim /opt/jboss-eap-7.1/bin/standalone.conf
 ```
+&nbsp;
 
 ### Update `JAVA_OPTS` environment variable
 ```bash
@@ -9,6 +10,11 @@ JAVA_OPTS="-javaagent:/<path>/opentelemetry-javaagent.jar"
 ```
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
+&nbsp;
 
 **Note:**
 - In case you're dockerising your application, make sure to dockerise it along with OpenTelemetry instrumentation done in previous step.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/jboss/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxAMD64/QuickStart/jboss-linuxamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxAMD64/QuickStart/jboss-linuxamd64-quickStart-instrumentApplication.md
index b7804e1ec8..a5bceef884 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxAMD64/QuickStart/jboss-linuxamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxAMD64/QuickStart/jboss-linuxamd64-quickStart-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Java 8 or higher
 
+&nbsp;
+
 ### Download otel java binary
 
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxAMD64/QuickStart/jboss-linuxamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxAMD64/QuickStart/jboss-linuxamd64-quickStart-runApplication.md
index 108d2b6f8a..c3f251c884 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxAMD64/QuickStart/jboss-linuxamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxAMD64/QuickStart/jboss-linuxamd64-quickStart-runApplication.md
@@ -2,6 +2,7 @@
 ```bash
 vim /opt/jboss-eap-7.1/bin/standalone.conf
 ```
+&nbsp;
 
 ### Update `JAVA_OPTS` environment variable
 Update `JAVA_OPTS` environment variable with configurations required to send data to SigNoz cloud in your configuration file.
@@ -15,9 +16,13 @@ JAVA_OPTS="-javaagent:/<path>/opentelemetry-javaagent.jar
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
 
+&nbsp;
 
-### (Optional step) Write the output/logs of standalone.sh script to a file nohup.out as a background thread
+#### (Optional step) Write the output/logs of standalone.sh script to a file nohup.out as a background thread
 ```bash
 /opt/jboss-eap-7.1/bin/standalone.sh > /opt/jboss-eap-7.1/bin/nohup.out &
 
 ```
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/jboss/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxAMD64/Recommended/jboss-linuxamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxAMD64/Recommended/jboss-linuxamd64-recommended-installOtelCollector.md
index 085baefc95..a659f36474 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxAMD64/Recommended/jboss-linuxamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxAMD64/Recommended/jboss-linuxamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxAMD64/Recommended/jboss-linuxamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxAMD64/Recommended/jboss-linuxamd64-recommended-instrumentApplication.md
index 5a6c5fb7d8..a3ed4f578f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxAMD64/Recommended/jboss-linuxamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxAMD64/Recommended/jboss-linuxamd64-recommended-instrumentApplication.md
@@ -1,7 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
 
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxAMD64/Recommended/jboss-linuxamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxAMD64/Recommended/jboss-linuxamd64-recommended-runApplication.md
index 4a8cb9b223..26fbf94235 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxAMD64/Recommended/jboss-linuxamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxAMD64/Recommended/jboss-linuxamd64-recommended-runApplication.md
@@ -1,4 +1,5 @@
 Once you are done intrumenting your Java application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,20 +7,24 @@ Once you are done intrumenting your Java application, you can run it using the b
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Open `standalone.conf` Configuration File
 ```bash
 vim /opt/jboss-eap-7.1/bin/standalone.conf
 ```
+&nbsp;
 
 ### Step 3: Update `JAVA_OPTS` environment variable
 ```bash
@@ -28,3 +33,6 @@ JAVA_OPTS="-javaagent:/<path>/opentelemetry-javaagent.jar"
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
 
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/jboss/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxARM64/QuickStart/jboss-linuxarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxARM64/QuickStart/jboss-linuxarm64-quickStart-instrumentApplication.md
index b7804e1ec8..a5bceef884 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxARM64/QuickStart/jboss-linuxarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxARM64/QuickStart/jboss-linuxarm64-quickStart-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Java 8 or higher
 
+&nbsp;
+
 ### Download otel java binary
 
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxARM64/QuickStart/jboss-linuxarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxARM64/QuickStart/jboss-linuxarm64-quickStart-runApplication.md
index 108d2b6f8a..c3f251c884 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxARM64/QuickStart/jboss-linuxarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxARM64/QuickStart/jboss-linuxarm64-quickStart-runApplication.md
@@ -2,6 +2,7 @@
 ```bash
 vim /opt/jboss-eap-7.1/bin/standalone.conf
 ```
+&nbsp;
 
 ### Update `JAVA_OPTS` environment variable
 Update `JAVA_OPTS` environment variable with configurations required to send data to SigNoz cloud in your configuration file.
@@ -15,9 +16,13 @@ JAVA_OPTS="-javaagent:/<path>/opentelemetry-javaagent.jar
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
 
+&nbsp;
 
-### (Optional step) Write the output/logs of standalone.sh script to a file nohup.out as a background thread
+#### (Optional step) Write the output/logs of standalone.sh script to a file nohup.out as a background thread
 ```bash
 /opt/jboss-eap-7.1/bin/standalone.sh > /opt/jboss-eap-7.1/bin/nohup.out &
 
 ```
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/jboss/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxARM64/Recommended/jboss-linuxarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxARM64/Recommended/jboss-linuxarm64-recommended-installOtelCollector.md
index 9c793c7742..cbabb8077b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxARM64/Recommended/jboss-linuxarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxARM64/Recommended/jboss-linuxarm64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_arm64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxARM64/Recommended/jboss-linuxarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxARM64/Recommended/jboss-linuxarm64-recommended-instrumentApplication.md
index 5a6c5fb7d8..a3ed4f578f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxARM64/Recommended/jboss-linuxarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxARM64/Recommended/jboss-linuxarm64-recommended-instrumentApplication.md
@@ -1,7 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
 
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxARM64/Recommended/jboss-linuxarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxARM64/Recommended/jboss-linuxarm64-recommended-runApplication.md
index 4a8cb9b223..26fbf94235 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxARM64/Recommended/jboss-linuxarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/LinuxARM64/Recommended/jboss-linuxarm64-recommended-runApplication.md
@@ -1,4 +1,5 @@
 Once you are done intrumenting your Java application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,20 +7,24 @@ Once you are done intrumenting your Java application, you can run it using the b
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Open `standalone.conf` Configuration File
 ```bash
 vim /opt/jboss-eap-7.1/bin/standalone.conf
 ```
+&nbsp;
 
 ### Step 3: Update `JAVA_OPTS` environment variable
 ```bash
@@ -28,3 +33,6 @@ JAVA_OPTS="-javaagent:/<path>/opentelemetry-javaagent.jar"
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
 
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/jboss/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsAMD64/QuickStart/jboss-macosamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsAMD64/QuickStart/jboss-macosamd64-quickStart-instrumentApplication.md
index b7804e1ec8..a5bceef884 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsAMD64/QuickStart/jboss-macosamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsAMD64/QuickStart/jboss-macosamd64-quickStart-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Java 8 or higher
 
+&nbsp;
+
 ### Download otel java binary
 
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsAMD64/QuickStart/jboss-macosamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsAMD64/QuickStart/jboss-macosamd64-quickStart-runApplication.md
index 108d2b6f8a..c3f251c884 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsAMD64/QuickStart/jboss-macosamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsAMD64/QuickStart/jboss-macosamd64-quickStart-runApplication.md
@@ -2,6 +2,7 @@
 ```bash
 vim /opt/jboss-eap-7.1/bin/standalone.conf
 ```
+&nbsp;
 
 ### Update `JAVA_OPTS` environment variable
 Update `JAVA_OPTS` environment variable with configurations required to send data to SigNoz cloud in your configuration file.
@@ -15,9 +16,13 @@ JAVA_OPTS="-javaagent:/<path>/opentelemetry-javaagent.jar
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
 
+&nbsp;
 
-### (Optional step) Write the output/logs of standalone.sh script to a file nohup.out as a background thread
+#### (Optional step) Write the output/logs of standalone.sh script to a file nohup.out as a background thread
 ```bash
 /opt/jboss-eap-7.1/bin/standalone.sh > /opt/jboss-eap-7.1/bin/nohup.out &
 
 ```
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/jboss/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsAMD64/Recommended/jboss-macosamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsAMD64/Recommended/jboss-macosamd64-recommended-installOtelCollector.md
index ffd03775a4..843e86a411 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsAMD64/Recommended/jboss-macosamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsAMD64/Recommended/jboss-macosamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
 ### Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsAMD64/Recommended/jboss-macosamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsAMD64/Recommended/jboss-macosamd64-recommended-instrumentApplication.md
index 5a6c5fb7d8..a3ed4f578f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsAMD64/Recommended/jboss-macosamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsAMD64/Recommended/jboss-macosamd64-recommended-instrumentApplication.md
@@ -1,7 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
 
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsAMD64/Recommended/jboss-macosamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsAMD64/Recommended/jboss-macosamd64-recommended-runApplication.md
index 4a8cb9b223..26fbf94235 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsAMD64/Recommended/jboss-macosamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsAMD64/Recommended/jboss-macosamd64-recommended-runApplication.md
@@ -1,4 +1,5 @@
 Once you are done intrumenting your Java application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,20 +7,24 @@ Once you are done intrumenting your Java application, you can run it using the b
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Open `standalone.conf` Configuration File
 ```bash
 vim /opt/jboss-eap-7.1/bin/standalone.conf
 ```
+&nbsp;
 
 ### Step 3: Update `JAVA_OPTS` environment variable
 ```bash
@@ -28,3 +33,6 @@ JAVA_OPTS="-javaagent:/<path>/opentelemetry-javaagent.jar"
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
 
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/jboss/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsARM64/QuickStart/jboss-macosarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsARM64/QuickStart/jboss-macosarm64-quickStart-instrumentApplication.md
index b7804e1ec8..a5bceef884 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsARM64/QuickStart/jboss-macosarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsARM64/QuickStart/jboss-macosarm64-quickStart-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Java 8 or higher
 
+&nbsp;
+
 ### Download otel java binary
 
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsARM64/QuickStart/jboss-macosarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsARM64/QuickStart/jboss-macosarm64-quickStart-runApplication.md
index 108d2b6f8a..c3f251c884 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsARM64/QuickStart/jboss-macosarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsARM64/QuickStart/jboss-macosarm64-quickStart-runApplication.md
@@ -2,6 +2,7 @@
 ```bash
 vim /opt/jboss-eap-7.1/bin/standalone.conf
 ```
+&nbsp;
 
 ### Update `JAVA_OPTS` environment variable
 Update `JAVA_OPTS` environment variable with configurations required to send data to SigNoz cloud in your configuration file.
@@ -15,9 +16,13 @@ JAVA_OPTS="-javaagent:/<path>/opentelemetry-javaagent.jar
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
 
+&nbsp;
 
-### (Optional step) Write the output/logs of standalone.sh script to a file nohup.out as a background thread
+#### (Optional step) Write the output/logs of standalone.sh script to a file nohup.out as a background thread
 ```bash
 /opt/jboss-eap-7.1/bin/standalone.sh > /opt/jboss-eap-7.1/bin/nohup.out &
 
 ```
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/jboss/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsARM64/Recommended/jboss-macosarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsARM64/Recommended/jboss-macosarm64-recommended-installOtelCollector.md
index ab4a153670..3a780bb8de 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsARM64/Recommended/jboss-macosarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsARM64/Recommended/jboss-macosarm64-recommended-installOtelCollector.md
@@ -1,13 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_arm64.tar.gz
+```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsARM64/Recommended/jboss-macosarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsARM64/Recommended/jboss-macosarm64-recommended-instrumentApplication.md
index 5a6c5fb7d8..a3ed4f578f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsARM64/Recommended/jboss-macosarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsARM64/Recommended/jboss-macosarm64-recommended-instrumentApplication.md
@@ -1,7 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
 
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsARM64/Recommended/jboss-macosarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsARM64/Recommended/jboss-macosarm64-recommended-runApplication.md
index 4a8cb9b223..26fbf94235 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsARM64/Recommended/jboss-macosarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Jboss/MacOsARM64/Recommended/jboss-macosarm64-recommended-runApplication.md
@@ -1,4 +1,5 @@
 Once you are done intrumenting your Java application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,20 +7,24 @@ Once you are done intrumenting your Java application, you can run it using the b
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Open `standalone.conf` Configuration File
 ```bash
 vim /opt/jboss-eap-7.1/bin/standalone.conf
 ```
+&nbsp;
 
 ### Step 3: Update `JAVA_OPTS` environment variable
 ```bash
@@ -28,3 +33,6 @@ JAVA_OPTS="-javaagent:/<path>/opentelemetry-javaagent.jar"
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
 
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/jboss/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/Kubernetes/others-kubernetes-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/Kubernetes/others-kubernetes-installOtelCollector.md
index e6703d8980..946b7fbdbf 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/Kubernetes/others-kubernetes-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/Kubernetes/others-kubernetes-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Install otel-collector in your Kubernetes infra
+## Install otel-collector in your Kubernetes infra
+&nbsp;
 
 Add the SigNoz Helm Chart repository
 ```bash
 helm repo add signoz https://charts.signoz.io
 ```
+&nbsp;
 
 If the chart is already present, update the chart to the latest using:
 ```bash
 helm repo update
 ```
+&nbsp;
 
 Install the Kubernetes Infrastructure chart provided by SigNoz
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/Kubernetes/others-kubernetes-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/Kubernetes/others-kubernetes-instrumentApplication.md
index 5a6c5fb7d8..5c59ca0e82 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/Kubernetes/others-kubernetes-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/Kubernetes/others-kubernetes-instrumentApplication.md
@@ -1,8 +1,10 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your Java Application
 
 #### Requirements
 - Java 8 or higher
 
+&nbsp;
+
 ### Download otel java binary
 
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/Kubernetes/others-kubernetes-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/Kubernetes/others-kubernetes-runApplication.md
index 66ffc13c2f..da9b7e905f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/Kubernetes/others-kubernetes-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/Kubernetes/others-kubernetes-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your Java application, you can run it using the below command
 
 ```bash
@@ -5,6 +7,11 @@ java -javaagent:<path>/opentelemetry-javaagent.jar -jar {{MYAPP}}.jar
 ```
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
+&nbsp;
 
 **Note:**
 - In case you're dockerising your application, make sure to dockerise it along with OpenTelemetry instrumentation done in previous step.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/java/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxAMD64/QuickStart/others-linuxamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxAMD64/QuickStart/others-linuxamd64-quickStart-instrumentApplication.md
index 66c8e8fe37..f60ece8955 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxAMD64/QuickStart/others-linuxamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxAMD64/QuickStart/others-linuxamd64-quickStart-instrumentApplication.md
@@ -1,5 +1,6 @@
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary agent
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxAMD64/QuickStart/others-linuxamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxAMD64/QuickStart/others-linuxamd64-quickStart-runApplication.md
index d0be056eaa..b89669f193 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxAMD64/QuickStart/others-linuxamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxAMD64/QuickStart/others-linuxamd64-quickStart-runApplication.md
@@ -10,5 +10,7 @@ java -javaagent:<path>/opentelemetry-javaagent.jar -jar {{MYAPP}}.jar
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
 
+&nbsp;
 
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/java/#troubleshooting-your-installation) for assistance.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-installOtelCollector.md
index 085baefc95..a659f36474 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-instrumentApplication.md
index 5a6c5fb7d8..0a125cf192 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-instrumentApplication.md
@@ -1,7 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your Java Application
 
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-runApplication.md
index cf26e726fc..da3bcc817f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-runApplication.md
@@ -1,4 +1,7 @@
-OOnce you are done intrumenting your Java application, you can run it using the below commands
+&nbsp;
+
+Once you are done intrumenting your Java application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,15 +9,19 @@ OOnce you are done intrumenting your Java application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
+
 ### Step 2: Run your application
 ```bash
 java -javaagent:<path>/opentelemetry-javaagent.jar -jar {{MYAPP}}.jar
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxARM64/QuickStart/others-linuxarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxARM64/QuickStart/others-linuxarm64-quickStart-instrumentApplication.md
index 66c8e8fe37..f60ece8955 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxARM64/QuickStart/others-linuxarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxARM64/QuickStart/others-linuxarm64-quickStart-instrumentApplication.md
@@ -1,5 +1,6 @@
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary agent
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxARM64/QuickStart/others-linuxarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxARM64/QuickStart/others-linuxarm64-quickStart-runApplication.md
index d0be056eaa..b89669f193 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxARM64/QuickStart/others-linuxarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxARM64/QuickStart/others-linuxarm64-quickStart-runApplication.md
@@ -10,5 +10,7 @@ java -javaagent:<path>/opentelemetry-javaagent.jar -jar {{MYAPP}}.jar
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
 
+&nbsp;
 
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/java/#troubleshooting-your-installation) for assistance.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-installOtelCollector.md
index 9c793c7742..cbabb8077b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_arm64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-instrumentApplication.md
index 5a6c5fb7d8..0a125cf192 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-instrumentApplication.md
@@ -1,7 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your Java Application
 
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-runApplication.md
index cf26e726fc..da3bcc817f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-runApplication.md
@@ -1,4 +1,7 @@
-OOnce you are done intrumenting your Java application, you can run it using the below commands
+&nbsp;
+
+Once you are done intrumenting your Java application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,15 +9,19 @@ OOnce you are done intrumenting your Java application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
+
 ### Step 2: Run your application
 ```bash
 java -javaagent:<path>/opentelemetry-javaagent.jar -jar {{MYAPP}}.jar
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsAMD64/QuickStart/others-macosamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsAMD64/QuickStart/others-macosamd64-quickStart-instrumentApplication.md
index 66c8e8fe37..f60ece8955 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsAMD64/QuickStart/others-macosamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsAMD64/QuickStart/others-macosamd64-quickStart-instrumentApplication.md
@@ -1,5 +1,6 @@
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary agent
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsAMD64/QuickStart/others-macosamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsAMD64/QuickStart/others-macosamd64-quickStart-runApplication.md
index d0be056eaa..b89669f193 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsAMD64/QuickStart/others-macosamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsAMD64/QuickStart/others-macosamd64-quickStart-runApplication.md
@@ -10,5 +10,7 @@ java -javaagent:<path>/opentelemetry-javaagent.jar -jar {{MYAPP}}.jar
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
 
+&nbsp;
 
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/java/#troubleshooting-your-installation) for assistance.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-installOtelCollector.md
index ffd03775a4..843e86a411 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
 ### Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-instrumentApplication.md
index 5a6c5fb7d8..0a125cf192 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-instrumentApplication.md
@@ -1,7 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your Java Application
 
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-runApplication.md
index cf26e726fc..da3bcc817f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-runApplication.md
@@ -1,4 +1,7 @@
-OOnce you are done intrumenting your Java application, you can run it using the below commands
+&nbsp;
+
+Once you are done intrumenting your Java application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,15 +9,19 @@ OOnce you are done intrumenting your Java application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
+
 ### Step 2: Run your application
 ```bash
 java -javaagent:<path>/opentelemetry-javaagent.jar -jar {{MYAPP}}.jar
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsARM64/QuickStart/others-macosarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsARM64/QuickStart/others-macosarm64-quickStart-instrumentApplication.md
index 66c8e8fe37..f60ece8955 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsARM64/QuickStart/others-macosarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsARM64/QuickStart/others-macosarm64-quickStart-instrumentApplication.md
@@ -1,5 +1,6 @@
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary agent
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsARM64/QuickStart/others-macosarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsARM64/QuickStart/others-macosarm64-quickStart-runApplication.md
index d0be056eaa..b89669f193 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsARM64/QuickStart/others-macosarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsARM64/QuickStart/others-macosarm64-quickStart-runApplication.md
@@ -10,5 +10,7 @@ java -javaagent:<path>/opentelemetry-javaagent.jar -jar {{MYAPP}}.jar
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
 
+&nbsp;
 
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/java/#troubleshooting-your-installation) for assistance.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-installOtelCollector.md
index ab4a153670..3a780bb8de 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-installOtelCollector.md
@@ -1,13 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_arm64.tar.gz
+```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-instrumentApplication.md
index 5a6c5fb7d8..0a125cf192 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-instrumentApplication.md
@@ -1,7 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your Java Application
 
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-runApplication.md
index cf26e726fc..ec824bb196 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-runApplication.md
@@ -1,4 +1,7 @@
-OOnce you are done intrumenting your Java application, you can run it using the below commands
+&nbsp;
+
+Once you are done intrumenting your Java application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,12 +9,14 @@ OOnce you are done intrumenting your Java application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/Kubernetes/springBoot-kubernetes-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/Kubernetes/springBoot-kubernetes-installOtelCollector.md
index e6703d8980..946b7fbdbf 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/Kubernetes/springBoot-kubernetes-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/Kubernetes/springBoot-kubernetes-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Install otel-collector in your Kubernetes infra
+## Install otel-collector in your Kubernetes infra
+&nbsp;
 
 Add the SigNoz Helm Chart repository
 ```bash
 helm repo add signoz https://charts.signoz.io
 ```
+&nbsp;
 
 If the chart is already present, update the chart to the latest using:
 ```bash
 helm repo update
 ```
+&nbsp;
 
 Install the Kubernetes Infrastructure chart provided by SigNoz
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/Kubernetes/springBoot-kubernetes-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/Kubernetes/springBoot-kubernetes-instrumentApplication.md
index 5a6c5fb7d8..797dd5f753 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/Kubernetes/springBoot-kubernetes-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/Kubernetes/springBoot-kubernetes-instrumentApplication.md
@@ -1,7 +1,9 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+&nbsp;
+After setting up the Otel collector agent, follow the steps below to instrument your Java Application
 
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/Kubernetes/springBoot-kubernetes-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/Kubernetes/springBoot-kubernetes-runApplication.md
index fa2f63d183..bd09dabcb6 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/Kubernetes/springBoot-kubernetes-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/Kubernetes/springBoot-kubernetes-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your Java application, you can run it using the below commands
 
 
@@ -7,5 +9,11 @@ java -javaagent:<path>/opentelemetry-javaagent.jar -jar {{MYAPP}}.jar
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
 
+&nbsp;
+
 **Note:**
 - In case you're dockerising your application, make sure to dockerise it along with OpenTelemetry instrumentation done in previous step.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/springboot/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxAMD64/QuickStart/springBoot-linuxamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxAMD64/QuickStart/springBoot-linuxamd64-quickStart-instrumentApplication.md
index 97189d1f3c..16b0c44a14 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxAMD64/QuickStart/springBoot-linuxamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxAMD64/QuickStart/springBoot-linuxamd64-quickStart-instrumentApplication.md
@@ -2,6 +2,8 @@
 #### Requirements
 - Java 8 or higher
 
+&nbsp;
+
 ### Download otel java binary agent
 
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxAMD64/QuickStart/springBoot-linuxamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxAMD64/QuickStart/springBoot-linuxamd64-quickStart-runApplication.md
index d0be056eaa..6cf655bbd9 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxAMD64/QuickStart/springBoot-linuxamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxAMD64/QuickStart/springBoot-linuxamd64-quickStart-runApplication.md
@@ -10,5 +10,7 @@ java -javaagent:<path>/opentelemetry-javaagent.jar -jar {{MYAPP}}.jar
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
 
+&nbsp;
 
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/springboot/#troubleshooting-your-installation) for assistance.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxAMD64/Recommended/springBoot-linuxamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxAMD64/Recommended/springBoot-linuxamd64-recommended-installOtelCollector.md
index 085baefc95..a659f36474 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxAMD64/Recommended/springBoot-linuxamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxAMD64/Recommended/springBoot-linuxamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxAMD64/Recommended/springBoot-linuxamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxAMD64/Recommended/springBoot-linuxamd64-recommended-instrumentApplication.md
index 5a6c5fb7d8..0a125cf192 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxAMD64/Recommended/springBoot-linuxamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxAMD64/Recommended/springBoot-linuxamd64-recommended-instrumentApplication.md
@@ -1,7 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your Java Application
 
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxAMD64/Recommended/springBoot-linuxamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxAMD64/Recommended/springBoot-linuxamd64-recommended-runApplication.md
index d325db20e3..cd60c65bae 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxAMD64/Recommended/springBoot-linuxamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxAMD64/Recommended/springBoot-linuxamd64-recommended-runApplication.md
@@ -1,4 +1,7 @@
+&nbsp;
+
 Once you are done intrumenting your Java application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,21 +9,28 @@ Once you are done intrumenting your Java application, you can run it using the b
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 
 ```bash
 java -javaagent:<path>/opentelemetry-javaagent.jar -jar {{MYAPP}}.jar
 ```
+&nbsp;
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
 
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/springboot/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxARM64/QuickStart/springBoot-linuxarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxARM64/QuickStart/springBoot-linuxarm64-quickStart-instrumentApplication.md
index 97189d1f3c..16b0c44a14 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxARM64/QuickStart/springBoot-linuxarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxARM64/QuickStart/springBoot-linuxarm64-quickStart-instrumentApplication.md
@@ -2,6 +2,8 @@
 #### Requirements
 - Java 8 or higher
 
+&nbsp;
+
 ### Download otel java binary agent
 
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxARM64/QuickStart/springBoot-linuxarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxARM64/QuickStart/springBoot-linuxarm64-quickStart-runApplication.md
index d0be056eaa..6cf655bbd9 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxARM64/QuickStart/springBoot-linuxarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxARM64/QuickStart/springBoot-linuxarm64-quickStart-runApplication.md
@@ -10,5 +10,7 @@ java -javaagent:<path>/opentelemetry-javaagent.jar -jar {{MYAPP}}.jar
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
 
+&nbsp;
 
