diff --git a/frontend/src/components/Graph/__tests__/xAxisConfig.test.ts b/frontend/src/components/Graph/__tests__/xAxisConfig.test.ts
new file mode 100644
index 0000000000..e0320e29b0
--- /dev/null
+++ b/frontend/src/components/Graph/__tests__/xAxisConfig.test.ts
@@ -0,0 +1,75 @@
+import { expect } from '@jest/globals';
+import dayjs from 'dayjs';
+
+import { convertTimeRange, TIME_UNITS } from '../xAxisConfig';
+
+describe('xAxisConfig for Chart', () => {
+	describe('convertTimeRange', () => {
+		it('should return relevant time units for given range', () => {
+			{
+				const start = dayjs();
+				const end = start.add(10, 'millisecond');
+
+				expect(convertTimeRange(start.valueOf(), end.valueOf()).unitName).toEqual(
+					TIME_UNITS.millisecond,
+				);
+			}
+			{
+				const start = dayjs();
+				const end = start.add(10, 'second');
+
+				expect(convertTimeRange(start.valueOf(), end.valueOf()).unitName).toEqual(
+					TIME_UNITS.second,
+				);
+			}
+			{
+				const start = dayjs();
+				const end = start.add(10, 'minute');
+
+				expect(convertTimeRange(start.valueOf(), end.valueOf()).unitName).toEqual(
+					TIME_UNITS.minute,
+				);
+			}
+			{
+				const start = dayjs();
+				const end = start.add(10, 'hour');
+
+				expect(convertTimeRange(start.valueOf(), end.valueOf()).unitName).toEqual(
+					TIME_UNITS.hour,
+				);
+			}
+			{
+				const start = dayjs();
+				const end = start.add(10, 'day');
+
+				expect(convertTimeRange(start.valueOf(), end.valueOf()).unitName).toEqual(
+					TIME_UNITS.day,
+				);
+			}
+			{
+				const start = dayjs();
+				const end = start.add(10, 'week');
+
+				expect(convertTimeRange(start.valueOf(), end.valueOf()).unitName).toEqual(
+					TIME_UNITS.week,
+				);
+			}
+			{
+				const start = dayjs();
+				const end = start.add(10, 'month');
+
+				expect(convertTimeRange(start.valueOf(), end.valueOf()).unitName).toEqual(
+					TIME_UNITS.month,
+				);
+			}
+			{
+				const start = dayjs();
+				const end = start.add(10, 'year');
+
+				expect(convertTimeRange(start.valueOf(), end.valueOf()).unitName).toEqual(
+					TIME_UNITS.year,
+				);
+			}
+		});
+	});
+});
diff --git a/frontend/src/components/Graph/index.tsx b/frontend/src/components/Graph/index.tsx
index b6905495d4..4cf6c04a0f 100644
--- a/frontend/src/components/Graph/index.tsx
+++ b/frontend/src/components/Graph/index.tsx
@@ -27,6 +27,7 @@ import { useSelector } from 'react-redux';
 import { AppState } from 'store/reducers';
 import AppReducer from 'types/reducer/app';
 
+import { useXAxisTimeUnit } from './xAxisConfig';
 Chart.register(
 	LineElement,
 	PointElement,
@@ -59,7 +60,8 @@ const Graph = ({
 	const chartRef = useRef<HTMLCanvasElement>(null);
 	const currentTheme = isDarkMode ? 'dark' : 'light';
 
-	// const [tooltipVisible, setTooltipVisible] = useState<boolean>(false);
+	const xAxisTimeUnit = useXAxisTimeUnit(data); // Computes the relevant time unit for x axis by analyzing the time stamp data
+
 	const lineChartRef = useRef<Chart>();
 