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/springboot/#troubleshooting-your-installation) for assistance.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxARM64/Recommended/springBoot-linuxarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxARM64/Recommended/springBoot-linuxarm64-recommended-installOtelCollector.md
index 9c793c7742..cbabb8077b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxARM64/Recommended/springBoot-linuxarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxARM64/Recommended/springBoot-linuxarm64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_arm64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxARM64/Recommended/springBoot-linuxarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxARM64/Recommended/springBoot-linuxarm64-recommended-instrumentApplication.md
index 5a6c5fb7d8..0a125cf192 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxARM64/Recommended/springBoot-linuxarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxARM64/Recommended/springBoot-linuxarm64-recommended-instrumentApplication.md
@@ -1,7 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your Java Application
 
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxARM64/Recommended/springBoot-linuxarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxARM64/Recommended/springBoot-linuxarm64-recommended-runApplication.md
index d325db20e3..cd60c65bae 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxARM64/Recommended/springBoot-linuxarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/LinuxARM64/Recommended/springBoot-linuxarm64-recommended-runApplication.md
@@ -1,4 +1,7 @@
+&nbsp;
+
 Once you are done intrumenting your Java application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,21 +9,28 @@ Once you are done intrumenting your Java application, you can run it using the b
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 
 ```bash
 java -javaagent:<path>/opentelemetry-javaagent.jar -jar {{MYAPP}}.jar
 ```
+&nbsp;
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
 
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/springboot/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsAMD64/QuickStart/springBoot-macosamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsAMD64/QuickStart/springBoot-macosamd64-quickStart-instrumentApplication.md
index 97189d1f3c..16b0c44a14 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsAMD64/QuickStart/springBoot-macosamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsAMD64/QuickStart/springBoot-macosamd64-quickStart-instrumentApplication.md
@@ -2,6 +2,8 @@
 #### Requirements
 - Java 8 or higher
 
+&nbsp;
+
 ### Download otel java binary agent
 
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsAMD64/QuickStart/springBoot-macosamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsAMD64/QuickStart/springBoot-macosamd64-quickStart-runApplication.md
index d0be056eaa..6cf655bbd9 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsAMD64/QuickStart/springBoot-macosamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsAMD64/QuickStart/springBoot-macosamd64-quickStart-runApplication.md
@@ -10,5 +10,7 @@ java -javaagent:<path>/opentelemetry-javaagent.jar -jar {{MYAPP}}.jar
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
 
+&nbsp;
 
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/springboot/#troubleshooting-your-installation) for assistance.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsAMD64/Recommended/springBoot-macosamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsAMD64/Recommended/springBoot-macosamd64-recommended-installOtelCollector.md
index ffd03775a4..843e86a411 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsAMD64/Recommended/springBoot-macosamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsAMD64/Recommended/springBoot-macosamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
 ### Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsAMD64/Recommended/springBoot-macosamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsAMD64/Recommended/springBoot-macosamd64-recommended-instrumentApplication.md
index 5a6c5fb7d8..0a125cf192 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsAMD64/Recommended/springBoot-macosamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsAMD64/Recommended/springBoot-macosamd64-recommended-instrumentApplication.md
@@ -1,7 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your Java Application
 
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsAMD64/Recommended/springBoot-macosamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsAMD64/Recommended/springBoot-macosamd64-recommended-runApplication.md
index 8bd1680e74..cd60c65bae 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsAMD64/Recommended/springBoot-macosamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsAMD64/Recommended/springBoot-macosamd64-recommended-runApplication.md
@@ -1,4 +1,7 @@
+&nbsp;
+
 Once you are done intrumenting your Java application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,20 +9,28 @@ Once you are done intrumenting your Java application, you can run it using the b
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 
 ```bash
 java -javaagent:<path>/opentelemetry-javaagent.jar -jar {{MYAPP}}.jar
 ```
+&nbsp;
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/springboot/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsARM64/QuickStart/springBoot-macosarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsARM64/QuickStart/springBoot-macosarm64-quickStart-instrumentApplication.md
index 97189d1f3c..16b0c44a14 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsARM64/QuickStart/springBoot-macosarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsARM64/QuickStart/springBoot-macosarm64-quickStart-instrumentApplication.md
@@ -2,6 +2,8 @@
 #### Requirements
 - Java 8 or higher
 
+&nbsp;
+
 ### Download otel java binary agent
 
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsARM64/QuickStart/springBoot-macosarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsARM64/QuickStart/springBoot-macosarm64-quickStart-runApplication.md
index d0be056eaa..6cf655bbd9 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsARM64/QuickStart/springBoot-macosarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsARM64/QuickStart/springBoot-macosarm64-quickStart-runApplication.md
@@ -10,5 +10,7 @@ java -javaagent:<path>/opentelemetry-javaagent.jar -jar {{MYAPP}}.jar
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
 
+&nbsp;
 
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/springboot/#troubleshooting-your-installation) for assistance.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsARM64/Recommended/springBoot-macosarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsARM64/Recommended/springBoot-macosarm64-recommended-installOtelCollector.md
index ab4a153670..3a780bb8de 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsARM64/Recommended/springBoot-macosarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsARM64/Recommended/springBoot-macosarm64-recommended-installOtelCollector.md
@@ -1,13 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_arm64.tar.gz
+```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsARM64/Recommended/springBoot-macosarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsARM64/Recommended/springBoot-macosarm64-recommended-instrumentApplication.md
index 5a6c5fb7d8..0a125cf192 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsARM64/Recommended/springBoot-macosarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsARM64/Recommended/springBoot-macosarm64-recommended-instrumentApplication.md
@@ -1,7 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your Java Application
 
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsARM64/Recommended/springBoot-macosarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsARM64/Recommended/springBoot-macosarm64-recommended-runApplication.md
index 8bd1680e74..cd60c65bae 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsARM64/Recommended/springBoot-macosarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/SpringBoot/MacOsARM64/Recommended/springBoot-macosarm64-recommended-runApplication.md
@@ -1,4 +1,7 @@
+&nbsp;
+
 Once you are done intrumenting your Java application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,20 +9,28 @@ Once you are done intrumenting your Java application, you can run it using the b
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 
 ```bash
 java -javaagent:<path>/opentelemetry-javaagent.jar -jar {{MYAPP}}.jar
 ```
+&nbsp;
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/springboot/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/Kubernetes/tomcat-kubernetes-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/Kubernetes/tomcat-kubernetes-installOtelCollector.md
index e6703d8980..946b7fbdbf 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/Kubernetes/tomcat-kubernetes-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/Kubernetes/tomcat-kubernetes-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Install otel-collector in your Kubernetes infra
+## Install otel-collector in your Kubernetes infra
+&nbsp;
 
 Add the SigNoz Helm Chart repository
 ```bash
 helm repo add signoz https://charts.signoz.io
 ```
+&nbsp;
 
 If the chart is already present, update the chart to the latest using:
 ```bash
 helm repo update
 ```
+&nbsp;
 
 Install the Kubernetes Infrastructure chart provided by SigNoz
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/Kubernetes/tomcat-kubernetes-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/Kubernetes/tomcat-kubernetes-instrumentApplication.md
index 5a6c5fb7d8..a3ed4f578f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/Kubernetes/tomcat-kubernetes-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/Kubernetes/tomcat-kubernetes-instrumentApplication.md
@@ -1,7 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
 
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/Kubernetes/tomcat-kubernetes-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/Kubernetes/tomcat-kubernetes-runApplication.md
index 50d7e7ccee..7c4cf568b0 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/Kubernetes/tomcat-kubernetes-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/Kubernetes/tomcat-kubernetes-runApplication.md
@@ -1,14 +1,24 @@
-### Enable the instrumentation agent and run your application
+## Enable the instrumentation agent and run your application
+&nbsp;
 
 If you run your .war package by putting in webapps folder, just add setenv.sh in your Tomcat bin folder.
+&nbsp;
 
 This should set the environment variable and start sending telemetry data to SigNoz Cloud.
 
 ```bash
 export CATALINA_OPTS="$CATALINA_OPTS -javaagent:/<path>/opentelemetry-javaagent.jar"
 ```
+&nbsp;
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
 
+&nbsp;
+&nbsp;
+
 **Note:**
-- In case you're dockerising your application, make sure to dockerise it along with OpenTelemetry instrumentation done in previous step.
\ No newline at end of file
+- In case you're dockerising your application, make sure to dockerise it along with OpenTelemetry instrumentation done in previous step.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/tomcat/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxAMD64/QuickStart/tomcat-linuxamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxAMD64/QuickStart/tomcat-linuxamd64-quickStart-instrumentApplication.md
index fe3d25fd84..2fbd471fe1 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxAMD64/QuickStart/tomcat-linuxamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxAMD64/QuickStart/tomcat-linuxamd64-quickStart-instrumentApplication.md
@@ -1,5 +1,6 @@
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary agent
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxAMD64/QuickStart/tomcat-linuxamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxAMD64/QuickStart/tomcat-linuxamd64-quickStart-runApplication.md
index 1160901c1f..d826a9063c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxAMD64/QuickStart/tomcat-linuxamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxAMD64/QuickStart/tomcat-linuxamd64-quickStart-runApplication.md
@@ -1,6 +1,8 @@
-### Enable the instrumentation agent and run your application
+## Enable the instrumentation agent and run your application
+&nbsp;
 
 If you run your .war package by putting in webapps folder, just add setenv.sh in your Tomcat bin folder.
+&nbsp;
 
 This should set these environment variables and start sending telemetry data to SigNoz Cloud.
 
@@ -10,5 +12,11 @@ export OTEL_EXPORTER_OTLP_HEADERS="signoz-access-token={{SIGNOZ_INGESTION_KEY}}"
 export OTEL_EXPORTER_OTLP_ENDPOINT=https://ingest.{{REGION}}.signoz.cloud:443
 export OTEL_RESOURCE_ATTRIBUTES=service.name={{MYAPP}}
 ```
+&nbsp;
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/tomcat/#troubleshooting-your-installation) for assistance.
+
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxAMD64/Recommended/tomcat-linuxamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxAMD64/Recommended/tomcat-linuxamd64-recommended-installOtelCollector.md
index 085baefc95..a659f36474 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxAMD64/Recommended/tomcat-linuxamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxAMD64/Recommended/tomcat-linuxamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxAMD64/Recommended/tomcat-linuxamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxAMD64/Recommended/tomcat-linuxamd64-recommended-instrumentApplication.md
index 5a6c5fb7d8..539f667fb0 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxAMD64/Recommended/tomcat-linuxamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxAMD64/Recommended/tomcat-linuxamd64-recommended-instrumentApplication.md
@@ -1,9 +1,10 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your Java Application
 
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
-### Download otel java binary
+### Download otel java binary agent
 
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-java-instrumentation/releases/latest/download/opentelemetry-javaagent.jar
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxAMD64/Recommended/tomcat-linuxamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxAMD64/Recommended/tomcat-linuxamd64-recommended-runApplication.md
index 49b3656d66..81b2604ca4 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxAMD64/Recommended/tomcat-linuxamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxAMD64/Recommended/tomcat-linuxamd64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your Java application, you can run it using the below commands
 
 ### Step 1: Run OTel Collector
@@ -6,15 +8,18 @@ Once you are done intrumenting your Java application, you can run it using the b
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Enable the instrumentation agent and run your application
 
@@ -25,5 +30,10 @@ This should set the environment variable and start sending telemetry data to Sig
 ```bash
 export CATALINA_OPTS="$CATALINA_OPTS -javaagent:/<path>/opentelemetry-javaagent.jar"
 ```
+&nbsp;
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/tomcat/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxARM64/QuickStart/tomcat-linuxarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxARM64/QuickStart/tomcat-linuxarm64-quickStart-instrumentApplication.md
index fe3d25fd84..2fbd471fe1 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxARM64/QuickStart/tomcat-linuxarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxARM64/QuickStart/tomcat-linuxarm64-quickStart-instrumentApplication.md
@@ -1,5 +1,6 @@
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary agent
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxARM64/QuickStart/tomcat-linuxarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxARM64/QuickStart/tomcat-linuxarm64-quickStart-runApplication.md
index 1160901c1f..d826a9063c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxARM64/QuickStart/tomcat-linuxarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxARM64/QuickStart/tomcat-linuxarm64-quickStart-runApplication.md
@@ -1,6 +1,8 @@
-### Enable the instrumentation agent and run your application
+## Enable the instrumentation agent and run your application
+&nbsp;
 
 If you run your .war package by putting in webapps folder, just add setenv.sh in your Tomcat bin folder.
+&nbsp;
 
 This should set these environment variables and start sending telemetry data to SigNoz Cloud.
 
@@ -10,5 +12,11 @@ export OTEL_EXPORTER_OTLP_HEADERS="signoz-access-token={{SIGNOZ_INGESTION_KEY}}"
 export OTEL_EXPORTER_OTLP_ENDPOINT=https://ingest.{{REGION}}.signoz.cloud:443
 export OTEL_RESOURCE_ATTRIBUTES=service.name={{MYAPP}}
 ```
+&nbsp;
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/tomcat/#troubleshooting-your-installation) for assistance.
+
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxARM64/Recommended/tomcat-linuxarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxARM64/Recommended/tomcat-linuxarm64-recommended-installOtelCollector.md
index 9c793c7742..cbabb8077b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxARM64/Recommended/tomcat-linuxarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxARM64/Recommended/tomcat-linuxarm64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_arm64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxARM64/Recommended/tomcat-linuxarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxARM64/Recommended/tomcat-linuxarm64-recommended-instrumentApplication.md
index 5a6c5fb7d8..539f667fb0 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxARM64/Recommended/tomcat-linuxarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxARM64/Recommended/tomcat-linuxarm64-recommended-instrumentApplication.md
@@ -1,9 +1,10 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your Java Application
 
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
-### Download otel java binary
+### Download otel java binary agent
 
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-java-instrumentation/releases/latest/download/opentelemetry-javaagent.jar
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxARM64/Recommended/tomcat-linuxarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxARM64/Recommended/tomcat-linuxarm64-recommended-runApplication.md
index 49b3656d66..b22f7cc64b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxARM64/Recommended/tomcat-linuxarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/LinuxARM64/Recommended/tomcat-linuxarm64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your Java application, you can run it using the below commands
 
 ### Step 1: Run OTel Collector
@@ -6,15 +8,18 @@ Once you are done intrumenting your Java application, you can run it using the b
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Enable the instrumentation agent and run your application
 
@@ -25,5 +30,10 @@ This should set the environment variable and start sending telemetry data to Sig
 ```bash
 export CATALINA_OPTS="$CATALINA_OPTS -javaagent:/<path>/opentelemetry-javaagent.jar"
 ```
+&nbsp;
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/tomcat/#troubleshooting-your-installation) for assistance.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsAMD64/QuickStart/tomcat-macosamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsAMD64/QuickStart/tomcat-macosamd64-quickStart-instrumentApplication.md
index fe3d25fd84..2fbd471fe1 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsAMD64/QuickStart/tomcat-macosamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsAMD64/QuickStart/tomcat-macosamd64-quickStart-instrumentApplication.md
@@ -1,5 +1,6 @@
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary agent
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsAMD64/QuickStart/tomcat-macosamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsAMD64/QuickStart/tomcat-macosamd64-quickStart-runApplication.md
index 1160901c1f..d826a9063c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsAMD64/QuickStart/tomcat-macosamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsAMD64/QuickStart/tomcat-macosamd64-quickStart-runApplication.md
@@ -1,6 +1,8 @@
-### Enable the instrumentation agent and run your application
+## Enable the instrumentation agent and run your application
+&nbsp;
 
 If you run your .war package by putting in webapps folder, just add setenv.sh in your Tomcat bin folder.
+&nbsp;
 
 This should set these environment variables and start sending telemetry data to SigNoz Cloud.
 
@@ -10,5 +12,11 @@ export OTEL_EXPORTER_OTLP_HEADERS="signoz-access-token={{SIGNOZ_INGESTION_KEY}}"
 export OTEL_EXPORTER_OTLP_ENDPOINT=https://ingest.{{REGION}}.signoz.cloud:443
 export OTEL_RESOURCE_ATTRIBUTES=service.name={{MYAPP}}
 ```
+&nbsp;
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/tomcat/#troubleshooting-your-installation) for assistance.
+
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsAMD64/Recommended/tomcat-macosamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsAMD64/Recommended/tomcat-macosamd64-recommended-installOtelCollector.md
index ffd03775a4..843e86a411 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsAMD64/Recommended/tomcat-macosamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsAMD64/Recommended/tomcat-macosamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
 ### Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsAMD64/Recommended/tomcat-macosamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsAMD64/Recommended/tomcat-macosamd64-recommended-instrumentApplication.md
index 5a6c5fb7d8..539f667fb0 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsAMD64/Recommended/tomcat-macosamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsAMD64/Recommended/tomcat-macosamd64-recommended-instrumentApplication.md
@@ -1,9 +1,10 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your Java Application
 
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
-### Download otel java binary
+### Download otel java binary agent
 
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-java-instrumentation/releases/latest/download/opentelemetry-javaagent.jar
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsAMD64/Recommended/tomcat-macosamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsAMD64/Recommended/tomcat-macosamd64-recommended-runApplication.md
index 49b3656d66..b22f7cc64b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsAMD64/Recommended/tomcat-macosamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsAMD64/Recommended/tomcat-macosamd64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your Java application, you can run it using the below commands
 
 ### Step 1: Run OTel Collector
@@ -6,15 +8,18 @@ Once you are done intrumenting your Java application, you can run it using the b
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Enable the instrumentation agent and run your application
 
@@ -25,5 +30,10 @@ This should set the environment variable and start sending telemetry data to Sig
 ```bash
 export CATALINA_OPTS="$CATALINA_OPTS -javaagent:/<path>/opentelemetry-javaagent.jar"
 ```
+&nbsp;
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/tomcat/#troubleshooting-your-installation) for assistance.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsARM64/QuickStart/tomcat-macosarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsARM64/QuickStart/tomcat-macosarm64-quickStart-instrumentApplication.md
index fe3d25fd84..2fbd471fe1 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsARM64/QuickStart/tomcat-macosarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsARM64/QuickStart/tomcat-macosarm64-quickStart-instrumentApplication.md
@@ -1,5 +1,6 @@
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
 ### Download otel java binary agent
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsARM64/QuickStart/tomcat-macosarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsARM64/QuickStart/tomcat-macosarm64-quickStart-runApplication.md
index 1160901c1f..d826a9063c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsARM64/QuickStart/tomcat-macosarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsARM64/QuickStart/tomcat-macosarm64-quickStart-runApplication.md
@@ -1,6 +1,8 @@
-### Enable the instrumentation agent and run your application
+## Enable the instrumentation agent and run your application
+&nbsp;
 
 If you run your .war package by putting in webapps folder, just add setenv.sh in your Tomcat bin folder.
+&nbsp;
 
 This should set these environment variables and start sending telemetry data to SigNoz Cloud.
 
@@ -10,5 +12,11 @@ export OTEL_EXPORTER_OTLP_HEADERS="signoz-access-token={{SIGNOZ_INGESTION_KEY}}"
 export OTEL_EXPORTER_OTLP_ENDPOINT=https://ingest.{{REGION}}.signoz.cloud:443
 export OTEL_RESOURCE_ATTRIBUTES=service.name={{MYAPP}}
 ```
+&nbsp;
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/tomcat/#troubleshooting-your-installation) for assistance.
+
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsARM64/Recommended/tomcat-macosarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsARM64/Recommended/tomcat-macosarm64-recommended-installOtelCollector.md
index ab4a153670..3a780bb8de 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsARM64/Recommended/tomcat-macosarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsARM64/Recommended/tomcat-macosarm64-recommended-installOtelCollector.md
@@ -1,13 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_arm64.tar.gz
+```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsARM64/Recommended/tomcat-macosarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsARM64/Recommended/tomcat-macosarm64-recommended-instrumentApplication.md
index 5a6c5fb7d8..539f667fb0 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsARM64/Recommended/tomcat-macosarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsARM64/Recommended/tomcat-macosarm64-recommended-instrumentApplication.md
@@ -1,9 +1,10 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your Java Application
 
 #### Requirements
 - Java 8 or higher
+&nbsp;
 
-### Download otel java binary
+### Download otel java binary agent
 
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-java-instrumentation/releases/latest/download/opentelemetry-javaagent.jar
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsARM64/Recommended/tomcat-macosarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsARM64/Recommended/tomcat-macosarm64-recommended-runApplication.md
index 49b3656d66..81b2604ca4 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsARM64/Recommended/tomcat-macosarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Java/md-docs/Tomcat/MacOsARM64/Recommended/tomcat-macosarm64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your Java application, you can run it using the below commands
 
 ### Step 1: Run OTel Collector
@@ -6,15 +8,18 @@ Once you are done intrumenting your Java application, you can run it using the b
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Enable the instrumentation agent and run your application
 
@@ -25,5 +30,10 @@ This should set the environment variable and start sending telemetry data to Sig
 ```bash
 export CATALINA_OPTS="$CATALINA_OPTS -javaagent:/<path>/opentelemetry-javaagent.jar"
 ```
+&nbsp;
 
 <path> - update it to the path where you downloaded the Java JAR agent in previous step
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/tomcat/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/Kubernetes/express-kubernetes-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/Kubernetes/express-kubernetes-installOtelCollector.md
index e6703d8980..946b7fbdbf 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/Kubernetes/express-kubernetes-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/Kubernetes/express-kubernetes-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Install otel-collector in your Kubernetes infra
+## Install otel-collector in your Kubernetes infra
+&nbsp;
 
 Add the SigNoz Helm Chart repository
 ```bash
 helm repo add signoz https://charts.signoz.io
 ```
+&nbsp;
 
 If the chart is already present, update the chart to the latest using:
 ```bash
 helm repo update
 ```
+&nbsp;
 
 Install the Kubernetes Infrastructure chart provided by SigNoz
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/Kubernetes/express-kubernetes-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/Kubernetes/express-kubernetes-instrumentApplication.md
index eb61549f28..937c96b814 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/Kubernetes/express-kubernetes-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/Kubernetes/express-kubernetes-instrumentApplication.md
@@ -1,8 +1,12 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
 
 #### Requirements
 - Supported Versions ^4.0.0
 
+&nbsp;
+
 ### Step 1: Install OpenTelemetry packages
 
 ```bash
@@ -11,6 +15,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/Kubernetes/express-kubernetes-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/Kubernetes/express-kubernetes-runApplication.md
index a833498555..45842b329f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/Kubernetes/express-kubernetes-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/Kubernetes/express-kubernetes-runApplication.md
@@ -1,5 +1,12 @@
+&nbsp;
+
 Once you are done intrumenting your JavaScript application, you can run it using the below command
 
 ```bash
 node -r ./tracing.js app.js
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/express/#troubleshooting-your-installation) for assistance.
+
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxAMD64/QuickStart/express-linuxamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxAMD64/QuickStart/express-linuxamd64-quickStart-instrumentApplication.md
index 549401484e..e60880889c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxAMD64/QuickStart/express-linuxamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxAMD64/QuickStart/express-linuxamd64-quickStart-instrumentApplication.md
@@ -1,6 +1,7 @@
 
 #### Requirements
 - Supported Versions ^4.0.0
+&nbsp;
 
 ### Step 1: Install OpenTelemetry packages
 
@@ -10,6 +11,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxAMD64/QuickStart/express-linuxamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxAMD64/QuickStart/express-linuxamd64-quickStart-runApplication.md
index ceac5a131f..f5d502f58b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxAMD64/QuickStart/express-linuxamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxAMD64/QuickStart/express-linuxamd64-quickStart-runApplication.md
@@ -1,5 +1,11 @@
+&nbsp;
+
 Once you are done intrumenting your JavaScript application, you can run it using the below command
 
 ```bash
 OTEL_EXPORTER_OTLP_HEADERS="signoz-access-token={{SIGNOZ_INGESTION_KEY}}" node -r ./tracing.js app.js
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/express/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxAMD64/Recommended/express-linuxamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxAMD64/Recommended/express-linuxamd64-recommended-installOtelCollector.md
index 085baefc95..a659f36474 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxAMD64/Recommended/express-linuxamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxAMD64/Recommended/express-linuxamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxAMD64/Recommended/express-linuxamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxAMD64/Recommended/express-linuxamd64-recommended-instrumentApplication.md
index eb61549f28..aca162869a 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxAMD64/Recommended/express-linuxamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxAMD64/Recommended/express-linuxamd64-recommended-instrumentApplication.md
@@ -1,7 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
 
 #### Requirements
 - Supported Versions ^4.0.0
+&nbsp;
 
 ### Step 1: Install OpenTelemetry packages
 
@@ -11,6 +12,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxAMD64/Recommended/express-linuxamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxAMD64/Recommended/express-linuxamd64-recommended-runApplication.md
index 2a6b0ed7bd..96ae95ca7f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxAMD64/Recommended/express-linuxamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxAMD64/Recommended/express-linuxamd64-recommended-runApplication.md
@@ -1,4 +1,7 @@
+&nbsp;
+
 Once you are done intrumenting your JavaScript application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,18 +9,25 @@ Once you are done intrumenting your JavaScript application, you can run it using
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 
 ```bash
 node -r ./tracing.js app.js
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/express/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxARM64/QuickStart/express-linuxarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxARM64/QuickStart/express-linuxarm64-quickStart-instrumentApplication.md
index 549401484e..e60880889c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxARM64/QuickStart/express-linuxarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxARM64/QuickStart/express-linuxarm64-quickStart-instrumentApplication.md
@@ -1,6 +1,7 @@
 
 #### Requirements
 - Supported Versions ^4.0.0
+&nbsp;
 
 ### Step 1: Install OpenTelemetry packages
 
@@ -10,6 +11,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxARM64/QuickStart/express-linuxarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxARM64/QuickStart/express-linuxarm64-quickStart-runApplication.md
index ceac5a131f..f5d502f58b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxARM64/QuickStart/express-linuxarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxARM64/QuickStart/express-linuxarm64-quickStart-runApplication.md
@@ -1,5 +1,11 @@
+&nbsp;
+
 Once you are done intrumenting your JavaScript application, you can run it using the below command
 
 ```bash
 OTEL_EXPORTER_OTLP_HEADERS="signoz-access-token={{SIGNOZ_INGESTION_KEY}}" node -r ./tracing.js app.js
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/express/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxARM64/Recommended/express-linuxarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxARM64/Recommended/express-linuxarm64-recommended-installOtelCollector.md
index 9c793c7742..cbabb8077b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxARM64/Recommended/express-linuxarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxARM64/Recommended/express-linuxarm64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_arm64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxARM64/Recommended/express-linuxarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxARM64/Recommended/express-linuxarm64-recommended-instrumentApplication.md
index eb61549f28..aca162869a 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxARM64/Recommended/express-linuxarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxARM64/Recommended/express-linuxarm64-recommended-instrumentApplication.md
@@ -1,7 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
 
 #### Requirements
 - Supported Versions ^4.0.0
+&nbsp;
 
 ### Step 1: Install OpenTelemetry packages
 
@@ -11,6 +12,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxARM64/Recommended/express-linuxarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxARM64/Recommended/express-linuxarm64-recommended-runApplication.md
index 2a6b0ed7bd..96ae95ca7f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxARM64/Recommended/express-linuxarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/LinuxARM64/Recommended/express-linuxarm64-recommended-runApplication.md
@@ -1,4 +1,7 @@
+&nbsp;
+
 Once you are done intrumenting your JavaScript application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,18 +9,25 @@ Once you are done intrumenting your JavaScript application, you can run it using
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 
 ```bash
 node -r ./tracing.js app.js
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/express/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsAMD64/QuickStart/express-macosamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsAMD64/QuickStart/express-macosamd64-quickStart-instrumentApplication.md
index 549401484e..e60880889c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsAMD64/QuickStart/express-macosamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsAMD64/QuickStart/express-macosamd64-quickStart-instrumentApplication.md
@@ -1,6 +1,7 @@
 
 #### Requirements
 - Supported Versions ^4.0.0
+&nbsp;
 
 ### Step 1: Install OpenTelemetry packages
 
@@ -10,6 +11,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsAMD64/QuickStart/express-macosamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsAMD64/QuickStart/express-macosamd64-quickStart-runApplication.md
index ceac5a131f..f5d502f58b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsAMD64/QuickStart/express-macosamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsAMD64/QuickStart/express-macosamd64-quickStart-runApplication.md
@@ -1,5 +1,11 @@
+&nbsp;
+
 Once you are done intrumenting your JavaScript application, you can run it using the below command
 
 ```bash
 OTEL_EXPORTER_OTLP_HEADERS="signoz-access-token={{SIGNOZ_INGESTION_KEY}}" node -r ./tracing.js app.js
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/express/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsAMD64/Recommended/express-macosamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsAMD64/Recommended/express-macosamd64-recommended-installOtelCollector.md
index ffd03775a4..843e86a411 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsAMD64/Recommended/express-macosamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsAMD64/Recommended/express-macosamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
 ### Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsAMD64/Recommended/express-macosamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsAMD64/Recommended/express-macosamd64-recommended-instrumentApplication.md
index eb61549f28..aca162869a 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsAMD64/Recommended/express-macosamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsAMD64/Recommended/express-macosamd64-recommended-instrumentApplication.md
@@ -1,7 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
 
 #### Requirements
 - Supported Versions ^4.0.0
+&nbsp;
 
 ### Step 1: Install OpenTelemetry packages
 
@@ -11,6 +12,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsAMD64/Recommended/express-macosamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsAMD64/Recommended/express-macosamd64-recommended-runApplication.md
index 2a6b0ed7bd..96ae95ca7f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsAMD64/Recommended/express-macosamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsAMD64/Recommended/express-macosamd64-recommended-runApplication.md
@@ -1,4 +1,7 @@
+&nbsp;
+
 Once you are done intrumenting your JavaScript application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,18 +9,25 @@ Once you are done intrumenting your JavaScript application, you can run it using
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 
 ```bash
 node -r ./tracing.js app.js
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/express/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsARM64/QuickStart/express-macosarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsARM64/QuickStart/express-macosarm64-quickStart-instrumentApplication.md
index 549401484e..e60880889c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsARM64/QuickStart/express-macosarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsARM64/QuickStart/express-macosarm64-quickStart-instrumentApplication.md
@@ -1,6 +1,7 @@
 
 #### Requirements
 - Supported Versions ^4.0.0
+&nbsp;
 
 ### Step 1: Install OpenTelemetry packages
 
@@ -10,6 +11,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsARM64/QuickStart/express-macosarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsARM64/QuickStart/express-macosarm64-quickStart-runApplication.md
index ceac5a131f..f5d502f58b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsARM64/QuickStart/express-macosarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsARM64/QuickStart/express-macosarm64-quickStart-runApplication.md
@@ -1,5 +1,11 @@
+&nbsp;
+
 Once you are done intrumenting your JavaScript application, you can run it using the below command
 
 ```bash
 OTEL_EXPORTER_OTLP_HEADERS="signoz-access-token={{SIGNOZ_INGESTION_KEY}}" node -r ./tracing.js app.js
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/express/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsARM64/Recommended/express-macosarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsARM64/Recommended/express-macosarm64-recommended-installOtelCollector.md
index ab4a153670..3a780bb8de 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsARM64/Recommended/express-macosarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsARM64/Recommended/express-macosarm64-recommended-installOtelCollector.md
@@ -1,13 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_arm64.tar.gz
+```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsARM64/Recommended/express-macosarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsARM64/Recommended/express-macosarm64-recommended-instrumentApplication.md
index eb61549f28..aca162869a 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsARM64/Recommended/express-macosarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsARM64/Recommended/express-macosarm64-recommended-instrumentApplication.md
@@ -1,7 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
 
 #### Requirements
 - Supported Versions ^4.0.0
+&nbsp;
 
 ### Step 1: Install OpenTelemetry packages
 
@@ -11,6 +12,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsARM64/Recommended/express-macosarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsARM64/Recommended/express-macosarm64-recommended-runApplication.md
index 2a6b0ed7bd..96ae95ca7f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsARM64/Recommended/express-macosarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/Express/MacOsARM64/Recommended/express-macosarm64-recommended-runApplication.md
@@ -1,4 +1,7 @@
+&nbsp;
+
 Once you are done intrumenting your JavaScript application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,18 +9,25 @@ Once you are done intrumenting your JavaScript application, you can run it using
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 
 ```bash
 node -r ./tracing.js app.js
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/express/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/Kubernetes/nestjs-kubernetes-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/Kubernetes/nestjs-kubernetes-installOtelCollector.md
index e6703d8980..946b7fbdbf 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/Kubernetes/nestjs-kubernetes-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/Kubernetes/nestjs-kubernetes-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Install otel-collector in your Kubernetes infra
+## Install otel-collector in your Kubernetes infra
+&nbsp;
 
 Add the SigNoz Helm Chart repository
 ```bash
 helm repo add signoz https://charts.signoz.io
 ```
+&nbsp;
 
 If the chart is already present, update the chart to the latest using:
 ```bash
 helm repo update
 ```
+&nbsp;
 
 Install the Kubernetes Infrastructure chart provided by SigNoz
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/Kubernetes/nestjs-kubernetes-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/Kubernetes/nestjs-kubernetes-instrumentApplication.md
index 99cdef99ad..d79efc0346 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/Kubernetes/nestjs-kubernetes-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/Kubernetes/nestjs-kubernetes-instrumentApplication.md
@@ -1,7 +1,10 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
 
 #### Requirements
 - Supported Versions >= `4.0.0`
+&nbsp;
 
 ### Step 1: Install OpenTelemetry packages
 
@@ -11,6 +14,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
@@ -53,6 +57,7 @@ process.on('SIGTERM', () => {
 
 export default sdk;
 ```
+&nbsp;
 
 ### Step 3: Import tracer in the `main.js file`
 
@@ -60,6 +65,7 @@ export default sdk;
 ```bash
 const tracer = require('./tracer')
 ```
+&nbsp;
 
 ### Step 4: Start the tracer
 In the `async function boostrap` section of the application code, initialize the tracer as follows:
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/Kubernetes/nestjs-kubernetes-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/Kubernetes/nestjs-kubernetes-runApplication.md
index 1f71517adb..d5f3b185cc 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/Kubernetes/nestjs-kubernetes-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/Kubernetes/nestjs-kubernetes-runApplication.md
@@ -2,4 +2,8 @@ After your instrumentation is done, start your application
 
 ```bash
   nest start
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/nestjs/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxAMD64/QuickStart/nestjs-linuxamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxAMD64/QuickStart/nestjs-linuxamd64-quickStart-instrumentApplication.md
index 40fb309d2c..4a874e0f36 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxAMD64/QuickStart/nestjs-linuxamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxAMD64/QuickStart/nestjs-linuxamd64-quickStart-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Supported Versions >= `4.0.0`
 
+&nbsp;
+
 ### Step 1: Install OpenTelemetry packages
 
 ```bash
@@ -9,6 +11,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
@@ -51,6 +54,7 @@ process.on('SIGTERM', () => {
 
 export default sdk;
 ```
+&nbsp;
 
 ### Step 3: Import tracer in the `main.js file`
 
@@ -58,6 +62,7 @@ export default sdk;
 ```bash
 const tracer = require('./tracer')
 ```
+&nbsp;
 
 ### Step 4: Start the tracer
 In the `async function boostrap` section of the application code, initialize the tracer as follows:
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxAMD64/QuickStart/nestjs-linuxamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxAMD64/QuickStart/nestjs-linuxamd64-quickStart-runApplication.md
index d3e15c4cc9..c3b07c5251 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxAMD64/QuickStart/nestjs-linuxamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxAMD64/QuickStart/nestjs-linuxamd64-quickStart-runApplication.md
@@ -2,4 +2,8 @@ After your instrumentation is done, start your application
 
 ```bash
 OTEL_EXPORTER_OTLP_HEADERS="signoz-access-token={{SIGNOZ_INGESTION_KEY}}" nest start
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/nestjs/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxAMD64/Recommended/nestjs-linuxamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxAMD64/Recommended/nestjs-linuxamd64-recommended-installOtelCollector.md
index 085baefc95..a659f36474 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxAMD64/Recommended/nestjs-linuxamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxAMD64/Recommended/nestjs-linuxamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxAMD64/Recommended/nestjs-linuxamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxAMD64/Recommended/nestjs-linuxamd64-recommended-instrumentApplication.md
index 99cdef99ad..d79efc0346 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxAMD64/Recommended/nestjs-linuxamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxAMD64/Recommended/nestjs-linuxamd64-recommended-instrumentApplication.md
@@ -1,7 +1,10 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
 
 #### Requirements
 - Supported Versions >= `4.0.0`
+&nbsp;
 
 ### Step 1: Install OpenTelemetry packages
 
@@ -11,6 +14,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
@@ -53,6 +57,7 @@ process.on('SIGTERM', () => {
 
 export default sdk;
 ```
+&nbsp;
 
 ### Step 3: Import tracer in the `main.js file`
 
@@ -60,6 +65,7 @@ export default sdk;
 ```bash
 const tracer = require('./tracer')
 ```
+&nbsp;
 
 ### Step 4: Start the tracer
 In the `async function boostrap` section of the application code, initialize the tracer as follows:
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxAMD64/Recommended/nestjs-linuxamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxAMD64/Recommended/nestjs-linuxamd64-recommended-runApplication.md
index c08d2b7d2f..314d77460c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxAMD64/Recommended/nestjs-linuxamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxAMD64/Recommended/nestjs-linuxamd64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your JavaScript application, you can run it using the below commands
 
 ### Step 1: Run OTel Collector
@@ -6,17 +8,24 @@ Once you are done intrumenting your JavaScript application, you can run it using
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 ```bash
   nest start
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/nestjs/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxARM64/QuickStart/nestjs-linuxarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxARM64/QuickStart/nestjs-linuxarm64-quickStart-instrumentApplication.md
index 40fb309d2c..4a874e0f36 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxARM64/QuickStart/nestjs-linuxarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxARM64/QuickStart/nestjs-linuxarm64-quickStart-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Supported Versions >= `4.0.0`
 
+&nbsp;
+
 ### Step 1: Install OpenTelemetry packages
 
 ```bash
@@ -9,6 +11,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
@@ -51,6 +54,7 @@ process.on('SIGTERM', () => {
 
 export default sdk;
 ```
+&nbsp;
 
 ### Step 3: Import tracer in the `main.js file`
 
@@ -58,6 +62,7 @@ export default sdk;
 ```bash
 const tracer = require('./tracer')
 ```
+&nbsp;
 
 ### Step 4: Start the tracer
 In the `async function boostrap` section of the application code, initialize the tracer as follows:
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxARM64/QuickStart/nestjs-linuxarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxARM64/QuickStart/nestjs-linuxarm64-quickStart-runApplication.md
index d3e15c4cc9..c3b07c5251 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxARM64/QuickStart/nestjs-linuxarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxARM64/QuickStart/nestjs-linuxarm64-quickStart-runApplication.md
@@ -2,4 +2,8 @@ After your instrumentation is done, start your application
 
 ```bash
 OTEL_EXPORTER_OTLP_HEADERS="signoz-access-token={{SIGNOZ_INGESTION_KEY}}" nest start
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/nestjs/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxARM64/Recommended/nestjs-linuxarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxARM64/Recommended/nestjs-linuxarm64-recommended-installOtelCollector.md
index 9c793c7742..cbabb8077b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxARM64/Recommended/nestjs-linuxarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxARM64/Recommended/nestjs-linuxarm64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_arm64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxARM64/Recommended/nestjs-linuxarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxARM64/Recommended/nestjs-linuxarm64-recommended-instrumentApplication.md
index 99cdef99ad..d79efc0346 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxARM64/Recommended/nestjs-linuxarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxARM64/Recommended/nestjs-linuxarm64-recommended-instrumentApplication.md
@@ -1,7 +1,10 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
 
 #### Requirements
 - Supported Versions >= `4.0.0`
+&nbsp;
 
 ### Step 1: Install OpenTelemetry packages
 
@@ -11,6 +14,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
@@ -53,6 +57,7 @@ process.on('SIGTERM', () => {
 
 export default sdk;
 ```
+&nbsp;
 
 ### Step 3: Import tracer in the `main.js file`
 
@@ -60,6 +65,7 @@ export default sdk;
 ```bash
 const tracer = require('./tracer')
 ```
+&nbsp;
 
 ### Step 4: Start the tracer
 In the `async function boostrap` section of the application code, initialize the tracer as follows:
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxARM64/Recommended/nestjs-linuxarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxARM64/Recommended/nestjs-linuxarm64-recommended-runApplication.md
index c08d2b7d2f..314d77460c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxARM64/Recommended/nestjs-linuxarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/LinuxARM64/Recommended/nestjs-linuxarm64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your JavaScript application, you can run it using the below commands
 
 ### Step 1: Run OTel Collector
@@ -6,17 +8,24 @@ Once you are done intrumenting your JavaScript application, you can run it using
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 ```bash
   nest start
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/nestjs/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsAMD64/QuickStart/nestjs-macosamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsAMD64/QuickStart/nestjs-macosamd64-quickStart-instrumentApplication.md
index 40fb309d2c..4a874e0f36 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsAMD64/QuickStart/nestjs-macosamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsAMD64/QuickStart/nestjs-macosamd64-quickStart-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Supported Versions >= `4.0.0`
 
+&nbsp;
+
 ### Step 1: Install OpenTelemetry packages
 
 ```bash
@@ -9,6 +11,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
@@ -51,6 +54,7 @@ process.on('SIGTERM', () => {
 
 export default sdk;
 ```
+&nbsp;
 
 ### Step 3: Import tracer in the `main.js file`
 
@@ -58,6 +62,7 @@ export default sdk;
 ```bash
 const tracer = require('./tracer')
 ```
+&nbsp;
 
 ### Step 4: Start the tracer
 In the `async function boostrap` section of the application code, initialize the tracer as follows:
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsAMD64/QuickStart/nestjs-macosamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsAMD64/QuickStart/nestjs-macosamd64-quickStart-runApplication.md
index d3e15c4cc9..c3b07c5251 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsAMD64/QuickStart/nestjs-macosamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsAMD64/QuickStart/nestjs-macosamd64-quickStart-runApplication.md
@@ -2,4 +2,8 @@ After your instrumentation is done, start your application
 
 ```bash
 OTEL_EXPORTER_OTLP_HEADERS="signoz-access-token={{SIGNOZ_INGESTION_KEY}}" nest start
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/nestjs/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsAMD64/Recommended/nestjs-macosamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsAMD64/Recommended/nestjs-macosamd64-recommended-installOtelCollector.md
index ffd03775a4..843e86a411 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsAMD64/Recommended/nestjs-macosamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsAMD64/Recommended/nestjs-macosamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
 ### Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsAMD64/Recommended/nestjs-macosamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsAMD64/Recommended/nestjs-macosamd64-recommended-instrumentApplication.md
index 99cdef99ad..d79efc0346 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsAMD64/Recommended/nestjs-macosamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsAMD64/Recommended/nestjs-macosamd64-recommended-instrumentApplication.md
@@ -1,7 +1,10 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
 
 #### Requirements
 - Supported Versions >= `4.0.0`
+&nbsp;
 
 ### Step 1: Install OpenTelemetry packages
 
@@ -11,6 +14,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
@@ -53,6 +57,7 @@ process.on('SIGTERM', () => {
 
 export default sdk;
 ```
+&nbsp;
 
 ### Step 3: Import tracer in the `main.js file`
 
@@ -60,6 +65,7 @@ export default sdk;
 ```bash
 const tracer = require('./tracer')
 ```
+&nbsp;
 
 ### Step 4: Start the tracer
 In the `async function boostrap` section of the application code, initialize the tracer as follows:
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsAMD64/Recommended/nestjs-macosamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsAMD64/Recommended/nestjs-macosamd64-recommended-runApplication.md
index c08d2b7d2f..314d77460c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsAMD64/Recommended/nestjs-macosamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsAMD64/Recommended/nestjs-macosamd64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your JavaScript application, you can run it using the below commands
 
 ### Step 1: Run OTel Collector
@@ -6,17 +8,24 @@ Once you are done intrumenting your JavaScript application, you can run it using
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 ```bash
   nest start
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/nestjs/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsARM64/QuickStart/nestjs-macosarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsARM64/QuickStart/nestjs-macosarm64-quickStart-instrumentApplication.md
index 40fb309d2c..4a874e0f36 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsARM64/QuickStart/nestjs-macosarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsARM64/QuickStart/nestjs-macosarm64-quickStart-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Supported Versions >= `4.0.0`
 
+&nbsp;
+
 ### Step 1: Install OpenTelemetry packages
 
 ```bash
@@ -9,6 +11,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
@@ -51,6 +54,7 @@ process.on('SIGTERM', () => {
 
 export default sdk;
 ```
+&nbsp;
 
 ### Step 3: Import tracer in the `main.js file`
 
@@ -58,6 +62,7 @@ export default sdk;
 ```bash
 const tracer = require('./tracer')
 ```
+&nbsp;
 
 ### Step 4: Start the tracer
 In the `async function boostrap` section of the application code, initialize the tracer as follows:
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsARM64/QuickStart/nestjs-macosarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsARM64/QuickStart/nestjs-macosarm64-quickStart-runApplication.md
index d3e15c4cc9..c3b07c5251 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsARM64/QuickStart/nestjs-macosarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsARM64/QuickStart/nestjs-macosarm64-quickStart-runApplication.md
@@ -2,4 +2,8 @@ After your instrumentation is done, start your application
 
 ```bash
 OTEL_EXPORTER_OTLP_HEADERS="signoz-access-token={{SIGNOZ_INGESTION_KEY}}" nest start
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/nestjs/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsARM64/Recommended/nestjs-macosarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsARM64/Recommended/nestjs-macosarm64-recommended-installOtelCollector.md
index ab4a153670..3a780bb8de 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsARM64/Recommended/nestjs-macosarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsARM64/Recommended/nestjs-macosarm64-recommended-installOtelCollector.md
@@ -1,13 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_arm64.tar.gz
+```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsARM64/Recommended/nestjs-macosarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsARM64/Recommended/nestjs-macosarm64-recommended-instrumentApplication.md
index 99cdef99ad..d79efc0346 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsARM64/Recommended/nestjs-macosarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsARM64/Recommended/nestjs-macosarm64-recommended-instrumentApplication.md
@@ -1,7 +1,10 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
 
 #### Requirements
 - Supported Versions >= `4.0.0`
+&nbsp;
 
 ### Step 1: Install OpenTelemetry packages
 
@@ -11,6 +14,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
@@ -53,6 +57,7 @@ process.on('SIGTERM', () => {
 
 export default sdk;
 ```
+&nbsp;
 
 ### Step 3: Import tracer in the `main.js file`
 
@@ -60,6 +65,7 @@ export default sdk;
 ```bash
 const tracer = require('./tracer')
 ```
+&nbsp;
 
 ### Step 4: Start the tracer
 In the `async function boostrap` section of the application code, initialize the tracer as follows:
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsARM64/Recommended/nestjs-macosarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsARM64/Recommended/nestjs-macosarm64-recommended-runApplication.md
index c08d2b7d2f..314d77460c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsARM64/Recommended/nestjs-macosarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NestJS/MacOsARM64/Recommended/nestjs-macosarm64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your JavaScript application, you can run it using the below commands
 
 ### Step 1: Run OTel Collector
@@ -6,17 +8,24 @@ Once you are done intrumenting your JavaScript application, you can run it using
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 ```bash
   nest start
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/nestjs/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/Kubernetes/nodejs-kubernetes-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/Kubernetes/nodejs-kubernetes-installOtelCollector.md
index e6703d8980..946b7fbdbf 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/Kubernetes/nodejs-kubernetes-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/Kubernetes/nodejs-kubernetes-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Install otel-collector in your Kubernetes infra
+## Install otel-collector in your Kubernetes infra
+&nbsp;
 
 Add the SigNoz Helm Chart repository
 ```bash
 helm repo add signoz https://charts.signoz.io
 ```
+&nbsp;
 
 If the chart is already present, update the chart to the latest using:
 ```bash
 helm repo update
 ```
+&nbsp;
 
 Install the Kubernetes Infrastructure chart provided by SigNoz
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/Kubernetes/nodejs-kubernetes-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/Kubernetes/nodejs-kubernetes-instrumentApplication.md
index c7912b56a4..bdf2a856f4 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/Kubernetes/nodejs-kubernetes-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/Kubernetes/nodejs-kubernetes-instrumentApplication.md
@@ -1,7 +1,10 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
 
 #### Requirements
 - NodeJS Version 14 or newer
+&nbsp;
 
 ### Step 1: Install OpenTelemetry packages
 
@@ -11,6 +14,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/Kubernetes/nodejs-kubernetes-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/Kubernetes/nodejs-kubernetes-runApplication.md
index a833498555..3f799989f9 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/Kubernetes/nodejs-kubernetes-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/Kubernetes/nodejs-kubernetes-runApplication.md
@@ -2,4 +2,8 @@ Once you are done intrumenting your JavaScript application, you can run it using
 
 ```bash
 node -r ./tracing.js app.js
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/javascript/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxAMD64/QuickStart/nodejs-linuxamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxAMD64/QuickStart/nodejs-linuxamd64-quickStart-instrumentApplication.md
index 57f792ac01..ed6f8a0180 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxAMD64/QuickStart/nodejs-linuxamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxAMD64/QuickStart/nodejs-linuxamd64-quickStart-instrumentApplication.md
@@ -2,6 +2,8 @@
 #### Requirements
 - NodeJS Version 14 or newer
 
+&nbsp;
+
 ### Step 1: Install OpenTelemetry packages
 
 ```bash
@@ -10,6 +12,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxAMD64/QuickStart/nodejs-linuxamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxAMD64/QuickStart/nodejs-linuxamd64-quickStart-runApplication.md
index ceac5a131f..c2c9a9566b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxAMD64/QuickStart/nodejs-linuxamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxAMD64/QuickStart/nodejs-linuxamd64-quickStart-runApplication.md
@@ -2,4 +2,8 @@ Once you are done intrumenting your JavaScript application, you can run it using
 
 ```bash
 OTEL_EXPORTER_OTLP_HEADERS="signoz-access-token={{SIGNOZ_INGESTION_KEY}}" node -r ./tracing.js app.js
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/javascript/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxAMD64/Recommended/nodejs-linuxamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxAMD64/Recommended/nodejs-linuxamd64-recommended-installOtelCollector.md
index 085baefc95..a659f36474 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxAMD64/Recommended/nodejs-linuxamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxAMD64/Recommended/nodejs-linuxamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxAMD64/Recommended/nodejs-linuxamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxAMD64/Recommended/nodejs-linuxamd64-recommended-instrumentApplication.md
index c7912b56a4..8fa26346f0 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxAMD64/Recommended/nodejs-linuxamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxAMD64/Recommended/nodejs-linuxamd64-recommended-instrumentApplication.md
@@ -1,8 +1,12 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
 
 #### Requirements
 - NodeJS Version 14 or newer
 
+&nbsp;
+
 ### Step 1: Install OpenTelemetry packages
 
 ```bash
@@ -11,6 +15,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxAMD64/Recommended/nodejs-linuxamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxAMD64/Recommended/nodejs-linuxamd64-recommended-runApplication.md
index d2e6728955..278e43f58c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxAMD64/Recommended/nodejs-linuxamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxAMD64/Recommended/nodejs-linuxamd64-recommended-runApplication.md
@@ -1,4 +1,7 @@
+&nbsp;
+
 Once you are done intrumenting your JavaScript application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,17 +9,24 @@ Once you are done intrumenting your JavaScript application, you can run it using
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 ```bash
 node -r ./tracing.js app.js
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/javascript/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxARM64/QuickStart/nodejs-linuxarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxARM64/QuickStart/nodejs-linuxarm64-quickStart-instrumentApplication.md
index 57f792ac01..ed6f8a0180 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxARM64/QuickStart/nodejs-linuxarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxARM64/QuickStart/nodejs-linuxarm64-quickStart-instrumentApplication.md
@@ -2,6 +2,8 @@
 #### Requirements
 - NodeJS Version 14 or newer
 