 	const getGridColor = useCallback(() => {
@@ -109,7 +111,18 @@ const Graph = ({
 							date: chartjsAdapter,
 						},
 						time: {
-							unit: 'minute',
+							unit: xAxisTimeUnit?.unitName || 'minute',
+							stepSize: xAxisTimeUnit?.stepSize || 1,
+							displayFormats: {
+								millisecond: 'hh:mm:ss',
+								second: 'hh:mm:ss',
+								minute: 'HH:mm',
+								hour: 'MM/dd HH:mm',
+								day: 'MM/dd',
+								week: 'MM/dd',
+								month: 'yy-MM',
+								year: 'yy',
+							},
 						},
 						type: 'time',
 					},
diff --git a/frontend/src/components/Graph/xAxisConfig.ts b/frontend/src/components/Graph/xAxisConfig.ts
new file mode 100644
index 0000000000..ae99a49a23
--- /dev/null
+++ b/frontend/src/components/Graph/xAxisConfig.ts
@@ -0,0 +1,147 @@
+import { Chart, TimeUnit } from 'chart.js';
+import { useMemo } from 'react';
+import { useSelector } from 'react-redux';
+import { AppState } from 'store/reducers';
+import { GlobalReducer } from 'types/reducer/globalTime';
+
+interface ITimeUnit {
+	[key: string]: TimeUnit;
+}
+interface IAxisTimeUintConfig {
+	unitName: TimeUnit;
+	multiplier: number;
+}
+
+interface IAxisTimeConfig {
+	unitName: TimeUnit;
+	stepSize: number;
+}
+
+export interface ITimeRange {
+	minTime: number | null;
+	maxTime: number | null;
+}
+
+export const TIME_UNITS: ITimeUnit = {
+	millisecond: 'millisecond',
+	second: 'second',
+	minute: 'minute',
+	hour: 'hour',
+	day: 'day',
+	week: 'week',
+	month: 'month',
+	year: 'year',
+};
+
+const TIME_UNITS_CONFIG: IAxisTimeUintConfig[] = [
+	{
+		unitName: TIME_UNITS.millisecond,
+		multiplier: 1,
+	},
+	{
+		unitName: TIME_UNITS.second,
+		multiplier: 1 / 1e3,
+	},
+	{
+		unitName: TIME_UNITS.minute,
+		multiplier: 1 / (1e3 * 60),
+	},
+	{
+		unitName: TIME_UNITS.hour,
+		multiplier: 1 / (1e3 * 60 * 60),
+	},
+	{
+		unitName: TIME_UNITS.day,
+		multiplier: 1 / (1e3 * 60 * 60 * 24),
+	},
+	{
+		unitName: TIME_UNITS.week,
+		multiplier: 1 / (1e3 * 60 * 60 * 24 * 7),
+	},
+	{
+		unitName: TIME_UNITS.month,
+		multiplier: 1 / (1e3 * 60 * 60 * 24 * 30),
+	},
+	{
+		unitName: TIME_UNITS.year,
+		multiplier: 1 / (1e3 * 60 * 60 * 24 * 365),
+	},
+];
+
+/**
+ * Accepts Chart.js data's data-structure and returns the relevant time unit for the axis based on the range of the data.
+ */
+export const useXAxisTimeUnit = (data: Chart['data']): IAxisTimeConfig => {
+	// Local time is the time range inferred from the input chart data.
+	let localTime: ITimeRange | null;
+	try {
+		let minTime = Number.POSITIVE_INFINITY;
+		let maxTime = Number.NEGATIVE_INFINITY;
+		data?.labels?.forEach((timeStamp: string | number): void => {
+			if (typeof timeStamp === 'string') timeStamp = Date.parse(timeStamp);
+			minTime = Math.min(timeStamp, minTime);
+			maxTime = Math.max(timeStamp, maxTime);
+		});
+
+		localTime = {
+			minTime: minTime === Number.POSITIVE_INFINITY ? null : minTime,
+			maxTime: maxTime === Number.NEGATIVE_INFINITY ? null : maxTime,
+		};
+	} catch (error) {
+		localTime = null;
+		console.error(error);
+	}
+
+	// Global time is the time selected from the global time selector menu.
+	const globalTime = useSelector<AppState, GlobalReducer>(
+		(state) => state.globalTime,
+	);
+
+	// Use local time if valid else use the global time range
+	const { maxTime, minTime } = useMemo(() => {
+		if (localTime && localTime.maxTime && localTime.minTime) {
+			return {
+				minTime: localTime.minTime,
+				maxTime: localTime.maxTime,
+			};
+		} else {
+			return {
+				minTime: globalTime.minTime / 1e6,
+				maxTime: globalTime.maxTime / 1e6,
+			};
+		}
+	}, [globalTime, localTime]);
+
+	return convertTimeRange(minTime, maxTime);
+};
+
+/**
+ * Finds the relevant time unit based on the input time stamps (in ms)
+ */
+export const convertTimeRange = (
+	start: number,
+	end: number,
+): IAxisTimeConfig => {
+	const MIN_INTERVALS = 6;
+	const range = end - start;
+	let relevantTimeUnit = TIME_UNITS_CONFIG[1];
+	let stepSize = 1;
+	try {
+		for (let idx = TIME_UNITS_CONFIG.length - 1; idx >= 0; idx--) {
+			const timeUnit = TIME_UNITS_CONFIG[idx];
+			const units = range * timeUnit.multiplier;
+			const steps = units / MIN_INTERVALS;
+			if (steps >= 1) {
+				relevantTimeUnit = timeUnit;
+				stepSize = steps;
+				break;
+			}
+		}
+	} catch (error) {
+		console.error(error);
+	}
+	return {
+		unitName: relevantTimeUnit.unitName,
+		stepSize: Math.floor(stepSize) || 1,
+	};
+};
diff --git a/frontend/src/container/GridGraphLayout/Graph/FullView/index.tsx b/frontend/src/container/GridGraphLayout/Graph/FullView/index.tsx
index 5da66f3394..06665218fc 100644
--- a/frontend/src/container/GridGraphLayout/Graph/FullView/index.tsx
+++ b/frontend/src/container/GridGraphLayout/Graph/FullView/index.tsx
@@ -82,7 +82,6 @@ const FullView = ({
 			};
 
 			const queryMinMax = getMinMax(selectedTime.enum);
-
 			const response = await Promise.all(
 				widget.query
 					.filter((e) => e.query.length !== 0)
diff --git a/frontend/src/container/Trace/Graph/config.ts b/frontend/src/container/Trace/Graph/config.ts
index 978ada0062..b0b500c06d 100644
--- a/frontend/src/container/Trace/Graph/config.ts
+++ b/frontend/src/container/Trace/Graph/config.ts
@@ -27,7 +27,6 @@ export const getChartData = (
 		data: [],
 		type: 'line',
 	};
-
 	const chartLabels: ChartData<'line'>['labels'] = [];
 
 	Object.keys(allDataPoints).forEach((timestamp) => {
diff --git a/frontend/src/container/Trace/Graph/index.tsx b/frontend/src/container/Trace/Graph/index.tsx
index 7ee311cc89..ce667aec67 100644
--- a/frontend/src/container/Trace/Graph/index.tsx
+++ b/frontend/src/container/Trace/Graph/index.tsx
@@ -9,7 +9,7 @@ import { TraceReducer } from 'types/reducer/trace';
 import { getChartData, getChartDataforGroupBy } from './config';
 import { Container } from './styles';
 
-const TraceGraph = () => {
+const TraceGraph = (): JSX.Element => {
 	const { spansGraph, selectedGroupBy } = useSelector<AppState, TraceReducer>(
 		(state) => state.traces,
 	);