+&nbsp;
+
 ### Step 1: Install OpenTelemetry packages
 
 ```bash
@@ -10,6 +12,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxARM64/QuickStart/nodejs-linuxarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxARM64/QuickStart/nodejs-linuxarm64-quickStart-runApplication.md
index ceac5a131f..c2c9a9566b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxARM64/QuickStart/nodejs-linuxarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxARM64/QuickStart/nodejs-linuxarm64-quickStart-runApplication.md
@@ -2,4 +2,8 @@ Once you are done intrumenting your JavaScript application, you can run it using
 
 ```bash
 OTEL_EXPORTER_OTLP_HEADERS="signoz-access-token={{SIGNOZ_INGESTION_KEY}}" node -r ./tracing.js app.js
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/javascript/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxARM64/Recommended/nodejs-linuxarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxARM64/Recommended/nodejs-linuxarm64-recommended-installOtelCollector.md
index 9c793c7742..cbabb8077b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxARM64/Recommended/nodejs-linuxarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxARM64/Recommended/nodejs-linuxarm64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_arm64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxARM64/Recommended/nodejs-linuxarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxARM64/Recommended/nodejs-linuxarm64-recommended-instrumentApplication.md
index c7912b56a4..8fa26346f0 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxARM64/Recommended/nodejs-linuxarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxARM64/Recommended/nodejs-linuxarm64-recommended-instrumentApplication.md
@@ -1,8 +1,12 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
 
 #### Requirements
 - NodeJS Version 14 or newer
 
+&nbsp;
+
 ### Step 1: Install OpenTelemetry packages
 
 ```bash
@@ -11,6 +15,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxARM64/Recommended/nodejs-linuxarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxARM64/Recommended/nodejs-linuxarm64-recommended-runApplication.md
index d2e6728955..278e43f58c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxARM64/Recommended/nodejs-linuxarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/LinuxARM64/Recommended/nodejs-linuxarm64-recommended-runApplication.md
@@ -1,4 +1,7 @@
+&nbsp;
+
 Once you are done intrumenting your JavaScript application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,17 +9,24 @@ Once you are done intrumenting your JavaScript application, you can run it using
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 ```bash
 node -r ./tracing.js app.js
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/javascript/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsAMD64/QuickStart/nodejs-macosamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsAMD64/QuickStart/nodejs-macosamd64-quickStart-instrumentApplication.md
index 57f792ac01..ed6f8a0180 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsAMD64/QuickStart/nodejs-macosamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsAMD64/QuickStart/nodejs-macosamd64-quickStart-instrumentApplication.md
@@ -2,6 +2,8 @@
 #### Requirements
 - NodeJS Version 14 or newer
 
+&nbsp;
+
 ### Step 1: Install OpenTelemetry packages
 
 ```bash
@@ -10,6 +12,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsAMD64/QuickStart/nodejs-macosamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsAMD64/QuickStart/nodejs-macosamd64-quickStart-runApplication.md
index ceac5a131f..c2c9a9566b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsAMD64/QuickStart/nodejs-macosamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsAMD64/QuickStart/nodejs-macosamd64-quickStart-runApplication.md
@@ -2,4 +2,8 @@ Once you are done intrumenting your JavaScript application, you can run it using
 
 ```bash
 OTEL_EXPORTER_OTLP_HEADERS="signoz-access-token={{SIGNOZ_INGESTION_KEY}}" node -r ./tracing.js app.js
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/javascript/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsAMD64/Recommended/nodejs-macosamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsAMD64/Recommended/nodejs-macosamd64-recommended-installOtelCollector.md
index ffd03775a4..d79efc0346 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsAMD64/Recommended/nodejs-macosamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsAMD64/Recommended/nodejs-macosamd64-recommended-installOtelCollector.md
@@ -1,93 +1,87 @@
-### Setup OpenTelemetry Binary as an agent
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
+
+#### Requirements
+- Supported Versions >= `4.0.0`
+&nbsp;
+
+### Step 1: Install OpenTelemetry packages
 
-### Step 1: Download otel-collector tar.gz
 ```bash
-wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_amd64.tar.gz
+npm install --save @opentelemetry/api@^1.6.0
+npm install --save @opentelemetry/sdk-node@^0.45.0
+npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
+npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
+
+### Step 2: Create tracing.js file
 
-### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
-mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_amd64.tar.gz -C otelcol-contrib
-```
+'use strict';
 
-### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
+import { getNodeAutoInstrumentations } from '@opentelemetry/auto-instrumentations-node';
+import { OTLPTraceExporter } from '@opentelemetry/exporter-trace-otlp-http';
+import { Resource } from '@opentelemetry/resources';
+import * as opentelemetry from '@opentelemetry/sdk-node';
+import { SemanticResourceAttributes } from '@opentelemetry/semantic-conventions';
+
+// Configure the SDK to export telemetry data to the console
+// Enable all auto-instrumentations from the meta package
+const exporterOptions = {
+  url: 'http://localhost:4318/v1/traces',
+};
+
+const traceExporter = new OTLPTraceExporter(exporterOptions);
+const sdk = new opentelemetry.NodeSDK({
+  traceExporter,
+  instrumentations: [getNodeAutoInstrumentations()],
+  resource: new Resource({
+    [SemanticResourceAttributes.SERVICE_NAME]: '{{MYAPP}}',
+  }),
+});
+
+// initialize the SDK and register with the OpenTelemetry API
+// this enables the API to record telemetry
+sdk.start();
+
+// gracefully shut down the SDK on process exit
+process.on('SIGTERM', () => {
+  sdk
+    .shutdown()
+    .then(() => console.log('Tracing terminated'))
+    .catch((error) => console.log('Error terminating tracing', error))
+    .finally(() => process.exit(0));
+});
+
+export default sdk;
+```
+&nbsp;
+
+### Step 3: Import tracer in the `main.js file`
+
+**Important Note**: The below import should be the first line in the main file of your application (Ex -> `main.ts`)
 ```bash
-receivers:
-  otlp:
-    protocols:
-      grpc:
-        endpoint: 0.0.0.0:4317
-      http:
-        endpoint: 0.0.0.0:4318
-  hostmetrics:
-    collection_interval: 60s
-    scrapers:
-      cpu: {}
-      disk: {}
-      load: {}
-      filesystem: {}
-      memory: {}
-      network: {}
-      paging: {}
-      process:
-        mute_process_name_error: true
-        mute_process_exe_error: true
-        mute_process_io_error: true
-      processes: {}
-  prometheus:
-    config:
-      global:
-        scrape_interval: 60s
-      scrape_configs:
-        - job_name: otel-collector-binary
-          static_configs:
-            - targets:
-              # - localhost:8888
-processors:
-  batch:
-    send_batch_size: 1000
-    timeout: 10s
-  # Ref: https://github.com/open-telemetry/opentelemetry-collector-contrib/blob/main/processor/resourcedetectionprocessor/README.md
-  resourcedetection:
-    detectors: [env, system] # Before system detector, include ec2 for AWS, gcp for GCP and azure for Azure.
-    # Using OTEL_RESOURCE_ATTRIBUTES envvar, env detector adds custom labels.
-    timeout: 2s
-    system:
-      hostname_sources: [os] # alternatively, use [dns,os] for setting FQDN as host.name and os as fallback
-extensions:
-  health_check: {}
-  zpages: {}
-exporters:
-  otlp:
-    endpoint: "ingest.{{REGION}}.signoz.cloud:443"
-    tls:
-      insecure: false
-    headers:
-      "signoz-access-token": "{{SIGNOZ_INGESTION_KEY}}"
-  logging:
-    verbosity: normal
-service:
-  telemetry:
-    metrics:
-      address: 0.0.0.0:8888
-  extensions: [health_check, zpages]
-  pipelines:
-    metrics:
-      receivers: [otlp]
-      processors: [batch]
-      exporters: [otlp]
-    metrics/internal:
-      receivers: [prometheus, hostmetrics]
-      processors: [resourcedetection, batch]
-      exporters: [otlp]
-    traces:
-      receivers: [otlp]
-      processors: [batch]
-      exporters: [otlp]
-    logs:
-      receivers: [otlp]
-      processors: [batch]
-      exporters: [otlp]
+const tracer = require('./tracer')
 ```
+&nbsp;
 
+### Step 4: Start the tracer
+In the `async function boostrap` section of the application code, initialize the tracer as follows:
 
+```bash
+const tracer = require('./tracer')
+
+import { NestFactory } from '@nestjs/core';
+import { AppModule } from './app.module';
+  // All of your application code and any imports that should leverage
+  // OpenTelemetry automatic instrumentation must go here.
+
+async function bootstrap() {
+    await tracer.start();
+    const app = await NestFactory.create(AppModule);
+    await app.listen(3001);
+  }
+  bootstrap();
+```
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsAMD64/Recommended/nodejs-macosamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsAMD64/Recommended/nodejs-macosamd64-recommended-instrumentApplication.md
index c7912b56a4..8fa26346f0 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsAMD64/Recommended/nodejs-macosamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsAMD64/Recommended/nodejs-macosamd64-recommended-instrumentApplication.md
@@ -1,8 +1,12 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
 
 #### Requirements
 - NodeJS Version 14 or newer
 
+&nbsp;
+
 ### Step 1: Install OpenTelemetry packages
 
 ```bash
@@ -11,6 +15,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsAMD64/Recommended/nodejs-macosamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsAMD64/Recommended/nodejs-macosamd64-recommended-runApplication.md
index d2e6728955..278e43f58c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsAMD64/Recommended/nodejs-macosamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsAMD64/Recommended/nodejs-macosamd64-recommended-runApplication.md
@@ -1,4 +1,7 @@
+&nbsp;
+
 Once you are done intrumenting your JavaScript application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,17 +9,24 @@ Once you are done intrumenting your JavaScript application, you can run it using
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 ```bash
 node -r ./tracing.js app.js
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/javascript/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsARM64/QuickStart/nodejs-macosarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsARM64/QuickStart/nodejs-macosarm64-quickStart-instrumentApplication.md
index 57f792ac01..ed6f8a0180 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsARM64/QuickStart/nodejs-macosarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsARM64/QuickStart/nodejs-macosarm64-quickStart-instrumentApplication.md
@@ -2,6 +2,8 @@
 #### Requirements
 - NodeJS Version 14 or newer
 
+&nbsp;
+
 ### Step 1: Install OpenTelemetry packages
 
 ```bash
@@ -10,6 +12,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsARM64/QuickStart/nodejs-macosarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsARM64/QuickStart/nodejs-macosarm64-quickStart-runApplication.md
index ceac5a131f..c2c9a9566b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsARM64/QuickStart/nodejs-macosarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsARM64/QuickStart/nodejs-macosarm64-quickStart-runApplication.md
@@ -2,4 +2,8 @@ Once you are done intrumenting your JavaScript application, you can run it using
 
 ```bash
 OTEL_EXPORTER_OTLP_HEADERS="signoz-access-token={{SIGNOZ_INGESTION_KEY}}" node -r ./tracing.js app.js
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/javascript/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsARM64/Recommended/nodejs-macosarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsARM64/Recommended/nodejs-macosarm64-recommended-installOtelCollector.md
index ab4a153670..3a780bb8de 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsARM64/Recommended/nodejs-macosarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsARM64/Recommended/nodejs-macosarm64-recommended-installOtelCollector.md
@@ -1,13 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_arm64.tar.gz
+```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsARM64/Recommended/nodejs-macosarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsARM64/Recommended/nodejs-macosarm64-recommended-instrumentApplication.md
index c7912b56a4..8fa26346f0 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsARM64/Recommended/nodejs-macosarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsARM64/Recommended/nodejs-macosarm64-recommended-instrumentApplication.md
@@ -1,8 +1,12 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your JavaScript Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your JavaScript Application
 
 #### Requirements
 - NodeJS Version 14 or newer
 
+&nbsp;
+
 ### Step 1: Install OpenTelemetry packages
 
 ```bash
@@ -11,6 +15,7 @@ npm install --save @opentelemetry/sdk-node@^0.45.0
 npm install --save @opentelemetry/auto-instrumentations-node@^0.39.4
 npm install --save @opentelemetry/exporter-trace-otlp-http@^0.45.0
 ```
+&nbsp;
 
 ### Step 2: Create tracing.js file
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsARM64/Recommended/nodejs-macosarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsARM64/Recommended/nodejs-macosarm64-recommended-runApplication.md
index d2e6728955..278e43f58c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsARM64/Recommended/nodejs-macosarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Javascript/md-docs/NodeJS/MacOsARM64/Recommended/nodejs-macosarm64-recommended-runApplication.md
@@ -1,4 +1,7 @@
+&nbsp;
+
 Once you are done intrumenting your JavaScript application, you can run it using the below commands
+&nbsp;
 
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
@@ -6,17 +9,24 @@ Once you are done intrumenting your JavaScript application, you can run it using
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 ```bash
 node -r ./tracing.js app.js
-```
\ No newline at end of file
+```
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/javascript/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/Kubernetes/django-kubernetes-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/Kubernetes/django-kubernetes-installOtelCollector.md
index e6703d8980..946b7fbdbf 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/Kubernetes/django-kubernetes-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/Kubernetes/django-kubernetes-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Install otel-collector in your Kubernetes infra
+## Install otel-collector in your Kubernetes infra
+&nbsp;
 
 Add the SigNoz Helm Chart repository
 ```bash
 helm repo add signoz https://charts.signoz.io
 ```
+&nbsp;
 
 If the chart is already present, update the chart to the latest using:
 ```bash
 helm repo update
 ```
+&nbsp;
 
 Install the Kubernetes Infrastructure chart provided by SigNoz
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/Kubernetes/django-kubernetes-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/Kubernetes/django-kubernetes-instrumentApplication.md
index 24c74573cf..3dd7818ff9 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/Kubernetes/django-kubernetes-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/Kubernetes/django-kubernetes-instrumentApplication.md
@@ -1,4 +1,6 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Python Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your Python Application
 
 #### Requirements
 - Python 3.8 or newer
@@ -6,6 +8,7 @@ After setting up the Otel collector agent, follow the steps below to instrumnet
 ```bash
 export DJANGO_SETTINGS_MODULE=mysite.settings
 ```
+&nbsp;
 
 ### Step 1 : Create a virtual environment
 
@@ -15,12 +18,15 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/Kubernetes/django-kubernetes-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/Kubernetes/django-kubernetes-runApplication.md
index 0dac08576a..b4e0804971 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/Kubernetes/django-kubernetes-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/Kubernetes/django-kubernetes-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using this command
 
 ```bash
@@ -8,8 +10,14 @@ OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be something like `python3 app.py` or `python manage.py runserver --noreload`
 
+&nbsp;
+
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 - In case you're dockerising your application, make sure to dockerise it along with OpenTelemetry instrumentation done in previous step.
 
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/django/#troubleshooting-your-installation) for assistance.
+
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxAMD64/QuickStart/django-linuxamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxAMD64/QuickStart/django-linuxamd64-quickStart-instrumentApplication.md
index 34349b4500..14b9fb2da6 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxAMD64/QuickStart/django-linuxamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxAMD64/QuickStart/django-linuxamd64-quickStart-instrumentApplication.md
@@ -4,6 +4,7 @@
 ```bash
 export DJANGO_SETTINGS_MODULE=mysite.settings
 ```
+&nbsp;
 
 ### Step 1 : Create a virtual environment
 
@@ -13,18 +14,22 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+&nbsp;
 
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxAMD64/QuickStart/django-linuxamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxAMD64/QuickStart/django-linuxamd64-quickStart-runApplication.md
index b653ab83da..2a035909dd 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxAMD64/QuickStart/django-linuxamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxAMD64/QuickStart/django-linuxamd64-quickStart-runApplication.md
@@ -10,5 +10,11 @@ opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be something like `python3 app.py` or `python manage.py runserver --noreload`
 
+&nbsp;
+
 **Note**
 - Don’t run app in reloader/hot-reload mode as it breaks instrumentation. For example, you can disable the auto reload with --noreload.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/django/#troubleshooting-your-installation) for assistance.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxAMD64/Recommended/django-linuxamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxAMD64/Recommended/django-linuxamd64-recommended-installOtelCollector.md
index 085baefc95..a659f36474 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxAMD64/Recommended/django-linuxamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxAMD64/Recommended/django-linuxamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxAMD64/Recommended/django-linuxamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxAMD64/Recommended/django-linuxamd64-recommended-instrumentApplication.md
index 24c74573cf..3dd7818ff9 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxAMD64/Recommended/django-linuxamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxAMD64/Recommended/django-linuxamd64-recommended-instrumentApplication.md
@@ -1,4 +1,6 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Python Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your Python Application
 
 #### Requirements
 - Python 3.8 or newer
@@ -6,6 +8,7 @@ After setting up the Otel collector agent, follow the steps below to instrumnet
 ```bash
 export DJANGO_SETTINGS_MODULE=mysite.settings
 ```
+&nbsp;
 
 ### Step 1 : Create a virtual environment
 
@@ -15,12 +18,15 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxAMD64/Recommended/django-linuxamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxAMD64/Recommended/django-linuxamd64-recommended-runApplication.md
index 499111ed4f..80c4216c1c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxAMD64/Recommended/django-linuxamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxAMD64/Recommended/django-linuxamd64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using the below steps
 
 ### Step 1: Run OTel Collector
@@ -6,28 +8,37 @@ Once you are done intrumenting your python application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 
 ```bash
-OTEL_RESOURCE_ATTRIBUTES=service.name=<service_name> \
+OTEL_RESOURCE_ATTRIBUTES=service.name={{MYAPP}} \
 OTEL_EXPORTER_OTLP_ENDPOINT="http://localhost:4317" \
 OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your run command>
 ```
+
 `<your_run_command>` can be something like `python3 app.py` or `python manage.py runserver --noreload`
 
+&nbsp;
+
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/django/#troubleshooting-your-installation) for assistance.
 
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxARM64/QuickStart/django-linuxarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxARM64/QuickStart/django-linuxarm64-quickStart-instrumentApplication.md
index 34349b4500..14b9fb2da6 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxARM64/QuickStart/django-linuxarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxARM64/QuickStart/django-linuxarm64-quickStart-instrumentApplication.md
@@ -4,6 +4,7 @@
 ```bash
 export DJANGO_SETTINGS_MODULE=mysite.settings
 ```
+&nbsp;
 
 ### Step 1 : Create a virtual environment
 
@@ -13,18 +14,22 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+&nbsp;
 
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxARM64/QuickStart/django-linuxarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxARM64/QuickStart/django-linuxarm64-quickStart-runApplication.md
index b653ab83da..2a035909dd 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxARM64/QuickStart/django-linuxarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxARM64/QuickStart/django-linuxarm64-quickStart-runApplication.md
@@ -10,5 +10,11 @@ opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be something like `python3 app.py` or `python manage.py runserver --noreload`
 
+&nbsp;
+
 **Note**
 - Don’t run app in reloader/hot-reload mode as it breaks instrumentation. For example, you can disable the auto reload with --noreload.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/django/#troubleshooting-your-installation) for assistance.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxARM64/Recommended/django-linuxarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxARM64/Recommended/django-linuxarm64-recommended-installOtelCollector.md
index 9c793c7742..cbabb8077b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxARM64/Recommended/django-linuxarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxARM64/Recommended/django-linuxarm64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_arm64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxARM64/Recommended/django-linuxarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxARM64/Recommended/django-linuxarm64-recommended-instrumentApplication.md
index 24c74573cf..3dd7818ff9 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxARM64/Recommended/django-linuxarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxARM64/Recommended/django-linuxarm64-recommended-instrumentApplication.md
@@ -1,4 +1,6 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Python Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your Python Application
 
 #### Requirements
 - Python 3.8 or newer
@@ -6,6 +8,7 @@ After setting up the Otel collector agent, follow the steps below to instrumnet
 ```bash
 export DJANGO_SETTINGS_MODULE=mysite.settings
 ```
+&nbsp;
 
 ### Step 1 : Create a virtual environment
 
@@ -15,12 +18,15 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxARM64/Recommended/django-linuxarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxARM64/Recommended/django-linuxarm64-recommended-runApplication.md
index 499111ed4f..80c4216c1c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxARM64/Recommended/django-linuxarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/LinuxARM64/Recommended/django-linuxarm64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using the below steps
 
 ### Step 1: Run OTel Collector
@@ -6,28 +8,37 @@ Once you are done intrumenting your python application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 
 ```bash
-OTEL_RESOURCE_ATTRIBUTES=service.name=<service_name> \
+OTEL_RESOURCE_ATTRIBUTES=service.name={{MYAPP}} \
 OTEL_EXPORTER_OTLP_ENDPOINT="http://localhost:4317" \
 OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your run command>
 ```
+
 `<your_run_command>` can be something like `python3 app.py` or `python manage.py runserver --noreload`
 
+&nbsp;
+
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/django/#troubleshooting-your-installation) for assistance.
 
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsAMD64/QuickStart/django-macosamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsAMD64/QuickStart/django-macosamd64-quickStart-instrumentApplication.md
index 34349b4500..14b9fb2da6 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsAMD64/QuickStart/django-macosamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsAMD64/QuickStart/django-macosamd64-quickStart-instrumentApplication.md
@@ -4,6 +4,7 @@
 ```bash
 export DJANGO_SETTINGS_MODULE=mysite.settings
 ```
+&nbsp;
 
 ### Step 1 : Create a virtual environment
 
@@ -13,18 +14,22 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+&nbsp;
 
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsAMD64/QuickStart/django-macosamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsAMD64/QuickStart/django-macosamd64-quickStart-runApplication.md
index b653ab83da..2a035909dd 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsAMD64/QuickStart/django-macosamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsAMD64/QuickStart/django-macosamd64-quickStart-runApplication.md
@@ -10,5 +10,11 @@ opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be something like `python3 app.py` or `python manage.py runserver --noreload`
 
+&nbsp;
+
 **Note**
 - Don’t run app in reloader/hot-reload mode as it breaks instrumentation. For example, you can disable the auto reload with --noreload.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/django/#troubleshooting-your-installation) for assistance.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsAMD64/Recommended/django-macosamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsAMD64/Recommended/django-macosamd64-recommended-installOtelCollector.md
index ffd03775a4..843e86a411 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsAMD64/Recommended/django-macosamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsAMD64/Recommended/django-macosamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
 ### Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsAMD64/Recommended/django-macosamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsAMD64/Recommended/django-macosamd64-recommended-instrumentApplication.md
index 24c74573cf..3dd7818ff9 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsAMD64/Recommended/django-macosamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsAMD64/Recommended/django-macosamd64-recommended-instrumentApplication.md
@@ -1,4 +1,6 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Python Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your Python Application
 
 #### Requirements
 - Python 3.8 or newer
@@ -6,6 +8,7 @@ After setting up the Otel collector agent, follow the steps below to instrumnet
 ```bash
 export DJANGO_SETTINGS_MODULE=mysite.settings
 ```
+&nbsp;
 
 ### Step 1 : Create a virtual environment
 
@@ -15,12 +18,15 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsAMD64/Recommended/django-macosamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsAMD64/Recommended/django-macosamd64-recommended-runApplication.md
index 499111ed4f..80c4216c1c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsAMD64/Recommended/django-macosamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsAMD64/Recommended/django-macosamd64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using the below steps
 
 ### Step 1: Run OTel Collector
@@ -6,28 +8,37 @@ Once you are done intrumenting your python application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 
 ```bash
-OTEL_RESOURCE_ATTRIBUTES=service.name=<service_name> \
+OTEL_RESOURCE_ATTRIBUTES=service.name={{MYAPP}} \
 OTEL_EXPORTER_OTLP_ENDPOINT="http://localhost:4317" \
 OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your run command>
 ```
+
 `<your_run_command>` can be something like `python3 app.py` or `python manage.py runserver --noreload`
 
+&nbsp;
+
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/django/#troubleshooting-your-installation) for assistance.
 
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsARM64/QuickStart/django-macosarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsARM64/QuickStart/django-macosarm64-quickStart-instrumentApplication.md
index 34349b4500..14b9fb2da6 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsARM64/QuickStart/django-macosarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsARM64/QuickStart/django-macosarm64-quickStart-instrumentApplication.md
@@ -4,6 +4,7 @@
 ```bash
 export DJANGO_SETTINGS_MODULE=mysite.settings
 ```
+&nbsp;
 
 ### Step 1 : Create a virtual environment
 
@@ -13,18 +14,22 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+&nbsp;
 
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsARM64/QuickStart/django-macosarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsARM64/QuickStart/django-macosarm64-quickStart-runApplication.md
index b653ab83da..2a035909dd 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsARM64/QuickStart/django-macosarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsARM64/QuickStart/django-macosarm64-quickStart-runApplication.md
@@ -10,5 +10,11 @@ opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be something like `python3 app.py` or `python manage.py runserver --noreload`
 
+&nbsp;
+
 **Note**
 - Don’t run app in reloader/hot-reload mode as it breaks instrumentation. For example, you can disable the auto reload with --noreload.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/django/#troubleshooting-your-installation) for assistance.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsARM64/Recommended/django-macosarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsARM64/Recommended/django-macosarm64-recommended-installOtelCollector.md
index f9dd7bc077..3a780bb8de 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsARM64/Recommended/django-macosarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsARM64/Recommended/django-macosarm64-recommended-installOtelCollector.md
@@ -1,13 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_arm64.tar.gz
 ```
+&nbsp;
+
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsARM64/Recommended/django-macosarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsARM64/Recommended/django-macosarm64-recommended-instrumentApplication.md
index 24c74573cf..3dd7818ff9 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsARM64/Recommended/django-macosarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsARM64/Recommended/django-macosarm64-recommended-instrumentApplication.md
@@ -1,4 +1,6 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Python Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your Python Application
 
 #### Requirements
 - Python 3.8 or newer
@@ -6,6 +8,7 @@ After setting up the Otel collector agent, follow the steps below to instrumnet
 ```bash
 export DJANGO_SETTINGS_MODULE=mysite.settings
 ```
+&nbsp;
 
 ### Step 1 : Create a virtual environment
 
@@ -15,12 +18,15 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsARM64/Recommended/django-macosarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsARM64/Recommended/django-macosarm64-recommended-runApplication.md
index 499111ed4f..80c4216c1c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsARM64/Recommended/django-macosarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Django/MacOsARM64/Recommended/django-macosarm64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using the below steps
 
 ### Step 1: Run OTel Collector
@@ -6,28 +8,37 @@ Once you are done intrumenting your python application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 
 ```bash
-OTEL_RESOURCE_ATTRIBUTES=service.name=<service_name> \
+OTEL_RESOURCE_ATTRIBUTES=service.name={{MYAPP}} \
 OTEL_EXPORTER_OTLP_ENDPOINT="http://localhost:4317" \
 OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your run command>
 ```
+
 `<your_run_command>` can be something like `python3 app.py` or `python manage.py runserver --noreload`
 
+&nbsp;
+
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/django/#troubleshooting-your-installation) for assistance.
 
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/Kubernetes/falcon-kubernetes-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/Kubernetes/falcon-kubernetes-installOtelCollector.md
index e6703d8980..946b7fbdbf 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/Kubernetes/falcon-kubernetes-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/Kubernetes/falcon-kubernetes-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Install otel-collector in your Kubernetes infra
+## Install otel-collector in your Kubernetes infra
+&nbsp;
 
 Add the SigNoz Helm Chart repository
 ```bash
 helm repo add signoz https://charts.signoz.io
 ```
+&nbsp;
 
 If the chart is already present, update the chart to the latest using:
 ```bash
 helm repo update
 ```
+&nbsp;
 
 Install the Kubernetes Infrastructure chart provided by SigNoz
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/Kubernetes/falcon-kubernetes-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/Kubernetes/falcon-kubernetes-instrumentApplication.md
index 824cf2dc84..bf78da14dd 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/Kubernetes/falcon-kubernetes-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/Kubernetes/falcon-kubernetes-instrumentApplication.md
@@ -1,7 +1,10 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Python Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your Python Application
 
 #### Requirements
 - Python 3.8 or newer
+&nbsp;
 
 ### Step 1 : Create a virtual environment
 
@@ -11,18 +14,22 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+&nbsp;
 
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/Kubernetes/falcon-kubernetes-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/Kubernetes/falcon-kubernetes-runApplication.md
index 0dac08576a..491e5fe3ea 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/Kubernetes/falcon-kubernetes-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/Kubernetes/falcon-kubernetes-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using this command
 
 ```bash
@@ -8,8 +10,13 @@ OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be something like `python3 app.py` or `python manage.py runserver --noreload`
 
+&nbsp;
+
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 - In case you're dockerising your application, make sure to dockerise it along with OpenTelemetry instrumentation done in previous step.
 
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/falcon/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxAMD64/QuickStart/falcon-linuxamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxAMD64/QuickStart/falcon-linuxamd64-quickStart-instrumentApplication.md
index 5b65a16006..103474a27e 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxAMD64/QuickStart/falcon-linuxamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxAMD64/QuickStart/falcon-linuxamd64-quickStart-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -9,18 +11,22 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+&nbsp;
 
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxAMD64/QuickStart/falcon-linuxamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxAMD64/QuickStart/falcon-linuxamd64-quickStart-runApplication.md
index db8c80d0aa..81f33cc42b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxAMD64/QuickStart/falcon-linuxamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxAMD64/QuickStart/falcon-linuxamd64-quickStart-runApplication.md
@@ -10,5 +10,12 @@ opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be `python3 app.py` or `gunicorn src.app -b 0.0.0.0:8001`
 
+&nbsp;
+
 **Note**
 - Don’t run app in reloader/hot-reload mode as it breaks instrumentation. For example, you can disable the auto reload with --noreload.
+
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/falcon/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxAMD64/Recommended/falcon-linuxamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxAMD64/Recommended/falcon-linuxamd64-recommended-installOtelCollector.md
index 085baefc95..a659f36474 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxAMD64/Recommended/falcon-linuxamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxAMD64/Recommended/falcon-linuxamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxAMD64/Recommended/falcon-linuxamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxAMD64/Recommended/falcon-linuxamd64-recommended-instrumentApplication.md
index 824cf2dc84..bf78da14dd 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxAMD64/Recommended/falcon-linuxamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxAMD64/Recommended/falcon-linuxamd64-recommended-instrumentApplication.md
@@ -1,7 +1,10 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Python Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your Python Application
 
 #### Requirements
 - Python 3.8 or newer
+&nbsp;
 
 ### Step 1 : Create a virtual environment
 
@@ -11,18 +14,22 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+&nbsp;
 
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxAMD64/Recommended/falcon-linuxamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxAMD64/Recommended/falcon-linuxamd64-recommended-runApplication.md
index ba24810ae1..ff48189545 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxAMD64/Recommended/falcon-linuxamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxAMD64/Recommended/falcon-linuxamd64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using these commands
 
 ### Step 1: Run OTel Collector
@@ -6,15 +8,18 @@ Once you are done intrumenting your python application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 ```bash
@@ -24,9 +29,13 @@ OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your_run_command>
 ```
 
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
+&nbsp;
 
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 - In case you're dockerising your application, make sure to dockerise it along with OpenTelemetry instrumentation done in previous step.
 
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/falcon/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxARM64/QuickStart/falcon-linuxarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxARM64/QuickStart/falcon-linuxarm64-quickStart-instrumentApplication.md
index 5b65a16006..103474a27e 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxARM64/QuickStart/falcon-linuxarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxARM64/QuickStart/falcon-linuxarm64-quickStart-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -9,18 +11,22 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+&nbsp;
 
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxARM64/QuickStart/falcon-linuxarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxARM64/QuickStart/falcon-linuxarm64-quickStart-runApplication.md
index db8c80d0aa..81f33cc42b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxARM64/QuickStart/falcon-linuxarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxARM64/QuickStart/falcon-linuxarm64-quickStart-runApplication.md
@@ -10,5 +10,12 @@ opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be `python3 app.py` or `gunicorn src.app -b 0.0.0.0:8001`
 
+&nbsp;
+
 **Note**
 - Don’t run app in reloader/hot-reload mode as it breaks instrumentation. For example, you can disable the auto reload with --noreload.
+
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/falcon/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxARM64/Recommended/falcon-linuxarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxARM64/Recommended/falcon-linuxarm64-recommended-installOtelCollector.md
index 9c793c7742..cbabb8077b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxARM64/Recommended/falcon-linuxarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxARM64/Recommended/falcon-linuxarm64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_arm64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxARM64/Recommended/falcon-linuxarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxARM64/Recommended/falcon-linuxarm64-recommended-instrumentApplication.md
index 824cf2dc84..bf78da14dd 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxARM64/Recommended/falcon-linuxarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxARM64/Recommended/falcon-linuxarm64-recommended-instrumentApplication.md
@@ -1,7 +1,10 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Python Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your Python Application
 
 #### Requirements
 - Python 3.8 or newer
+&nbsp;
 
 ### Step 1 : Create a virtual environment
 
@@ -11,18 +14,22 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+&nbsp;
 
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxARM64/Recommended/falcon-linuxarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxARM64/Recommended/falcon-linuxarm64-recommended-runApplication.md
index ba24810ae1..ff48189545 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxARM64/Recommended/falcon-linuxarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/LinuxARM64/Recommended/falcon-linuxarm64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using these commands
 
 ### Step 1: Run OTel Collector
@@ -6,15 +8,18 @@ Once you are done intrumenting your python application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 ```bash
@@ -24,9 +29,13 @@ OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your_run_command>
 ```
 
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
+&nbsp;
 
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 - In case you're dockerising your application, make sure to dockerise it along with OpenTelemetry instrumentation done in previous step.
 
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/falcon/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsAMD64/QuickStart/falcon-macosamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsAMD64/QuickStart/falcon-macosamd64-quickStart-instrumentApplication.md
index 5b65a16006..103474a27e 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsAMD64/QuickStart/falcon-macosamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsAMD64/QuickStart/falcon-macosamd64-quickStart-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -9,18 +11,22 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+&nbsp;
 
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsAMD64/QuickStart/falcon-macosamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsAMD64/QuickStart/falcon-macosamd64-quickStart-runApplication.md
index db8c80d0aa..81f33cc42b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsAMD64/QuickStart/falcon-macosamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsAMD64/QuickStart/falcon-macosamd64-quickStart-runApplication.md
@@ -10,5 +10,12 @@ opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be `python3 app.py` or `gunicorn src.app -b 0.0.0.0:8001`
 
+&nbsp;
+
 **Note**
 - Don’t run app in reloader/hot-reload mode as it breaks instrumentation. For example, you can disable the auto reload with --noreload.
+
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/falcon/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsAMD64/Recommended/falcon-macosamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsAMD64/Recommended/falcon-macosamd64-recommended-installOtelCollector.md
index ffd03775a4..843e86a411 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsAMD64/Recommended/falcon-macosamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsAMD64/Recommended/falcon-macosamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
 ### Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsAMD64/Recommended/falcon-macosamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsAMD64/Recommended/falcon-macosamd64-recommended-instrumentApplication.md
index 824cf2dc84..bf78da14dd 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsAMD64/Recommended/falcon-macosamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsAMD64/Recommended/falcon-macosamd64-recommended-instrumentApplication.md
@@ -1,7 +1,10 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Python Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your Python Application
 
 #### Requirements
 - Python 3.8 or newer
+&nbsp;
 
 ### Step 1 : Create a virtual environment
 
@@ -11,18 +14,22 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+&nbsp;
 
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsAMD64/Recommended/falcon-macosamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsAMD64/Recommended/falcon-macosamd64-recommended-runApplication.md
index ba24810ae1..ff48189545 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsAMD64/Recommended/falcon-macosamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsAMD64/Recommended/falcon-macosamd64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using these commands
 
 ### Step 1: Run OTel Collector
@@ -6,15 +8,18 @@ Once you are done intrumenting your python application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 ```bash
@@ -24,9 +29,13 @@ OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your_run_command>
 ```
 
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
+&nbsp;
 
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 - In case you're dockerising your application, make sure to dockerise it along with OpenTelemetry instrumentation done in previous step.
 
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/falcon/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsARM64/QuickStart/falcon-macosarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsARM64/QuickStart/falcon-macosarm64-quickStart-instrumentApplication.md
index 5b65a16006..103474a27e 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsARM64/QuickStart/falcon-macosarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsARM64/QuickStart/falcon-macosarm64-quickStart-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -9,18 +11,22 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+&nbsp;
 
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsARM64/QuickStart/falcon-macosarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsARM64/QuickStart/falcon-macosarm64-quickStart-runApplication.md
index db8c80d0aa..81f33cc42b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsARM64/QuickStart/falcon-macosarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsARM64/QuickStart/falcon-macosarm64-quickStart-runApplication.md
@@ -10,5 +10,12 @@ opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be `python3 app.py` or `gunicorn src.app -b 0.0.0.0:8001`
 
+&nbsp;
+
 **Note**
 - Don’t run app in reloader/hot-reload mode as it breaks instrumentation. For example, you can disable the auto reload with --noreload.
+
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/falcon/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsARM64/Recommended/falcon-macosarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsARM64/Recommended/falcon-macosarm64-recommended-installOtelCollector.md
index f9dd7bc077..3a780bb8de 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsARM64/Recommended/falcon-macosarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsARM64/Recommended/falcon-macosarm64-recommended-installOtelCollector.md
@@ -1,13 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_arm64.tar.gz
 ```
+&nbsp;
+
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsARM64/Recommended/falcon-macosarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsARM64/Recommended/falcon-macosarm64-recommended-instrumentApplication.md
index 824cf2dc84..bf78da14dd 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsARM64/Recommended/falcon-macosarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsARM64/Recommended/falcon-macosarm64-recommended-instrumentApplication.md
@@ -1,7 +1,10 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Python Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your Python Application
 
 #### Requirements
 - Python 3.8 or newer
+&nbsp;
 
 ### Step 1 : Create a virtual environment
 
@@ -11,18 +14,22 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+&nbsp;
 
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsARM64/Recommended/falcon-macosarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsARM64/Recommended/falcon-macosarm64-recommended-runApplication.md
index ba24810ae1..b567607064 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsARM64/Recommended/falcon-macosarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Falcon/MacOsARM64/Recommended/falcon-macosarm64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using these commands
 
 ### Step 1: Run OTel Collector
@@ -6,15 +8,18 @@ Once you are done intrumenting your python application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 ```bash
@@ -24,9 +29,14 @@ OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your_run_command>
 ```
 
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
+&nbsp;
 
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 - In case you're dockerising your application, make sure to dockerise it along with OpenTelemetry instrumentation done in previous step.
 
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/falcon/#troubleshooting-your-installation) for assistance.
+
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/Kubernetes/fastapi-kubernetes-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/Kubernetes/fastapi-kubernetes-installOtelCollector.md
index e6703d8980..946b7fbdbf 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/Kubernetes/fastapi-kubernetes-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/Kubernetes/fastapi-kubernetes-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Install otel-collector in your Kubernetes infra
+## Install otel-collector in your Kubernetes infra
+&nbsp;
 
 Add the SigNoz Helm Chart repository
 ```bash
 helm repo add signoz https://charts.signoz.io
 ```
+&nbsp;
 
 If the chart is already present, update the chart to the latest using:
 ```bash
 helm repo update
 ```
+&nbsp;
 
 Install the Kubernetes Infrastructure chart provided by SigNoz
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/Kubernetes/fastapi-kubernetes-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/Kubernetes/fastapi-kubernetes-instrumentApplication.md
index c8f0f9df39..f0420aa305 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/Kubernetes/fastapi-kubernetes-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/Kubernetes/fastapi-kubernetes-instrumentApplication.md
@@ -1,8 +1,12 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Python Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your Python Application
 
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -11,18 +15,22 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+&nbsp;
 
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/Kubernetes/fastapi-kubernetes-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/Kubernetes/fastapi-kubernetes-runApplication.md
index 5d0546114c..e67f149def 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/Kubernetes/fastapi-kubernetes-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/Kubernetes/fastapi-kubernetes-runApplication.md
@@ -8,7 +8,13 @@ OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be something like `python3 app.py` or `python manage.py runserver --noreload`
 
+&nbsp;
+
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 - In case you're dockerising your application, make sure to dockerise it along with OpenTelemetry instrumentation done in previous step.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/fastapi/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxAMD64/QuickStart/fastapi-linuxamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxAMD64/QuickStart/fastapi-linuxamd64-quickStart-instrumentApplication.md
index 0a00745fb3..1e067b3e7c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxAMD64/QuickStart/fastapi-linuxamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxAMD64/QuickStart/fastapi-linuxamd64-quickStart-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -9,18 +11,24 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+
+&nbsp;
+
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxAMD64/QuickStart/fastapi-linuxamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxAMD64/QuickStart/fastapi-linuxamd64-quickStart-runApplication.md
index 63e930e26f..442a94ff8f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxAMD64/QuickStart/fastapi-linuxamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxAMD64/QuickStart/fastapi-linuxamd64-quickStart-runApplication.md
@@ -10,5 +10,11 @@ opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be something like `python3 app.py` or `uvicorn main:app --host localhost --port 5002`
 
+&nbsp;
+
 **Note**
 - Don’t run app in reloader/hot-reload mode as it breaks instrumentation. For example, you can disable the auto reload with --noreload.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/fastapi/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxAMD64/Recommended/fastapi-linuxamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxAMD64/Recommended/fastapi-linuxamd64-recommended-installOtelCollector.md
index 085baefc95..a659f36474 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxAMD64/Recommended/fastapi-linuxamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxAMD64/Recommended/fastapi-linuxamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxAMD64/Recommended/fastapi-linuxamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxAMD64/Recommended/fastapi-linuxamd64-recommended-instrumentApplication.md
index 0a00745fb3..1e067b3e7c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxAMD64/Recommended/fastapi-linuxamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxAMD64/Recommended/fastapi-linuxamd64-recommended-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -9,18 +11,24 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+
+&nbsp;
+
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxAMD64/Recommended/fastapi-linuxamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxAMD64/Recommended/fastapi-linuxamd64-recommended-runApplication.md
index 560df05d6d..5df28406c0 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxAMD64/Recommended/fastapi-linuxamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxAMD64/Recommended/fastapi-linuxamd64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using the below steps
 
 ### Step 1: Run OTel Collector
@@ -5,28 +7,36 @@ Once you are done intrumenting your python application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 
 ```bash
-OTEL_RESOURCE_ATTRIBUTES=service.name=<service_name> \
+OTEL_RESOURCE_ATTRIBUTES=service.name={{MYAPP}} \
 OTEL_EXPORTER_OTLP_ENDPOINT="http://localhost:4317" \
 OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your run command>
 ```
 `<your_run_command>` can be something like `python3 app.py` or `python manage.py runserver --noreload`
 
+&nbsp;
+
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 
+&nbsp;
 
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/fastapi/#troubleshooting-your-installation) for assistance.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxARM64/QuickStart/fastapi-linuxarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxARM64/QuickStart/fastapi-linuxarm64-quickStart-instrumentApplication.md
index 0a00745fb3..1e067b3e7c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxARM64/QuickStart/fastapi-linuxarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxARM64/QuickStart/fastapi-linuxarm64-quickStart-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -9,18 +11,24 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+
+&nbsp;
+
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxARM64/QuickStart/fastapi-linuxarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxARM64/QuickStart/fastapi-linuxarm64-quickStart-runApplication.md
index ca867a458c..442a94ff8f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxARM64/QuickStart/fastapi-linuxarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxARM64/QuickStart/fastapi-linuxarm64-quickStart-runApplication.md
@@ -8,7 +8,13 @@ OTEL_EXPORTER_OTLP_PROTOCOL=grpc \
 opentelemetry-instrument <your_run_command>
 ```
 
-`<your_run_command>` can be something like `python3 app.py` or `uvicorn main:app --host localhost --port 5002d`
+`<your_run_command>` can be something like `python3 app.py` or `uvicorn main:app --host localhost --port 5002`
+
+&nbsp;
 
 **Note**
 - Don’t run app in reloader/hot-reload mode as it breaks instrumentation. For example, you can disable the auto reload with --noreload.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/fastapi/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxARM64/Recommended/fastapi-linuxarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxARM64/Recommended/fastapi-linuxarm64-recommended-installOtelCollector.md
index 9c793c7742..cbabb8077b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxARM64/Recommended/fastapi-linuxarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxARM64/Recommended/fastapi-linuxarm64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_arm64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxARM64/Recommended/fastapi-linuxarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxARM64/Recommended/fastapi-linuxarm64-recommended-instrumentApplication.md
index 0a00745fb3..1e067b3e7c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxARM64/Recommended/fastapi-linuxarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxARM64/Recommended/fastapi-linuxarm64-recommended-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -9,18 +11,24 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+
+&nbsp;
+
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxARM64/Recommended/fastapi-linuxarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxARM64/Recommended/fastapi-linuxarm64-recommended-runApplication.md
index 560df05d6d..5df28406c0 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxARM64/Recommended/fastapi-linuxarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/LinuxARM64/Recommended/fastapi-linuxarm64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using the below steps
 
 ### Step 1: Run OTel Collector
@@ -5,28 +7,36 @@ Once you are done intrumenting your python application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 
 ```bash
-OTEL_RESOURCE_ATTRIBUTES=service.name=<service_name> \
+OTEL_RESOURCE_ATTRIBUTES=service.name={{MYAPP}} \
 OTEL_EXPORTER_OTLP_ENDPOINT="http://localhost:4317" \
 OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your run command>
 ```
 `<your_run_command>` can be something like `python3 app.py` or `python manage.py runserver --noreload`
 
+&nbsp;
+
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 
+&nbsp;
 
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/fastapi/#troubleshooting-your-installation) for assistance.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsAMD64/QuickStart/fastapi-macosamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsAMD64/QuickStart/fastapi-macosamd64-quickStart-instrumentApplication.md
index 0a00745fb3..1e067b3e7c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsAMD64/QuickStart/fastapi-macosamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsAMD64/QuickStart/fastapi-macosamd64-quickStart-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -9,18 +11,24 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+
+&nbsp;
+
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsAMD64/QuickStart/fastapi-macosamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsAMD64/QuickStart/fastapi-macosamd64-quickStart-runApplication.md
index 63e930e26f..442a94ff8f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsAMD64/QuickStart/fastapi-macosamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsAMD64/QuickStart/fastapi-macosamd64-quickStart-runApplication.md
@@ -10,5 +10,11 @@ opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be something like `python3 app.py` or `uvicorn main:app --host localhost --port 5002`
 
+&nbsp;
+
 **Note**
 - Don’t run app in reloader/hot-reload mode as it breaks instrumentation. For example, you can disable the auto reload with --noreload.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/fastapi/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsAMD64/Recommended/fastapi-macosamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsAMD64/Recommended/fastapi-macosamd64-recommended-installOtelCollector.md
index ffd03775a4..843e86a411 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsAMD64/Recommended/fastapi-macosamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsAMD64/Recommended/fastapi-macosamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
 ### Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsAMD64/Recommended/fastapi-macosamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsAMD64/Recommended/fastapi-macosamd64-recommended-instrumentApplication.md
index 0a00745fb3..1e067b3e7c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsAMD64/Recommended/fastapi-macosamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsAMD64/Recommended/fastapi-macosamd64-recommended-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -9,18 +11,24 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+
+&nbsp;
+
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsAMD64/Recommended/fastapi-macosamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsAMD64/Recommended/fastapi-macosamd64-recommended-runApplication.md
index 560df05d6d..5df28406c0 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsAMD64/Recommended/fastapi-macosamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsAMD64/Recommended/fastapi-macosamd64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using the below steps
 
 ### Step 1: Run OTel Collector
@@ -5,28 +7,36 @@ Once you are done intrumenting your python application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 
 ```bash
-OTEL_RESOURCE_ATTRIBUTES=service.name=<service_name> \
+OTEL_RESOURCE_ATTRIBUTES=service.name={{MYAPP}} \
 OTEL_EXPORTER_OTLP_ENDPOINT="http://localhost:4317" \
 OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your run command>
 ```
 `<your_run_command>` can be something like `python3 app.py` or `python manage.py runserver --noreload`
 
+&nbsp;
+
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 
+&nbsp;
 
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/fastapi/#troubleshooting-your-installation) for assistance.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsARM64/QuickStart/fastapi-macosarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsARM64/QuickStart/fastapi-macosarm64-quickStart-instrumentApplication.md
index 0a00745fb3..1e067b3e7c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsARM64/QuickStart/fastapi-macosarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsARM64/QuickStart/fastapi-macosarm64-quickStart-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -9,18 +11,24 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+
+&nbsp;
+
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsARM64/QuickStart/fastapi-macosarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsARM64/QuickStart/fastapi-macosarm64-quickStart-runApplication.md
index 63e930e26f..442a94ff8f 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsARM64/QuickStart/fastapi-macosarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsARM64/QuickStart/fastapi-macosarm64-quickStart-runApplication.md
@@ -10,5 +10,11 @@ opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be something like `python3 app.py` or `uvicorn main:app --host localhost --port 5002`
 
+&nbsp;
+
 **Note**
 - Don’t run app in reloader/hot-reload mode as it breaks instrumentation. For example, you can disable the auto reload with --noreload.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/fastapi/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsARM64/Recommended/fastapi-macosarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsARM64/Recommended/fastapi-macosarm64-recommended-installOtelCollector.md
index ab4a153670..3a780bb8de 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsARM64/Recommended/fastapi-macosarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsARM64/Recommended/fastapi-macosarm64-recommended-installOtelCollector.md
@@ -1,13 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_arm64.tar.gz
+```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsARM64/Recommended/fastapi-macosarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsARM64/Recommended/fastapi-macosarm64-recommended-instrumentApplication.md
index 0a00745fb3..1e067b3e7c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsARM64/Recommended/fastapi-macosarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsARM64/Recommended/fastapi-macosarm64-recommended-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -9,18 +11,24 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+
+&nbsp;
+
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsARM64/Recommended/fastapi-macosarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsARM64/Recommended/fastapi-macosarm64-recommended-runApplication.md
index 560df05d6d..5df28406c0 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsARM64/Recommended/fastapi-macosarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/FastAPI/MacOsARM64/Recommended/fastapi-macosarm64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using the below steps
 
 ### Step 1: Run OTel Collector
@@ -5,28 +7,36 @@ Once you are done intrumenting your python application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 
 ```bash
-OTEL_RESOURCE_ATTRIBUTES=service.name=<service_name> \
+OTEL_RESOURCE_ATTRIBUTES=service.name={{MYAPP}} \
 OTEL_EXPORTER_OTLP_ENDPOINT="http://localhost:4317" \
 OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your run command>
 ```
 `<your_run_command>` can be something like `python3 app.py` or `python manage.py runserver --noreload`
 
+&nbsp;
+
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 
+&nbsp;
 
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/fastapi/#troubleshooting-your-installation) for assistance.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/Kubernetes/flask-kubernetes-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/Kubernetes/flask-kubernetes-installOtelCollector.md
index e6703d8980..946b7fbdbf 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/Kubernetes/flask-kubernetes-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/Kubernetes/flask-kubernetes-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Install otel-collector in your Kubernetes infra
+## Install otel-collector in your Kubernetes infra
+&nbsp;
 
 Add the SigNoz Helm Chart repository
 ```bash
 helm repo add signoz https://charts.signoz.io
 ```
+&nbsp;
 
 If the chart is already present, update the chart to the latest using:
 ```bash
 helm repo update
 ```
+&nbsp;
 
 Install the Kubernetes Infrastructure chart provided by SigNoz
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/Kubernetes/flask-kubernetes-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/Kubernetes/flask-kubernetes-instrumentApplication.md
index c8f0f9df39..f0420aa305 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/Kubernetes/flask-kubernetes-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/Kubernetes/flask-kubernetes-instrumentApplication.md
@@ -1,8 +1,12 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Python Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your Python Application
 
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -11,18 +15,22 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+&nbsp;
 
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/Kubernetes/flask-kubernetes-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/Kubernetes/flask-kubernetes-runApplication.md
index 330c6cfb61..92293bb356 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/Kubernetes/flask-kubernetes-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/Kubernetes/flask-kubernetes-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using this command
 
 ```bash
@@ -8,7 +10,13 @@ OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
 
+&nbsp;
+
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 - In case you're dockerising your application, make sure to dockerise it along with OpenTelemetry instrumentation done in previous step.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/flask/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxAMD64/QuickStart/flask-linuxamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxAMD64/QuickStart/flask-linuxamd64-quickStart-instrumentApplication.md
index 0a00745fb3..d13a222df2 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxAMD64/QuickStart/flask-linuxamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxAMD64/QuickStart/flask-linuxamd64-quickStart-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -9,6 +11,8 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
@@ -16,11 +20,16 @@ pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
 
+&nbsp;
+
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+
+&nbsp;
+
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxAMD64/QuickStart/flask-linuxamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxAMD64/QuickStart/flask-linuxamd64-quickStart-runApplication.md
index 3b68b5fd16..9b1aed8b90 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxAMD64/QuickStart/flask-linuxamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxAMD64/QuickStart/flask-linuxamd64-quickStart-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using this command
 
 ```bash
@@ -10,5 +12,11 @@ opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
 
+&nbsp;
+
 **Note**
 - Don’t run app in reloader/hot-reload mode as it breaks instrumentation. For example, you can disable the auto reload with --noreload.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/flask/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxAMD64/Recommended/flask-linuxamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxAMD64/Recommended/flask-linuxamd64-recommended-installOtelCollector.md
index 085baefc95..a659f36474 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxAMD64/Recommended/flask-linuxamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxAMD64/Recommended/flask-linuxamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxAMD64/Recommended/flask-linuxamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxAMD64/Recommended/flask-linuxamd64-recommended-instrumentApplication.md
index 0a00745fb3..1e067b3e7c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxAMD64/Recommended/flask-linuxamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxAMD64/Recommended/flask-linuxamd64-recommended-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -9,18 +11,24 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+
+&nbsp;
+
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxAMD64/Recommended/flask-linuxamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxAMD64/Recommended/flask-linuxamd64-recommended-runApplication.md
index 1b4ffafed0..626e8a6619 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxAMD64/Recommended/flask-linuxamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxAMD64/Recommended/flask-linuxamd64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using the below steps
 
 ### Step 1: Run OTel Collector
@@ -5,15 +7,21 @@ Once you are done intrumenting your python application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+
+&nbsp;
+
 ### Step 2: Run your application
 
 ```bash
@@ -23,9 +31,13 @@ OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your run command>
 ```
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
 
+&nbsp;
+
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 
 
+&nbsp;
 
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/flask/#troubleshooting-your-installation) for assistance.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxARM64/QuickStart/flask-linuxarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxARM64/QuickStart/flask-linuxarm64-quickStart-instrumentApplication.md
index 0a00745fb3..d13a222df2 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxARM64/QuickStart/flask-linuxarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxARM64/QuickStart/flask-linuxarm64-quickStart-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -9,6 +11,8 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
@@ -16,11 +20,16 @@ pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
 
+&nbsp;
+
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+
+&nbsp;
+
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxARM64/QuickStart/flask-linuxarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxARM64/QuickStart/flask-linuxarm64-quickStart-runApplication.md
index 3b68b5fd16..9b1aed8b90 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxARM64/QuickStart/flask-linuxarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxARM64/QuickStart/flask-linuxarm64-quickStart-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using this command
 
 ```bash
@@ -10,5 +12,11 @@ opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
 
+&nbsp;
+
 **Note**
 - Don’t run app in reloader/hot-reload mode as it breaks instrumentation. For example, you can disable the auto reload with --noreload.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/flask/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxARM64/Recommended/flask-linuxarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxARM64/Recommended/flask-linuxarm64-recommended-installOtelCollector.md
index 9c793c7742..cbabb8077b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxARM64/Recommended/flask-linuxarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxARM64/Recommended/flask-linuxarm64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_arm64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxARM64/Recommended/flask-linuxarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxARM64/Recommended/flask-linuxarm64-recommended-instrumentApplication.md
index 5b65a16006..1e067b3e7c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxARM64/Recommended/flask-linuxarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxARM64/Recommended/flask-linuxarm64-recommended-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -9,12 +11,15 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
@@ -22,5 +27,8 @@ pip install opentelemetry-exporter-otlp==1.17.0
 opentelemetry-bootstrap --action=install
 ```
 
+&nbsp;
+
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
+
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxARM64/Recommended/flask-linuxarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxARM64/Recommended/flask-linuxarm64-recommended-runApplication.md
index 1b4ffafed0..626e8a6619 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxARM64/Recommended/flask-linuxarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/LinuxARM64/Recommended/flask-linuxarm64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using the below steps
 
 ### Step 1: Run OTel Collector
@@ -5,15 +7,21 @@ Once you are done intrumenting your python application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+
+&nbsp;
+
 ### Step 2: Run your application
 
 ```bash
@@ -23,9 +31,13 @@ OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your run command>
 ```
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
 
+&nbsp;
+
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 
 
+&nbsp;
 
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/flask/#troubleshooting-your-installation) for assistance.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsAMD64/QuickStart/flask-macosamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsAMD64/QuickStart/flask-macosamd64-quickStart-instrumentApplication.md
index 0a00745fb3..d13a222df2 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsAMD64/QuickStart/flask-macosamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsAMD64/QuickStart/flask-macosamd64-quickStart-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -9,6 +11,8 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
@@ -16,11 +20,16 @@ pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
 
+&nbsp;
+
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+
+&nbsp;
+
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsAMD64/QuickStart/flask-macosamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsAMD64/QuickStart/flask-macosamd64-quickStart-runApplication.md
index 3b68b5fd16..9b1aed8b90 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsAMD64/QuickStart/flask-macosamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsAMD64/QuickStart/flask-macosamd64-quickStart-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using this command
 
 ```bash
@@ -10,5 +12,11 @@ opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
 
+&nbsp;
+
 **Note**
 - Don’t run app in reloader/hot-reload mode as it breaks instrumentation. For example, you can disable the auto reload with --noreload.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/flask/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsAMD64/Recommended/flask-macosamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsAMD64/Recommended/flask-macosamd64-recommended-installOtelCollector.md
index ffd03775a4..843e86a411 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsAMD64/Recommended/flask-macosamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsAMD64/Recommended/flask-macosamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
 ### Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsAMD64/Recommended/flask-macosamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsAMD64/Recommended/flask-macosamd64-recommended-instrumentApplication.md
index 0a00745fb3..1e067b3e7c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsAMD64/Recommended/flask-macosamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsAMD64/Recommended/flask-macosamd64-recommended-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -9,18 +11,24 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+
+&nbsp;
+
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsAMD64/Recommended/flask-macosamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsAMD64/Recommended/flask-macosamd64-recommended-runApplication.md
index 1b4ffafed0..626e8a6619 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsAMD64/Recommended/flask-macosamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsAMD64/Recommended/flask-macosamd64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using the below steps
 
 ### Step 1: Run OTel Collector
@@ -5,15 +7,21 @@ Once you are done intrumenting your python application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+
+&nbsp;
+
 ### Step 2: Run your application
 
 ```bash
@@ -23,9 +31,13 @@ OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your run command>
 ```
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
 
+&nbsp;
+
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 
 
+&nbsp;
 
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/flask/#troubleshooting-your-installation) for assistance.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsARM64/QuickStart/flask-macosarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsARM64/QuickStart/flask-macosarm64-quickStart-instrumentApplication.md
index 0a00745fb3..d13a222df2 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsARM64/QuickStart/flask-macosarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsARM64/QuickStart/flask-macosarm64-quickStart-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -9,6 +11,8 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
@@ -16,11 +20,16 @@ pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
 
+&nbsp;
+
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+
+&nbsp;
+
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsARM64/QuickStart/flask-macosarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsARM64/QuickStart/flask-macosarm64-quickStart-runApplication.md
index 3b68b5fd16..9b1aed8b90 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsARM64/QuickStart/flask-macosarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsARM64/QuickStart/flask-macosarm64-quickStart-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using this command
 
 ```bash
@@ -10,5 +12,11 @@ opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
 
+&nbsp;
+
 **Note**
 - Don’t run app in reloader/hot-reload mode as it breaks instrumentation. For example, you can disable the auto reload with --noreload.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/flask/#troubleshooting-your-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsARM64/Recommended/flask-macosarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsARM64/Recommended/flask-macosarm64-recommended-installOtelCollector.md
index ab4a153670..3a780bb8de 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsARM64/Recommended/flask-macosarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsARM64/Recommended/flask-macosarm64-recommended-installOtelCollector.md
@@ -1,13 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_arm64.tar.gz
+```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsARM64/Recommended/flask-macosarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsARM64/Recommended/flask-macosarm64-recommended-instrumentApplication.md
index 0a00745fb3..1e067b3e7c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsARM64/Recommended/flask-macosarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsARM64/Recommended/flask-macosarm64-recommended-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -9,18 +11,24 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
 ```bash
 opentelemetry-bootstrap --action=install
 ```
+
+&nbsp;
+
 **Note:**
 - Please make sure that you have installed all the dependencies of your application before running the command in **Step 3**. The command will not install instrumentation for the dependencies which are not installed.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsARM64/Recommended/flask-macosarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsARM64/Recommended/flask-macosarm64-recommended-runApplication.md
index 1b4ffafed0..626e8a6619 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsARM64/Recommended/flask-macosarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Flask/MacOsARM64/Recommended/flask-macosarm64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using the below steps
 
 ### Step 1: Run OTel Collector
@@ -5,15 +7,21 @@ Once you are done intrumenting your python application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+
+&nbsp;
+
 ### Step 2: Run your application
 
 ```bash
@@ -23,9 +31,13 @@ OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your run command>
 ```
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
 
+&nbsp;
+
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 
 
+&nbsp;
 
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/flask/#troubleshooting-your-installation) for assistance.
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/Kubernetes/others-kubernetes-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/Kubernetes/others-kubernetes-installOtelCollector.md
index e6703d8980..946b7fbdbf 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/Kubernetes/others-kubernetes-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/Kubernetes/others-kubernetes-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Install otel-collector in your Kubernetes infra
+## Install otel-collector in your Kubernetes infra
+&nbsp;
 
 Add the SigNoz Helm Chart repository
 ```bash
 helm repo add signoz https://charts.signoz.io
 ```
+&nbsp;
 
 If the chart is already present, update the chart to the latest using:
 ```bash
 helm repo update
 ```
+&nbsp;
 
 Install the Kubernetes Infrastructure chart provided by SigNoz
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/Kubernetes/others-kubernetes-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/Kubernetes/others-kubernetes-instrumentApplication.md
index 2a5c0c64be..6440fe8472 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/Kubernetes/others-kubernetes-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/Kubernetes/others-kubernetes-instrumentApplication.md
@@ -1,8 +1,12 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Python Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your Python Application
 
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -11,6 +15,8 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
@@ -18,6 +24,8 @@ pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
 
+&nbsp;
+
 ### Step 3 : Add automatic instrumentation
 
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/Kubernetes/others-kubernetes-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/Kubernetes/others-kubernetes-runApplication.md
index 330c6cfb61..f15242297a 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/Kubernetes/others-kubernetes-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/Kubernetes/others-kubernetes-runApplication.md
@@ -8,7 +8,13 @@ OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
 
+&nbsp;
+
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 - In case you're dockerising your application, make sure to dockerise it along with OpenTelemetry instrumentation done in previous step.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/python/#troubleshooting-your-signoz-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxAMD64/QuickStart/others-linuxamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxAMD64/QuickStart/others-linuxamd64-quickStart-instrumentApplication.md
index 2a5c0c64be..80bc832d58 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxAMD64/QuickStart/others-linuxamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxAMD64/QuickStart/others-linuxamd64-quickStart-instrumentApplication.md
@@ -1,8 +1,12 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Python Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your Python Application
 
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -11,12 +15,15 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxAMD64/QuickStart/others-linuxamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxAMD64/QuickStart/others-linuxamd64-quickStart-runApplication.md
index 3b68b5fd16..943a083861 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxAMD64/QuickStart/others-linuxamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxAMD64/QuickStart/others-linuxamd64-quickStart-runApplication.md
@@ -10,5 +10,11 @@ opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
 
+&nbsp;
+
 **Note**
 - Don’t run app in reloader/hot-reload mode as it breaks instrumentation. For example, you can disable the auto reload with --noreload.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/python/#troubleshooting-your-signoz-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-installOtelCollector.md
index 085baefc95..a659f36474 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-instrumentApplication.md
index cccc4bf6dd..66cadfe365 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-instrumentApplication.md
@@ -1,6 +1,8 @@
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -9,12 +11,15 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-runApplication.md
index 023ec08de6..19bb0714a9 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxAMD64/Recommended/others-linuxamd64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using the below steps
 
 ### Step 1: Run OTel Collector
@@ -5,15 +7,18 @@ Once you are done intrumenting your python application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 
@@ -23,10 +28,13 @@ OTEL_EXPORTER_OTLP_ENDPOINT="http://localhost:4317" \
 OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your run command>
 ```
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
+&nbsp;
 
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 
+&nbsp;
 
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/python/#troubleshooting-your-signoz-installation) for assistance.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxARM64/QuickStart/others-linuxarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxARM64/QuickStart/others-linuxarm64-quickStart-instrumentApplication.md
index 2a5c0c64be..80bc832d58 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxARM64/QuickStart/others-linuxarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxARM64/QuickStart/others-linuxarm64-quickStart-instrumentApplication.md
@@ -1,8 +1,12 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Python Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your Python Application
 
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -11,12 +15,15 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxARM64/QuickStart/others-linuxarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxARM64/QuickStart/others-linuxarm64-quickStart-runApplication.md
index 3b68b5fd16..943a083861 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxARM64/QuickStart/others-linuxarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxARM64/QuickStart/others-linuxarm64-quickStart-runApplication.md
@@ -10,5 +10,11 @@ opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
 
+&nbsp;
+
 **Note**
 - Don’t run app in reloader/hot-reload mode as it breaks instrumentation. For example, you can disable the auto reload with --noreload.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/python/#troubleshooting-your-signoz-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-installOtelCollector.md
index 9c793c7742..cbabb8077b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_arm64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-instrumentApplication.md
index 2a5c0c64be..66cadfe365 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-instrumentApplication.md
@@ -1,8 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Python Application
-
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -11,12 +11,15 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-runApplication.md
index 023ec08de6..19bb0714a9 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/LinuxARM64/Recommended/others-linuxarm64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using the below steps
 
 ### Step 1: Run OTel Collector
@@ -5,15 +7,18 @@ Once you are done intrumenting your python application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 
@@ -23,10 +28,13 @@ OTEL_EXPORTER_OTLP_ENDPOINT="http://localhost:4317" \
 OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your run command>
 ```
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
+&nbsp;
 
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 
+&nbsp;
 
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/python/#troubleshooting-your-signoz-installation) for assistance.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsAMD64/QuickStart/others-macosamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsAMD64/QuickStart/others-macosamd64-quickStart-instrumentApplication.md
index 43c89c5d66..80bc832d58 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsAMD64/QuickStart/others-macosamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsAMD64/QuickStart/others-macosamd64-quickStart-instrumentApplication.md
@@ -1,9 +1,12 @@
+&nbsp;
 
-After setting up the Otel collector agent, follow the steps below to instrumnet your Python Application
+After setting up the Otel collector agent, follow the steps below to instrument your Python Application
 
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -12,12 +15,15 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsAMD64/QuickStart/others-macosamd64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsAMD64/QuickStart/others-macosamd64-quickStart-runApplication.md
index 3b68b5fd16..943a083861 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsAMD64/QuickStart/others-macosamd64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsAMD64/QuickStart/others-macosamd64-quickStart-runApplication.md
@@ -10,5 +10,11 @@ opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
 
+&nbsp;
+
 **Note**
 - Don’t run app in reloader/hot-reload mode as it breaks instrumentation. For example, you can disable the auto reload with --noreload.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/python/#troubleshooting-your-signoz-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-installOtelCollector.md
index ffd03775a4..843e86a411 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
 ### Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-instrumentApplication.md
index 2a5c0c64be..66cadfe365 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-instrumentApplication.md
@@ -1,8 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Python Application
-
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -11,12 +11,15 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-runApplication.md
index 023ec08de6..19bb0714a9 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsAMD64/Recommended/others-macosamd64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using the below steps
 
 ### Step 1: Run OTel Collector
@@ -5,15 +7,18 @@ Once you are done intrumenting your python application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 
@@ -23,10 +28,13 @@ OTEL_EXPORTER_OTLP_ENDPOINT="http://localhost:4317" \
 OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your run command>
 ```
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
+&nbsp;
 
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 
+&nbsp;
 
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/python/#troubleshooting-your-signoz-installation) for assistance.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsARM64/QuickStart/others-macosarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsARM64/QuickStart/others-macosarm64-quickStart-instrumentApplication.md
index 43c89c5d66..80bc832d58 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsARM64/QuickStart/others-macosarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsARM64/QuickStart/others-macosarm64-quickStart-instrumentApplication.md
@@ -1,9 +1,12 @@
+&nbsp;
 
-After setting up the Otel collector agent, follow the steps below to instrumnet your Python Application
+After setting up the Otel collector agent, follow the steps below to instrument your Python Application
 
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -12,12 +15,15 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsARM64/QuickStart/others-macosarm64-quickStart-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsARM64/QuickStart/others-macosarm64-quickStart-runApplication.md
index 3b68b5fd16..943a083861 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsARM64/QuickStart/others-macosarm64-quickStart-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsARM64/QuickStart/others-macosarm64-quickStart-runApplication.md
@@ -10,5 +10,11 @@ opentelemetry-instrument <your_run_command>
 
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
 
+&nbsp;
+
 **Note**
 - Don’t run app in reloader/hot-reload mode as it breaks instrumentation. For example, you can disable the auto reload with --noreload.
+
+&nbsp;
+
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/python/#troubleshooting-your-signoz-installation) for assistance.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-installOtelCollector.md
index ab4a153670..3a780bb8de 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-installOtelCollector.md
@@ -1,13 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_arm64.tar.gz
+```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-instrumentApplication.md
index 2a5c0c64be..66cadfe365 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-instrumentApplication.md
@@ -1,8 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Python Application
-
 #### Requirements
 - Python 3.8 or newer
 
+&nbsp;
+
 ### Step 1 : Create a virtual environment
 
 ```bash
@@ -11,12 +11,15 @@ source .venv/bin/activate
 ```
 This will create and activate a virtual environment named `.venv`
 
+&nbsp;
+
 ### Step 2 : Install the OpenTelemetry dependencies
 
 ```bash
 pip install opentelemetry-distro==0.38b0
 pip install opentelemetry-exporter-otlp==1.17.0
 ```
+&nbsp;
 
 ### Step 3 : Add automatic instrumentation
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-runApplication.md
index 023ec08de6..19bb0714a9 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/Python/md-docs/Others/MacOsARM64/Recommended/others-macosarm64-recommended-runApplication.md
@@ -1,3 +1,5 @@
+&nbsp;
+
 Once you are done intrumenting your python application, you can run it using the below steps
 
 ### Step 1: Run OTel Collector
@@ -5,15 +7,18 @@ Once you are done intrumenting your python application, you can run it using the
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Run your application
 
@@ -23,10 +28,13 @@ OTEL_EXPORTER_OTLP_ENDPOINT="http://localhost:4317" \
 OTEL_EXPORTER_OTLP_PROTOCOL=grpc opentelemetry-instrument <your run command>
 ```
 `<your_run_command>` can be something like `python3 app.py` or `flask run`
+&nbsp;
 
 **Note**
 - Use port **`4317`** for gRPC exporter and port **`4318`** for HTTP exporter
 - If your OpenTelemetry Collector agent is in different VM, replace `http://localhost:4317` in above run command with `<IP Address of the VM>:4317`
 
+&nbsp;
 
+If you encounter any difficulties, please consult the [troubleshooting section](https://signoz.io/docs/instrumentation/python/#troubleshooting-your-signoz-installation) for assistance.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/Kubernetes/ror-kubernetes-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/Kubernetes/ror-kubernetes-installOtelCollector.md
index e6703d8980..946b7fbdbf 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/Kubernetes/ror-kubernetes-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/Kubernetes/ror-kubernetes-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Install otel-collector in your Kubernetes infra
+## Install otel-collector in your Kubernetes infra
+&nbsp;
 
 Add the SigNoz Helm Chart repository
 ```bash
 helm repo add signoz https://charts.signoz.io
 ```
+&nbsp;
 
 If the chart is already present, update the chart to the latest using:
 ```bash
 helm repo update
 ```
+&nbsp;
 
 Install the Kubernetes Infrastructure chart provided by SigNoz
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/Kubernetes/ror-kubernetes-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/Kubernetes/ror-kubernetes-instrumentApplication.md
index d1999fcbc6..7622c4d4ff 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/Kubernetes/ror-kubernetes-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/Kubernetes/ror-kubernetes-instrumentApplication.md
@@ -1,4 +1,6 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Ruby On Rails Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your Ruby On Rails Application
 
 ### Step 1: Install dependencies
 Install dependencies related to OpenTelemetry SDK and exporter using gem
@@ -7,6 +9,7 @@ gem install opentelemetry-sdk
 gem install opentelemetry-exporter-otlp
 gem install opentelemetry-instrumentation-all
 ```
+&nbsp;
 
 Include the required packages into your gemfile
 ```bash
@@ -14,11 +17,13 @@ gem 'opentelemetry-sdk'
 gem 'opentelemetry-exporter-otlp'
 gem 'opentelemetry-instrumentation-all'
 ```
+&nbsp;
 
 Run the bundle install command:
 ```bash
 bundle install
 ```
+&nbsp;
 
 ### Step 2: Initialize the OpenTelemetry SDK
 Initialize the otel sdk by adding below lines to `config/environment.rb` of your Ruby on Rails application
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxAMD64/QuickStart/ror-linuxamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxAMD64/QuickStart/ror-linuxamd64-quickStart-instrumentApplication.md
index a6ba47e1c3..c376c08802 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxAMD64/QuickStart/ror-linuxamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxAMD64/QuickStart/ror-linuxamd64-quickStart-instrumentApplication.md
@@ -1,4 +1,4 @@
-
+&nbsp;
 
 ### Step 1: Install dependencies
 Install dependencies related to OpenTelemetry SDK and exporter using gem
@@ -7,6 +7,7 @@ gem install opentelemetry-sdk
 gem install opentelemetry-exporter-otlp
 gem install opentelemetry-instrumentation-all
 ```
+&nbsp;
 
 Include the required packages into your gemfile
 ```bash
@@ -14,11 +15,13 @@ gem 'opentelemetry-sdk'
 gem 'opentelemetry-exporter-otlp'
 gem 'opentelemetry-instrumentation-all'
 ```
+&nbsp;
 
 Run the bundle install command:
 ```bash
 bundle install
 ```
+&nbsp;
 
 ### Step 2: Initialize the OpenTelemetry SDK
 Initialize the otel sdk by adding below lines to `config/environment.rb` of your Ruby on Rails application
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxAMD64/Recommended/ror-linuxamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxAMD64/Recommended/ror-linuxamd64-recommended-installOtelCollector.md
index 085baefc95..a659f36474 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxAMD64/Recommended/ror-linuxamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxAMD64/Recommended/ror-linuxamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxAMD64/Recommended/ror-linuxamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxAMD64/Recommended/ror-linuxamd64-recommended-instrumentApplication.md
index d1999fcbc6..e257eeac88 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxAMD64/Recommended/ror-linuxamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxAMD64/Recommended/ror-linuxamd64-recommended-instrumentApplication.md
@@ -1,4 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Ruby On Rails Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your Ruby On Rails Application
+
+&nbsp;
 
 ### Step 1: Install dependencies
 Install dependencies related to OpenTelemetry SDK and exporter using gem
@@ -7,6 +11,7 @@ gem install opentelemetry-sdk
 gem install opentelemetry-exporter-otlp
 gem install opentelemetry-instrumentation-all
 ```
+&nbsp;
 
 Include the required packages into your gemfile
 ```bash
@@ -14,11 +19,13 @@ gem 'opentelemetry-sdk'
 gem 'opentelemetry-exporter-otlp'
 gem 'opentelemetry-instrumentation-all'
 ```
+&nbsp;
 
 Run the bundle install command:
 ```bash
 bundle install
 ```
+&nbsp;
 
 ### Step 2: Initialize the OpenTelemetry SDK
 Initialize the otel sdk by adding below lines to `config/environment.rb` of your Ruby on Rails application
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxAMD64/Recommended/ror-linuxamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxAMD64/Recommended/ror-linuxamd64-recommended-runApplication.md
index fce73c7c3a..4cff1ef446 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxAMD64/Recommended/ror-linuxamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxAMD64/Recommended/ror-linuxamd64-recommended-runApplication.md
@@ -1,20 +1,27 @@
+&nbsp;
+
 Once you are done intrumenting your Ruby on Rails application, you can run it using the below commands
 
+&nbsp;
+
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
 
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Running your Ruby application
 
@@ -26,6 +33,7 @@ OTEL_SERVICE_NAME={{MYAPP}} \
 OTEL_EXPORTER_OTLP_ENDPOINT=http://localhost:4318 \
 rails server
 ```
+&nbsp;
 
 **Note:**
 - In case you have OtelCollector Agent in different VM, replace localhost:4318 with <IP Address of the VM>:4318.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxARM64/QuickStart/ror-linuxarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxARM64/QuickStart/ror-linuxarm64-quickStart-instrumentApplication.md
index 8238d4b499..c376c08802 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxARM64/QuickStart/ror-linuxarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxARM64/QuickStart/ror-linuxarm64-quickStart-instrumentApplication.md
@@ -1,3 +1,4 @@
+&nbsp;
 
 ### Step 1: Install dependencies
 Install dependencies related to OpenTelemetry SDK and exporter using gem
@@ -6,6 +7,7 @@ gem install opentelemetry-sdk
 gem install opentelemetry-exporter-otlp
 gem install opentelemetry-instrumentation-all
 ```
+&nbsp;
 
 Include the required packages into your gemfile
 ```bash
@@ -13,11 +15,13 @@ gem 'opentelemetry-sdk'
 gem 'opentelemetry-exporter-otlp'
 gem 'opentelemetry-instrumentation-all'
 ```
+&nbsp;
 
 Run the bundle install command:
 ```bash
 bundle install
 ```
+&nbsp;
 
 ### Step 2: Initialize the OpenTelemetry SDK
 Initialize the otel sdk by adding below lines to `config/environment.rb` of your Ruby on Rails application
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxARM64/Recommended/ror-linuxarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxARM64/Recommended/ror-linuxarm64-recommended-installOtelCollector.md
index 9c793c7742..cbabb8077b 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxARM64/Recommended/ror-linuxarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxARM64/Recommended/ror-linuxarm64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_arm64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxARM64/Recommended/ror-linuxarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxARM64/Recommended/ror-linuxarm64-recommended-instrumentApplication.md
index d1999fcbc6..e257eeac88 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxARM64/Recommended/ror-linuxarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxARM64/Recommended/ror-linuxarm64-recommended-instrumentApplication.md
@@ -1,4 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Ruby On Rails Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your Ruby On Rails Application
+
+&nbsp;
 
 ### Step 1: Install dependencies
 Install dependencies related to OpenTelemetry SDK and exporter using gem
@@ -7,6 +11,7 @@ gem install opentelemetry-sdk
 gem install opentelemetry-exporter-otlp
 gem install opentelemetry-instrumentation-all
 ```
+&nbsp;
 
 Include the required packages into your gemfile
 ```bash
@@ -14,11 +19,13 @@ gem 'opentelemetry-sdk'
 gem 'opentelemetry-exporter-otlp'
 gem 'opentelemetry-instrumentation-all'
 ```
+&nbsp;
 
 Run the bundle install command:
 ```bash
 bundle install
 ```
+&nbsp;
 
 ### Step 2: Initialize the OpenTelemetry SDK
 Initialize the otel sdk by adding below lines to `config/environment.rb` of your Ruby on Rails application
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxARM64/Recommended/ror-linuxarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxARM64/Recommended/ror-linuxarm64-recommended-runApplication.md
index fce73c7c3a..4cff1ef446 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxARM64/Recommended/ror-linuxarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/LinuxARM64/Recommended/ror-linuxarm64-recommended-runApplication.md
@@ -1,20 +1,27 @@
+&nbsp;
+
 Once you are done intrumenting your Ruby on Rails application, you can run it using the below commands
 
+&nbsp;
+
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
 
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Running your Ruby application
 
@@ -26,6 +33,7 @@ OTEL_SERVICE_NAME={{MYAPP}} \
 OTEL_EXPORTER_OTLP_ENDPOINT=http://localhost:4318 \
 rails server
 ```
+&nbsp;
 
 **Note:**
 - In case you have OtelCollector Agent in different VM, replace localhost:4318 with <IP Address of the VM>:4318.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsAMD64/QuickStart/ror-macosamd64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsAMD64/QuickStart/ror-macosamd64-quickStart-instrumentApplication.md
index 8238d4b499..c376c08802 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsAMD64/QuickStart/ror-macosamd64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsAMD64/QuickStart/ror-macosamd64-quickStart-instrumentApplication.md
@@ -1,3 +1,4 @@
+&nbsp;
 
 ### Step 1: Install dependencies
 Install dependencies related to OpenTelemetry SDK and exporter using gem
@@ -6,6 +7,7 @@ gem install opentelemetry-sdk
 gem install opentelemetry-exporter-otlp
 gem install opentelemetry-instrumentation-all
 ```
+&nbsp;
 
 Include the required packages into your gemfile
 ```bash
@@ -13,11 +15,13 @@ gem 'opentelemetry-sdk'
 gem 'opentelemetry-exporter-otlp'
 gem 'opentelemetry-instrumentation-all'
 ```
+&nbsp;
 
 Run the bundle install command:
 ```bash
 bundle install
 ```
+&nbsp;
 
 ### Step 2: Initialize the OpenTelemetry SDK
 Initialize the otel sdk by adding below lines to `config/environment.rb` of your Ruby on Rails application
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsAMD64/Recommended/ror-macosamd64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsAMD64/Recommended/ror-macosamd64-recommended-installOtelCollector.md
index ffd03775a4..843e86a411 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsAMD64/Recommended/ror-macosamd64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsAMD64/Recommended/ror-macosamd64-recommended-installOtelCollector.md
@@ -1,14 +1,17 @@
 ### Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsAMD64/Recommended/ror-macosamd64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsAMD64/Recommended/ror-macosamd64-recommended-instrumentApplication.md
index d1999fcbc6..e257eeac88 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsAMD64/Recommended/ror-macosamd64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsAMD64/Recommended/ror-macosamd64-recommended-instrumentApplication.md
@@ -1,4 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Ruby On Rails Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your Ruby On Rails Application
+
+&nbsp;
 
 ### Step 1: Install dependencies
 Install dependencies related to OpenTelemetry SDK and exporter using gem
@@ -7,6 +11,7 @@ gem install opentelemetry-sdk
 gem install opentelemetry-exporter-otlp
 gem install opentelemetry-instrumentation-all
 ```
+&nbsp;
 
 Include the required packages into your gemfile
 ```bash
@@ -14,11 +19,13 @@ gem 'opentelemetry-sdk'
 gem 'opentelemetry-exporter-otlp'
 gem 'opentelemetry-instrumentation-all'
 ```
+&nbsp;
 
 Run the bundle install command:
 ```bash
 bundle install
 ```
+&nbsp;
 
 ### Step 2: Initialize the OpenTelemetry SDK
 Initialize the otel sdk by adding below lines to `config/environment.rb` of your Ruby on Rails application
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsAMD64/Recommended/ror-macosamd64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsAMD64/Recommended/ror-macosamd64-recommended-runApplication.md
index fce73c7c3a..4cff1ef446 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsAMD64/Recommended/ror-macosamd64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsAMD64/Recommended/ror-macosamd64-recommended-runApplication.md
@@ -1,20 +1,27 @@
+&nbsp;
+
 Once you are done intrumenting your Ruby on Rails application, you can run it using the below commands
 
+&nbsp;
+
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
 
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Running your Ruby application
 
@@ -26,6 +33,7 @@ OTEL_SERVICE_NAME={{MYAPP}} \
 OTEL_EXPORTER_OTLP_ENDPOINT=http://localhost:4318 \
 rails server
 ```
+&nbsp;
 
 **Note:**
 - In case you have OtelCollector Agent in different VM, replace localhost:4318 with <IP Address of the VM>:4318.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsARM64/QuickStart/ror-macosarm64-quickStart-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsARM64/QuickStart/ror-macosarm64-quickStart-instrumentApplication.md
index 8238d4b499..c376c08802 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsARM64/QuickStart/ror-macosarm64-quickStart-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsARM64/QuickStart/ror-macosarm64-quickStart-instrumentApplication.md
@@ -1,3 +1,4 @@
+&nbsp;
 
 ### Step 1: Install dependencies
 Install dependencies related to OpenTelemetry SDK and exporter using gem
@@ -6,6 +7,7 @@ gem install opentelemetry-sdk
 gem install opentelemetry-exporter-otlp
 gem install opentelemetry-instrumentation-all
 ```
+&nbsp;
 
 Include the required packages into your gemfile
 ```bash
@@ -13,11 +15,13 @@ gem 'opentelemetry-sdk'
 gem 'opentelemetry-exporter-otlp'
 gem 'opentelemetry-instrumentation-all'
 ```
+&nbsp;
 
 Run the bundle install command:
 ```bash
 bundle install
 ```
+&nbsp;
 
 ### Step 2: Initialize the OpenTelemetry SDK
 Initialize the otel sdk by adding below lines to `config/environment.rb` of your Ruby on Rails application
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsARM64/Recommended/ror-macosarm64-recommended-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsARM64/Recommended/ror-macosarm64-recommended-installOtelCollector.md
index ab4a153670..3a780bb8de 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsARM64/Recommended/ror-macosarm64-recommended-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsARM64/Recommended/ror-macosarm64-recommended-installOtelCollector.md
@@ -1,13 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_arm64.tar.gz
+```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
 ### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsARM64/Recommended/ror-macosarm64-recommended-instrumentApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsARM64/Recommended/ror-macosarm64-recommended-instrumentApplication.md
index d1999fcbc6..e257eeac88 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsARM64/Recommended/ror-macosarm64-recommended-instrumentApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsARM64/Recommended/ror-macosarm64-recommended-instrumentApplication.md
@@ -1,4 +1,8 @@
-After setting up the Otel collector agent, follow the steps below to instrumnet your Ruby On Rails Application
+&nbsp;
+
+After setting up the Otel collector agent, follow the steps below to instrument your Ruby On Rails Application
+
+&nbsp;
 
 ### Step 1: Install dependencies
 Install dependencies related to OpenTelemetry SDK and exporter using gem
@@ -7,6 +11,7 @@ gem install opentelemetry-sdk
 gem install opentelemetry-exporter-otlp
 gem install opentelemetry-instrumentation-all
 ```
+&nbsp;
 
 Include the required packages into your gemfile
 ```bash
@@ -14,11 +19,13 @@ gem 'opentelemetry-sdk'
 gem 'opentelemetry-exporter-otlp'
 gem 'opentelemetry-instrumentation-all'
 ```
+&nbsp;
 
 Run the bundle install command:
 ```bash
 bundle install
 ```
+&nbsp;
 
 ### Step 2: Initialize the OpenTelemetry SDK
 Initialize the otel sdk by adding below lines to `config/environment.rb` of your Ruby on Rails application
diff --git a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsARM64/Recommended/ror-macosarm64-recommended-runApplication.md b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsARM64/Recommended/ror-macosarm64-recommended-runApplication.md
index fce73c7c3a..4cff1ef446 100644
--- a/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsARM64/Recommended/ror-macosarm64-recommended-runApplication.md
+++ b/frontend/src/container/OnboardingContainer/Modules/APM/RubyOnRails/md-docs/MacOsARM64/Recommended/ror-macosarm64-recommended-runApplication.md
@@ -1,20 +1,27 @@
+&nbsp;
+
 Once you are done intrumenting your Ruby on Rails application, you can run it using the below commands
 
+&nbsp;
+
 ### Step 1: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory that you created in the install Otel Collector step
 
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
-### (Optional Step): View last 50 lines of `otelcol` logs
+&nbsp;
+
+#### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
 tail -f -n 50 otelcol-output.log
 ```
 
-### (Optional Step): Stop `otelcol`
+#### (Optional Step): Stop `otelcol`
 ```bash
 kill "$(< otel-pid)"
 ```
+&nbsp;
 
 ### Step 2: Running your Ruby application
 
@@ -26,6 +33,7 @@ OTEL_SERVICE_NAME={{MYAPP}} \
 OTEL_EXPORTER_OTLP_ENDPOINT=http://localhost:4318 \
 rails server
 ```
+&nbsp;
 
 **Note:**
 - In case you have OtelCollector Agent in different VM, replace localhost:4318 with <IP Address of the VM>:4318.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/InfrastructureMonitoring/KubernetesInfraMetrics/md-docs/kubernetes-setupOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/InfrastructureMonitoring/KubernetesInfraMetrics/md-docs/kubernetes-setupOtelCollector.md
index ce88d018a6..e6703d8980 100644
--- a/frontend/src/container/OnboardingContainer/Modules/InfrastructureMonitoring/KubernetesInfraMetrics/md-docs/kubernetes-setupOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/InfrastructureMonitoring/KubernetesInfraMetrics/md-docs/kubernetes-setupOtelCollector.md
@@ -1,4 +1,4 @@
-### Install otel-collectors in your Kubernetes infra
+### Install otel-collector in your Kubernetes infra
 
 Add the SigNoz Helm Chart repository
 ```bash
@@ -13,8 +13,9 @@ helm repo update
 Install the Kubernetes Infrastructure chart provided by SigNoz
 ```bash
 helm install my-release signoz/k8s-infra  \
---set otelCollectorEndpoint=ingest.{region}.signoz.cloud:443 \
+--set otelCollectorEndpoint=ingest.{{REGION}}.signoz.cloud:443 \
 --set otelInsecure=false \
---set signozApiKey=<SIGNOZ_INGESTION_KEY> \
+--set signozApiKey={{SIGNOZ_INGESTION_KEY}} \
 --set global.clusterName=<CLUSTER_NAME>
 ```
+- Replace `<CLUSTER_NAME>` with the name of the Kubernetes cluster or a unique identifier of the cluster.
diff --git a/frontend/src/container/OnboardingContainer/Modules/InfrastructureMonitoring/OtherMetrics/md-docs/LinuxAMD64/otherMetrics-configureReceiver.md b/frontend/src/container/OnboardingContainer/Modules/InfrastructureMonitoring/OtherMetrics/md-docs/LinuxAMD64/otherMetrics-configureReceiver.md
index 6a113faed2..1074c76393 100644
--- a/frontend/src/container/OnboardingContainer/Modules/InfrastructureMonitoring/OtherMetrics/md-docs/LinuxAMD64/otherMetrics-configureReceiver.md
+++ b/frontend/src/container/OnboardingContainer/Modules/InfrastructureMonitoring/OtherMetrics/md-docs/LinuxAMD64/otherMetrics-configureReceiver.md
@@ -68,7 +68,7 @@ service:
 ```
 For details about configuring OpenTelemetry receivers, see the [README](https://github.com/open-telemetry/opentelemetry-collector/blob/main/receiver/README.md) page of the opentelemetry-collector GitHub repository.
 
-# Enable a specific metrics Receiver
+# Enable Prometheus Receiver
 
 SigNoz supports all the exporters that are listed on the [Exporters and Integrations](https://prometheus.io/docs/instrumenting/exporters/) page of the Prometheus documentation. If you have a running Prometheus instance, and you expose metrics in Prometheus, then you can scrape them in SigNoz by configuring Prometheus receivers in the **`receivers::prometheus::config::scrape_configs`** section of the **`config.yaml`** file you created in the previous step.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/InfrastructureMonitoring/OtherMetrics/md-docs/LinuxARM64/otherMetrics-configureReceiver.md b/frontend/src/container/OnboardingContainer/Modules/InfrastructureMonitoring/OtherMetrics/md-docs/LinuxARM64/otherMetrics-configureReceiver.md
index 6a113faed2..1074c76393 100644
--- a/frontend/src/container/OnboardingContainer/Modules/InfrastructureMonitoring/OtherMetrics/md-docs/LinuxARM64/otherMetrics-configureReceiver.md
+++ b/frontend/src/container/OnboardingContainer/Modules/InfrastructureMonitoring/OtherMetrics/md-docs/LinuxARM64/otherMetrics-configureReceiver.md
@@ -68,7 +68,7 @@ service:
 ```
 For details about configuring OpenTelemetry receivers, see the [README](https://github.com/open-telemetry/opentelemetry-collector/blob/main/receiver/README.md) page of the opentelemetry-collector GitHub repository.
 
-# Enable a specific metrics Receiver
+# Enable Prometheus Receiver
 
 SigNoz supports all the exporters that are listed on the [Exporters and Integrations](https://prometheus.io/docs/instrumenting/exporters/) page of the Prometheus documentation. If you have a running Prometheus instance, and you expose metrics in Prometheus, then you can scrape them in SigNoz by configuring Prometheus receivers in the **`receivers::prometheus::config::scrape_configs`** section of the **`config.yaml`** file you created in the previous step.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/InfrastructureMonitoring/OtherMetrics/md-docs/MacOsAMD64/otherMetrics-configureReceiver.md b/frontend/src/container/OnboardingContainer/Modules/InfrastructureMonitoring/OtherMetrics/md-docs/MacOsAMD64/otherMetrics-configureReceiver.md
index 6a113faed2..1074c76393 100644
--- a/frontend/src/container/OnboardingContainer/Modules/InfrastructureMonitoring/OtherMetrics/md-docs/MacOsAMD64/otherMetrics-configureReceiver.md
+++ b/frontend/src/container/OnboardingContainer/Modules/InfrastructureMonitoring/OtherMetrics/md-docs/MacOsAMD64/otherMetrics-configureReceiver.md
@@ -68,7 +68,7 @@ service:
 ```
 For details about configuring OpenTelemetry receivers, see the [README](https://github.com/open-telemetry/opentelemetry-collector/blob/main/receiver/README.md) page of the opentelemetry-collector GitHub repository.
 
-# Enable a specific metrics Receiver
+# Enable Prometheus Receiver
 
 SigNoz supports all the exporters that are listed on the [Exporters and Integrations](https://prometheus.io/docs/instrumenting/exporters/) page of the Prometheus documentation. If you have a running Prometheus instance, and you expose metrics in Prometheus, then you can scrape them in SigNoz by configuring Prometheus receivers in the **`receivers::prometheus::config::scrape_configs`** section of the **`config.yaml`** file you created in the previous step.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/InfrastructureMonitoring/OtherMetrics/md-docs/MacOsARM64/otherMetrics-configureReceiver.md b/frontend/src/container/OnboardingContainer/Modules/InfrastructureMonitoring/OtherMetrics/md-docs/MacOsARM64/otherMetrics-configureReceiver.md
index 6a113faed2..1074c76393 100644
--- a/frontend/src/container/OnboardingContainer/Modules/InfrastructureMonitoring/OtherMetrics/md-docs/MacOsARM64/otherMetrics-configureReceiver.md
+++ b/frontend/src/container/OnboardingContainer/Modules/InfrastructureMonitoring/OtherMetrics/md-docs/MacOsARM64/otherMetrics-configureReceiver.md
@@ -68,7 +68,7 @@ service:
 ```
 For details about configuring OpenTelemetry receivers, see the [README](https://github.com/open-telemetry/opentelemetry-collector/blob/main/receiver/README.md) page of the opentelemetry-collector GitHub repository.
 
-# Enable a specific metrics Receiver
+# Enable Prometheus Receiver
 
 SigNoz supports all the exporters that are listed on the [Exporters and Integrations](https://prometheus.io/docs/instrumenting/exporters/) page of the Prometheus documentation. If you have a running Prometheus instance, and you expose metrics in Prometheus, then you can scrape them in SigNoz by configuring Prometheus receivers in the **`receivers::prometheus::config::scrape_configs`** section of the **`config.yaml`** file you created in the previous step.
 
diff --git a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/ApplicationLogs/md-docs/MacOsARM64/appplicationLogs-macosarm64-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/ApplicationLogs/md-docs/MacOsARM64/appplicationLogs-macosarm64-installOtelCollector.md
index 6710446650..85a19c7c9c 100644
--- a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/ApplicationLogs/md-docs/MacOsARM64/appplicationLogs-macosarm64-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/ApplicationLogs/md-docs/MacOsARM64/appplicationLogs-macosarm64-installOtelCollector.md
@@ -3,6 +3,7 @@
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_arm64.tar.gz
+```
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Docker/md-docs/docker-cloneRepository.md b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Docker/md-docs/docker-cloneRepository.md
index b93955c4dd..db78f20343 100644
--- a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Docker/md-docs/docker-cloneRepository.md
+++ b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Docker/md-docs/docker-cloneRepository.md
@@ -6,8 +6,13 @@ Clone this GitHub repository as a first step to collect logs
 git clone https://github.com/SigNoz/docker-container-logs.git
 ```
 
-### Step 2: Update your `.env` file
-In the repository that you cloned above, update `.env` file by putting the values of <SIGNOZ_INGESTION_KEY> and {region}.
+&nbsp;
 
-Here is your <SIGNOZ_INGESTION_KEY> : {{SIGNOZ_INGESTION_KEY}}
-Here is your {region} : {{REGION}}
+### Step 2: Update your `.env` file
+In the repository that you cloned above, update `.env` file by updating it with values **`SIGNOZ_INGESTION_KEY`** and **`OTEL_COLLECOTR_ENDPOINT`** shown below
+
+```bash
+OTEL_COLLECOTR_ENDPOINT=ingest.{{REGION}}.signoz.cloud:443
+SIGNOZ_INGESTION_KEY={{SIGNOZ_INGESTION_KEY}}
+```
+Paste these values in the **`.env`** file.
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Docker/md-docs/docker-startContainers.md b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Docker/md-docs/docker-startContainers.md
index e14b2ccd1e..0c180adc78 100644
--- a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Docker/md-docs/docker-startContainers.md
+++ b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Docker/md-docs/docker-startContainers.md
@@ -1,4 +1,4 @@
-### Start the docker conteiners
+### Start the docker containers
 
 ```bash
  docker compose up -d 
diff --git a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/FluentBit/md-docs/MacOsARM64/fluentbit-macosarm64-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/FluentBit/md-docs/MacOsARM64/fluentbit-macosarm64-installOtelCollector.md
index 6710446650..ef4ed90193 100644
--- a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/FluentBit/md-docs/MacOsARM64/fluentbit-macosarm64-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/FluentBit/md-docs/MacOsARM64/fluentbit-macosarm64-installOtelCollector.md
@@ -3,7 +3,7 @@
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_arm64.tar.gz
-
+```
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_arm64.tar.gz -C otelcol-contrib
diff --git a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/FluentD/md-docs/MacOsARM64/fluentd-macosarm64-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/FluentD/md-docs/MacOsARM64/fluentd-macosarm64-installOtelCollector.md
index 6710446650..ef4ed90193 100644
--- a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/FluentD/md-docs/MacOsARM64/fluentd-macosarm64-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/FluentD/md-docs/MacOsARM64/fluentd-macosarm64-installOtelCollector.md
@@ -3,7 +3,7 @@
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_arm64.tar.gz
-
+```
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_arm64.tar.gz -C otelcol-contrib
diff --git a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Kubernetes/md-docs/kubernetes-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Kubernetes/md-docs/kubernetes-installOtelCollector.md
index ce88d018a6..946b7fbdbf 100644
--- a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Kubernetes/md-docs/kubernetes-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Kubernetes/md-docs/kubernetes-installOtelCollector.md
@@ -1,20 +1,24 @@
-### Install otel-collectors in your Kubernetes infra
+## Install otel-collector in your Kubernetes infra
+&nbsp;
 
 Add the SigNoz Helm Chart repository
 ```bash
 helm repo add signoz https://charts.signoz.io
 ```
+&nbsp;
 
 If the chart is already present, update the chart to the latest using:
 ```bash
 helm repo update
 ```
+&nbsp;
 
 Install the Kubernetes Infrastructure chart provided by SigNoz
 ```bash
 helm install my-release signoz/k8s-infra  \
---set otelCollectorEndpoint=ingest.{region}.signoz.cloud:443 \
+--set otelCollectorEndpoint=ingest.{{REGION}}.signoz.cloud:443 \
 --set otelInsecure=false \
---set signozApiKey=<SIGNOZ_INGESTION_KEY> \
+--set signozApiKey={{SIGNOZ_INGESTION_KEY}} \
 --set global.clusterName=<CLUSTER_NAME>
 ```
+- Replace `<CLUSTER_NAME>` with the name of the Kubernetes cluster or a unique identifier of the cluster.
diff --git a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxAMD64/logstash-linuxamd64-configureReceiver.md b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxAMD64/logstash-linuxamd64-configureReceiver.md
index 7bd7640789..6c3723d4f3 100644
--- a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxAMD64/logstash-linuxamd64-configureReceiver.md
+++ b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxAMD64/logstash-linuxamd64-configureReceiver.md
@@ -1,6 +1,6 @@
-### Step 1: Add fluentforward receiver
+### Step 1: Add logstash receiver
 
-Add the logstash receiver in the receivers section of `config.yaml` file of the **`otecol-contrib`** directory that you created in the previous step
+Add the logstash receiver in the receivers section of `config.yaml` file of the **`otecol-contrib`** directory that you created in the previous step.
 
 ```bash
 receivers:
@@ -15,6 +15,8 @@ receivers:
 
 Here we have used port 2255 for listening in TCP protocol, but you can change it to a port you want. You can read more about tcplog reciver [here](https://github.com/open-telemetry/opentelemetry-collector-contrib/tree/main/receiver/tcplogreceiver).
 
+&nbsp;
+
 Modify your config.yaml and add the above receiver
 ```bash
 service:
@@ -24,6 +26,7 @@ service:
         processors: [batch]
         exporters: [otlp]
 ```
+&nbsp;
 
 ### Step 2: Update the logstash config file
 Add the following to your **logstash config** to forward the logs to otel collector.
@@ -36,8 +39,7 @@ output {
   }
 }
 ```
- Replace <directive> with your directive name. 
- Also we are assuming that you are running the fluentD binary on the host. If not, the value of host might change depending on your environment.
+We are assuming that you are running the logstash binary on the host. If not, the value of host might change depending on your environment.
 
 - For MacOS - host is `host.docker.internal`
 - For other systems - host is IP address of your system
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxAMD64/logstash-linuxamd64-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxAMD64/logstash-linuxamd64-installOtelCollector.md
index b390df7f0d..5f09288faa 100644
--- a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxAMD64/logstash-linuxamd64-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxAMD64/logstash-linuxamd64-installOtelCollector.md
@@ -1,16 +1,19 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_linux_amd64.tar.gz
 ```
+&nbsp;
 
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
-### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
+### Step 3: Create `config.yaml` in `otelcol-contrib` folder with the below content in it
 ```bash
 receivers:
   otlp:
@@ -89,12 +92,15 @@ service:
       processors: [batch]
       exporters: [otlp]
 ```
+&nbsp;
+
 ### Step 4: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory
 
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
+&nbsp;
 
 ### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxAMD64/logstash-linuxamd64-restartOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxAMD64/logstash-linuxamd64-restartOtelCollector.md
index a9a46b07ae..fa6ba92577 100644
--- a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxAMD64/logstash-linuxamd64-restartOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxAMD64/logstash-linuxamd64-restartOtelCollector.md
@@ -1,17 +1,20 @@
 ### Restart the Otel Collector
 
 Restart the otel collector so that new changes are saved and you should see the logs in the dashboard.
+ &nbsp;
 
-Kill the process if it was already running using the below command
+**Stop OTel Collector if it was already running using the below command in `otelcol-contrib` directory**
 ```bash
 kill "$(< otel-pid)"
 ```
 
-Restart the OTel collector when you’re in the `otel-contrib` folder
+**Restart the OTel collector by running the below command in `otelcol-contrib` directory**
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
+&nbsp;
 
-Restart logstash 
+### Restart logstash 
+ &nbsp;
 
 Now you should be able to see the Logs on your SigNoz Cloud UI
diff --git a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxARM64/logstash-linuxarm64-configureReceiver.md b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxARM64/logstash-linuxarm64-configureReceiver.md
index 7bd7640789..6c3723d4f3 100644
--- a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxARM64/logstash-linuxarm64-configureReceiver.md
+++ b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxARM64/logstash-linuxarm64-configureReceiver.md
@@ -1,6 +1,6 @@
-### Step 1: Add fluentforward receiver
+### Step 1: Add logstash receiver
 
-Add the logstash receiver in the receivers section of `config.yaml` file of the **`otecol-contrib`** directory that you created in the previous step
+Add the logstash receiver in the receivers section of `config.yaml` file of the **`otecol-contrib`** directory that you created in the previous step.
 
 ```bash
 receivers:
@@ -15,6 +15,8 @@ receivers:
 
 Here we have used port 2255 for listening in TCP protocol, but you can change it to a port you want. You can read more about tcplog reciver [here](https://github.com/open-telemetry/opentelemetry-collector-contrib/tree/main/receiver/tcplogreceiver).
 
+&nbsp;
+
 Modify your config.yaml and add the above receiver
 ```bash
 service:
@@ -24,6 +26,7 @@ service:
         processors: [batch]
         exporters: [otlp]
 ```
+&nbsp;
 
 ### Step 2: Update the logstash config file
 Add the following to your **logstash config** to forward the logs to otel collector.
@@ -36,8 +39,7 @@ output {
   }
 }
 ```
- Replace <directive> with your directive name. 
- Also we are assuming that you are running the fluentD binary on the host. If not, the value of host might change depending on your environment.
+We are assuming that you are running the logstash binary on the host. If not, the value of host might change depending on your environment.
 
 - For MacOS - host is `host.docker.internal`
 - For other systems - host is IP address of your system
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxARM64/logstash-linuxarm64-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxARM64/logstash-linuxarm64-installOtelCollector.md
index dda1f06777..a81fb1b713 100644
--- a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxARM64/logstash-linuxarm64-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxARM64/logstash-linuxarm64-installOtelCollector.md
@@ -1,4 +1,5 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
@@ -9,8 +10,9 @@ wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_linux_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
-### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
+### Step 3: Create `config.yaml` in folder `otelcol-contrib` with the below content in it
 ```bash
 receivers:
   otlp:
@@ -89,6 +91,7 @@ service:
       processors: [batch]
       exporters: [otlp]
 ```
+&nbsp;
 
 ### Step 4: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory
@@ -96,6 +99,7 @@ service:
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
+&nbsp;
 
 ### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxARM64/logstash-linuxarm64-restartOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxARM64/logstash-linuxarm64-restartOtelCollector.md
index a9a46b07ae..fa6ba92577 100644
--- a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxARM64/logstash-linuxarm64-restartOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/LinuxARM64/logstash-linuxarm64-restartOtelCollector.md
@@ -1,17 +1,20 @@
 ### Restart the Otel Collector
 
 Restart the otel collector so that new changes are saved and you should see the logs in the dashboard.
+ &nbsp;
 
-Kill the process if it was already running using the below command
+**Stop OTel Collector if it was already running using the below command in `otelcol-contrib` directory**
 ```bash
 kill "$(< otel-pid)"
 ```
 
-Restart the OTel collector when you’re in the `otel-contrib` folder
+**Restart the OTel collector by running the below command in `otelcol-contrib` directory**
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
+&nbsp;
 
-Restart logstash 
+### Restart logstash 
+ &nbsp;
 
 Now you should be able to see the Logs on your SigNoz Cloud UI
diff --git a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsAMD64/logstash-macosamd64-configureReceiver.md b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsAMD64/logstash-macosamd64-configureReceiver.md
index 7bd7640789..6c3723d4f3 100644
--- a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsAMD64/logstash-macosamd64-configureReceiver.md
+++ b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsAMD64/logstash-macosamd64-configureReceiver.md
@@ -1,6 +1,6 @@
-### Step 1: Add fluentforward receiver
+### Step 1: Add logstash receiver
 
-Add the logstash receiver in the receivers section of `config.yaml` file of the **`otecol-contrib`** directory that you created in the previous step
+Add the logstash receiver in the receivers section of `config.yaml` file of the **`otecol-contrib`** directory that you created in the previous step.
 
 ```bash
 receivers:
@@ -15,6 +15,8 @@ receivers:
 
 Here we have used port 2255 for listening in TCP protocol, but you can change it to a port you want. You can read more about tcplog reciver [here](https://github.com/open-telemetry/opentelemetry-collector-contrib/tree/main/receiver/tcplogreceiver).
 
+&nbsp;
+
 Modify your config.yaml and add the above receiver
 ```bash
 service:
@@ -24,6 +26,7 @@ service:
         processors: [batch]
         exporters: [otlp]
 ```
+&nbsp;
 
 ### Step 2: Update the logstash config file
 Add the following to your **logstash config** to forward the logs to otel collector.
@@ -36,8 +39,7 @@ output {
   }
 }
 ```
- Replace <directive> with your directive name. 
- Also we are assuming that you are running the fluentD binary on the host. If not, the value of host might change depending on your environment.
+We are assuming that you are running the logstash binary on the host. If not, the value of host might change depending on your environment.
 
 - For MacOS - host is `host.docker.internal`
 - For other systems - host is IP address of your system
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsAMD64/logstash-macosamd64-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsAMD64/logstash-macosamd64-installOtelCollector.md
index d85ed9c4f2..ed97017f58 100644
--- a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsAMD64/logstash-macosamd64-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsAMD64/logstash-macosamd64-installOtelCollector.md
@@ -1,4 +1,5 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
@@ -9,8 +10,9 @@ wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_amd64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
-### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
+### Step 3: Create `config.yaml` in folder `otelcol-contrib` with the below content in it
 ```bash
 receivers:
   otlp:
@@ -89,12 +91,15 @@ service:
       processors: [batch]
       exporters: [otlp]
 ```
+&nbsp;
+
 ### Step 4: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory
 
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
+&nbsp;
 
 ### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsAMD64/logstash-macosamd64-restartOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsAMD64/logstash-macosamd64-restartOtelCollector.md
index a9a46b07ae..fa6ba92577 100644
--- a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsAMD64/logstash-macosamd64-restartOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsAMD64/logstash-macosamd64-restartOtelCollector.md
@@ -1,17 +1,20 @@
 ### Restart the Otel Collector
 
 Restart the otel collector so that new changes are saved and you should see the logs in the dashboard.
+ &nbsp;
 
-Kill the process if it was already running using the below command
+**Stop OTel Collector if it was already running using the below command in `otelcol-contrib` directory**
 ```bash
 kill "$(< otel-pid)"
 ```
 
-Restart the OTel collector when you’re in the `otel-contrib` folder
+**Restart the OTel collector by running the below command in `otelcol-contrib` directory**
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
+&nbsp;
 
-Restart logstash 
+### Restart logstash 
+ &nbsp;
 
 Now you should be able to see the Logs on your SigNoz Cloud UI
diff --git a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsARM64/logstash-macosarm64-configureReceiver.md b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsARM64/logstash-macosarm64-configureReceiver.md
index 7bd7640789..6c3723d4f3 100644
--- a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsARM64/logstash-macosarm64-configureReceiver.md
+++ b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsARM64/logstash-macosarm64-configureReceiver.md
@@ -1,6 +1,6 @@
-### Step 1: Add fluentforward receiver
+### Step 1: Add logstash receiver
 
-Add the logstash receiver in the receivers section of `config.yaml` file of the **`otecol-contrib`** directory that you created in the previous step
+Add the logstash receiver in the receivers section of `config.yaml` file of the **`otecol-contrib`** directory that you created in the previous step.
 
 ```bash
 receivers:
@@ -15,6 +15,8 @@ receivers:
 
 Here we have used port 2255 for listening in TCP protocol, but you can change it to a port you want. You can read more about tcplog reciver [here](https://github.com/open-telemetry/opentelemetry-collector-contrib/tree/main/receiver/tcplogreceiver).
 
+&nbsp;
+
 Modify your config.yaml and add the above receiver
 ```bash
 service:
@@ -24,6 +26,7 @@ service:
         processors: [batch]
         exporters: [otlp]
 ```
+&nbsp;
 
 ### Step 2: Update the logstash config file
 Add the following to your **logstash config** to forward the logs to otel collector.
@@ -36,8 +39,7 @@ output {
   }
 }
 ```
- Replace <directive> with your directive name. 
- Also we are assuming that you are running the fluentD binary on the host. If not, the value of host might change depending on your environment.
+We are assuming that you are running the logstash binary on the host. If not, the value of host might change depending on your environment.
 
 - For MacOS - host is `host.docker.internal`
 - For other systems - host is IP address of your system
\ No newline at end of file
diff --git a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsARM64/logstash-macosarm64-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsARM64/logstash-macosarm64-installOtelCollector.md
index 6710446650..4c1af5e567 100644
--- a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsARM64/logstash-macosarm64-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsARM64/logstash-macosarm64-installOtelCollector.md
@@ -1,15 +1,17 @@
-### Setup OpenTelemetry Binary as an agent
+## Setup OpenTelemetry Binary as an agent
+&nbsp;
 
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_arm64.tar.gz
-
+```
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_arm64.tar.gz -C otelcol-contrib
 ```
+&nbsp;
 
-### Step 3: Create config.yaml in folder otelcol-contrib with the below content in it
+### Step 3: Create `config.yaml` in folder `otelcol-contrib` with the below content in it
 ```bash
 receivers:
   otlp:
@@ -88,12 +90,15 @@ service:
       processors: [batch]
       exporters: [otlp]
 ```
+&nbsp;
+
 ### Step 4: Run OTel Collector
  Run this command inside the `otelcol-contrib` directory
 
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
+&nbsp;
 
 ### (Optional Step): View last 50 lines of `otelcol` logs
 ```bash
diff --git a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsARM64/logstash-macosarm64-restartOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsARM64/logstash-macosarm64-restartOtelCollector.md
index a9a46b07ae..fa6ba92577 100644
--- a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsARM64/logstash-macosarm64-restartOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/Logstash/md-docs/MacOsARM64/logstash-macosarm64-restartOtelCollector.md
@@ -1,17 +1,20 @@
 ### Restart the Otel Collector
 
 Restart the otel collector so that new changes are saved and you should see the logs in the dashboard.
+ &nbsp;
 
-Kill the process if it was already running using the below command
+**Stop OTel Collector if it was already running using the below command in `otelcol-contrib` directory**
 ```bash
 kill "$(< otel-pid)"
 ```
 
-Restart the OTel collector when you’re in the `otel-contrib` folder
+**Restart the OTel collector by running the below command in `otelcol-contrib` directory**
 ```bash
 ./otelcol-contrib --config ./config.yaml &> otelcol-output.log & echo "$!" > otel-pid
 ```
+&nbsp;
 
-Restart logstash 
+### Restart logstash 
+ &nbsp;
 
 Now you should be able to see the Logs on your SigNoz Cloud UI
diff --git a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/SysLogs/md-docs/MacOsARM64/syslogs-macosarm64-installOtelCollector.md b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/SysLogs/md-docs/MacOsARM64/syslogs-macosarm64-installOtelCollector.md
index 6710446650..ef4ed90193 100644
--- a/frontend/src/container/OnboardingContainer/Modules/LogsManagement/SysLogs/md-docs/MacOsARM64/syslogs-macosarm64-installOtelCollector.md
+++ b/frontend/src/container/OnboardingContainer/Modules/LogsManagement/SysLogs/md-docs/MacOsARM64/syslogs-macosarm64-installOtelCollector.md
@@ -3,7 +3,7 @@
 ### Step 1: Download otel-collector tar.gz
 ```bash
 wget https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.79.0/otelcol-contrib_0.79.0_darwin_arm64.tar.gz
-
+```
 ### Step 2: Extract otel-collector tar.gz to the `otelcol-contrib` folder
 ```bash
 mkdir otelcol-contrib && tar xvzf otelcol-contrib_0.79.0_darwin_arm64.tar.gz -C otelcol-contrib

From 31b07cc02c24623ef52bf0ba4e2e4880f83ab17c Mon Sep 17 00:00:00 2001
From: Rajat Dabade <rajat@signoz.io>
Date: Wed, 22 Nov 2023 13:43:29 +0530
Subject: [PATCH 2/7] refactor: aggregrate api uses global time (#3911)

---
 frontend/src/store/actions/trace/getSpans.ts | 17 ++---------------
 1 file changed, 2 insertions(+), 15 deletions(-)

diff --git a/frontend/src/store/actions/trace/getSpans.ts b/frontend/src/store/actions/trace/getSpans.ts
index 4b2787e7a9..40d49d5959 100644
--- a/frontend/src/store/actions/trace/getSpans.ts
+++ b/frontend/src/store/actions/trace/getSpans.ts
@@ -28,23 +28,10 @@ export const GetSpans = (
 				return;
 			}
 
-			const { selectedTime } = globalTime;
-
 			if (traces.filterLoading) {
 				return;
 			}
 
-			// @TODO refactor this logic when share url functionlity is updated
-			const isCustomSelected = selectedTime === 'custom';
-
-			const end = isCustomSelected
-				? globalTime.maxTime + 15 * 60 * 1000000000
-				: props.end;
-
-			const start = isCustomSelected
-				? globalTime.minTime - 15 * 60 * 1000000000
-				: props.start;
-
 			if (!spansGraph.loading) {
 				dispatch({
 					type: UPDATE_TRACE_GRAPH_LOADING,
@@ -55,12 +42,12 @@ export const GetSpans = (
 			}
 
 			const response = await getSpans({
-				end,
+				end: props.end,
 				function: props.function,
 				groupBy: props.groupBy,
 				selectedFilter: props.selectedFilter,
 				selectedTags: props.selectedTags,
-				start,
+				start: props.start,
 				step: props.step,
 				isFilterExclude: props.isFilterExclude,
 				spanKind: props.spanKind,

From b1e4ee1d266bd8e76b5d8277084eb9bbd995452a Mon Sep 17 00:00:00 2001
From: Raj Kamal Singh <1133322+raj-k-singh@users.noreply.github.com>
Date: Wed, 22 Nov 2023 15:54:12 +0530
Subject: [PATCH 3/7] fix: update condition for showing empty state vs showing
 pipeline list (#4017)

---
 .../PipelinePage/PipelineListsView/PipelineListsView.tsx        | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/frontend/src/container/PipelinePage/PipelineListsView/PipelineListsView.tsx b/frontend/src/container/PipelinePage/PipelineListsView/PipelineListsView.tsx
index f574f90956..058c16761b 100644
--- a/frontend/src/container/PipelinePage/PipelineListsView/PipelineListsView.tsx
+++ b/frontend/src/container/PipelinePage/PipelineListsView/PipelineListsView.tsx
@@ -485,7 +485,7 @@ function PipelineListsView({
 				expandedPipelineData={expandedPipelineData()}
 				setExpandedPipelineData={setExpandedPipelineData}
 			/>
-			{prevPipelineData?.length > 0 ? (
+			{prevPipelineData?.length > 0 || currPipelineData?.length > 0 ? (
 				<>
 					<PipelinesSearchSection setPipelineSearchValue={setPipelineSearchValue} />
 					<Container>

From a578f9509ad39ff64657c72ca1c7c465dea481ea Mon Sep 17 00:00:00 2001
From: Srikanth Chekuri <srikanth.chekuri92@gmail.com>
Date: Wed, 22 Nov 2023 18:41:56 +0530
Subject: [PATCH 4/7] fix: use correct operator for db and external APM metrics
 (#4026)

---
 .github/CODEOWNERS                                   |  1 +
 .../MetricsPageQueries/DBCallQueries.ts              |  4 ++--
 .../MetricsPageQueries/ExternalQueries.ts            | 12 ++++++------
 3 files changed, 9 insertions(+), 8 deletions(-)

diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS
index e851767f8f..b5d79b6351 100644
--- a/.github/CODEOWNERS
+++ b/.github/CODEOWNERS
@@ -4,6 +4,7 @@
 * @ankitnayan
 
 /frontend/ @palashgdev @YounixM
+/frontend/src/container/MetricsApplication @srikanthccv
 /deploy/ @prashant-shahi
 /sample-apps/ @prashant-shahi
 **/query-service/ @srikanthccv
diff --git a/frontend/src/container/MetricsApplication/MetricsPageQueries/DBCallQueries.ts b/frontend/src/container/MetricsApplication/MetricsPageQueries/DBCallQueries.ts
index 78d66bcaa5..2cec9e823b 100644
--- a/frontend/src/container/MetricsApplication/MetricsPageQueries/DBCallQueries.ts
+++ b/frontend/src/container/MetricsApplication/MetricsPageQueries/DBCallQueries.ts
@@ -114,8 +114,8 @@ export const databaseCallsAvgDuration = ({
 	const legendFormulas = ['Average Duration'];
 	const expressions = [FORMULA.DATABASE_CALLS_AVG_DURATION];
 	const aggregateOperators = [
-		MetricAggregateOperator.SUM,
-		MetricAggregateOperator.SUM,
+		MetricAggregateOperator.SUM_RATE,
+		MetricAggregateOperator.SUM_RATE,
 	];
 	const dataSource = DataSource.METRICS;
 
diff --git a/frontend/src/container/MetricsApplication/MetricsPageQueries/ExternalQueries.ts b/frontend/src/container/MetricsApplication/MetricsPageQueries/ExternalQueries.ts
index ef57aa764e..3375d3920a 100644
--- a/frontend/src/container/MetricsApplication/MetricsPageQueries/ExternalQueries.ts
+++ b/frontend/src/container/MetricsApplication/MetricsPageQueries/ExternalQueries.ts
@@ -94,8 +94,8 @@ export const externalCallErrorPercent = ({
 	const additionalItems = [additionalItemsA, additionalItemsB];
 
 	const aggregateOperators = [
-		MetricAggregateOperator.SUM,
-		MetricAggregateOperator.SUM,
+		MetricAggregateOperator.SUM_RATE,
+		MetricAggregateOperator.SUM_RATE,
 	];
 	const legends = [legend, legend];
 	const dataSource = DataSource.METRICS;
@@ -153,8 +153,8 @@ export const externalCallDuration = ({
 	const additionalItems = [additionalItemsA, additionalItemsA];
 	const legends = [legend, legend];
 	const aggregateOperators = [
-		MetricAggregateOperator.SUM,
-		MetricAggregateOperator.SUM,
+		MetricAggregateOperator.SUM_RATE,
+		MetricAggregateOperator.SUM_RATE,
 	];
 	const dataSource = DataSource.METRICS;
 
@@ -251,8 +251,8 @@ export const externalCallDurationByAddress = ({
 	const additionalItems = [additionalItemsA, additionalItemsA];
 	const legends = [legend, legend];
 	const aggregateOperators = [
-		MetricAggregateOperator.SUM,
-		MetricAggregateOperator.SUM,
+		MetricAggregateOperator.SUM_RATE,
+		MetricAggregateOperator.SUM_RATE,
 	];
 	const dataSource = DataSource.METRICS;
 

From d9950d92237dd7db3935fdb37684e64db7273ca5 Mon Sep 17 00:00:00 2001
From: Palash Gupta <palashgdev@gmail.com>
Date: Wed, 22 Nov 2023 19:50:04 +0530
Subject: [PATCH 5/7] fix: having white space is removed (#4025)

---
 .../QueryBuilder/filters/Formula/Having/HavingFilter.tsx        | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/frontend/src/container/QueryBuilder/filters/Formula/Having/HavingFilter.tsx b/frontend/src/container/QueryBuilder/filters/Formula/Having/HavingFilter.tsx
index 008be8526d..f0944a3341 100644
--- a/frontend/src/container/QueryBuilder/filters/Formula/Having/HavingFilter.tsx
+++ b/frontend/src/container/QueryBuilder/filters/Formula/Having/HavingFilter.tsx
@@ -28,7 +28,7 @@ function HavingFilter({ formula, onChange }: HavingFilterProps): JSX.Element {
 		currentFormValue.value,
 	);
 
-	const columnName = formula.expression.toUpperCase();
+	const columnName = formula.expression.replace(/ /g, '').toUpperCase();
 
 	const aggregatorOptions: SelectOption<string, string>[] = useMemo(
 		() => [{ label: columnName, value: columnName }],

From c109636889d9246cccc31bc9ff92e69ce4f4dc20 Mon Sep 17 00:00:00 2001
From: Rajat Dabade <rajat@signoz.io>
Date: Wed, 22 Nov 2023 20:32:25 +0530
Subject: [PATCH 6/7] fix: where clause issue (#4023)

---
 .../QueryBuilder/filters/QueryBuilderSearch/utils.ts | 12 +++++++++---
 1 file changed, 9 insertions(+), 3 deletions(-)

diff --git a/frontend/src/container/QueryBuilder/filters/QueryBuilderSearch/utils.ts b/frontend/src/container/QueryBuilder/filters/QueryBuilderSearch/utils.ts
index 1859254fc4..d00a9d3fad 100644
--- a/frontend/src/container/QueryBuilder/filters/QueryBuilderSearch/utils.ts
+++ b/frontend/src/container/QueryBuilder/filters/QueryBuilderSearch/utils.ts
@@ -117,9 +117,15 @@ export function replaceStringWithMaxLength(
 	array: string[],
 	replacementString: string,
 ): string {
-	const lastSearchValue = array.pop() ?? ''; // Remove the last search value from the array
-	if (lastSearchValue === '') return `${mainString}${replacementString},`; // if user select direclty from options
-	return mainString.replace(lastSearchValue, `${replacementString},`);
+	const lastSearchValue = array.pop() ?? '';
+	if (lastSearchValue === '') {
+		return `${mainString}${replacementString},`;
+	}
+	const updatedString = mainString.replace(
+		new RegExp(`${lastSearchValue}(?=[^${lastSearchValue}]*$)`),
+		replacementString,
+	);
+	return `${updatedString},`;
 }
 
 export function checkCommaInValue(str: string): string {

From a54cf38e21fbb3439ec8a1cc2db651da7b6cedf4 Mon Sep 17 00:00:00 2001
From: Prashant Shahi <prashant@signoz.io>
Date: Wed, 22 Nov 2023 20:51:45 +0545
Subject: [PATCH 7/7] =?UTF-8?q?chore:=20=F0=9F=93=8C=20pin=20versions:=20S?=
 =?UTF-8?q?igNoz=200.34.2?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Signed-off-by: Prashant Shahi <prashant@signoz.io>
---
 deploy/docker-swarm/clickhouse-setup/docker-compose.yaml | 4 ++--
 deploy/docker/clickhouse-setup/docker-compose.yaml       | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/deploy/docker-swarm/clickhouse-setup/docker-compose.yaml b/deploy/docker-swarm/clickhouse-setup/docker-compose.yaml
index 41ec8df235..f0ec64939b 100644
--- a/deploy/docker-swarm/clickhouse-setup/docker-compose.yaml
+++ b/deploy/docker-swarm/clickhouse-setup/docker-compose.yaml
@@ -146,7 +146,7 @@ services:
         condition: on-failure
 
   query-service:
-    image: signoz/query-service:0.34.1
+    image: signoz/query-service:0.34.2
     command:
       [
         "-config=/root/config/prometheus.yml",
@@ -186,7 +186,7 @@ services:
     <<: *db-depend
 
   frontend:
-    image: signoz/frontend:0.34.1
+    image: signoz/frontend:0.34.2
     deploy:
       restart_policy:
         condition: on-failure
diff --git a/deploy/docker/clickhouse-setup/docker-compose.yaml b/deploy/docker/clickhouse-setup/docker-compose.yaml
index 862752ab47..4edbc6561b 100644
--- a/deploy/docker/clickhouse-setup/docker-compose.yaml
+++ b/deploy/docker/clickhouse-setup/docker-compose.yaml
@@ -164,7 +164,7 @@ services:
   # Notes for Maintainers/Contributors who will change Line Numbers of Frontend & Query-Section. Please Update Line Numbers in `./scripts/commentLinesForSetup.sh` & `./CONTRIBUTING.md`
 
   query-service:
-    image: signoz/query-service:${DOCKER_TAG:-0.34.1}
+    image: signoz/query-service:${DOCKER_TAG:-0.34.2}
     container_name: signoz-query-service
     command:
       [
@@ -203,7 +203,7 @@ services:
     <<: *db-depend
 
   frontend:
-    image: signoz/frontend:${DOCKER_TAG:-0.34.1}
+    image: signoz/frontend:${DOCKER_TAG:-0.34.2}
     container_name: signoz-frontend
     restart: on-failure
     depends_on: