diff --git a/frontend/src/api/trace/getSpans.ts b/frontend/src/api/trace/getSpans.ts
index ffd8915563..c3bb5e0bf1 100644
--- a/frontend/src/api/trace/getSpans.ts
+++ b/frontend/src/api/trace/getSpans.ts
@@ -12,7 +12,9 @@ const getSpans = async (
 		const updatedSelectedTags = props.selectedTags.map((e) => ({
 			Key: e.Key[0],
 			Operator: e.Operator,
-			Values: e.Values,
+			StringValues: e.StringValues,
+			NumberValues: e.NumberValues,
+			BoolValues: e.BoolValues,
 		}));
 
 		const exclude: string[] = [];
diff --git a/frontend/src/api/trace/getSpansAggregate.ts b/frontend/src/api/trace/getSpansAggregate.ts
index 077577febf..d0cc04c2b4 100644
--- a/frontend/src/api/trace/getSpansAggregate.ts
+++ b/frontend/src/api/trace/getSpansAggregate.ts
@@ -30,7 +30,9 @@ const getSpanAggregate = async (
 		const updatedSelectedTags = props.selectedTags.map((e) => ({
 			Key: e.Key[0],
 			Operator: e.Operator,
-			Values: e.Values,
+			StringValues: e.StringValues,
+			NumberValues: e.NumberValues,
+			BoolValues: e.BoolValues,
 		}));
 
 		const other = Object.fromEntries(props.selectedFilter);
diff --git a/frontend/src/api/trace/getTagValue.ts b/frontend/src/api/trace/getTagValue.ts
index 25156d32ef..a330262049 100644
--- a/frontend/src/api/trace/getTagValue.ts
+++ b/frontend/src/api/trace/getTagValue.ts
@@ -11,9 +11,11 @@ const getTagValue = async (
 		const response = await axios.post<PayloadProps>(`/getTagValues`, {
 			start: props.start.toString(),
 			end: props.end.toString(),
-			tagKey: props.tagKey,
+			tagKey: {
+				Key: props.tagKey.Key,
+				Type: props.tagKey.Type,
+			},
 		});
-
 		return {
 			statusCode: 200,
 			error: null,
diff --git a/frontend/src/constants/resourceAttributes.ts b/frontend/src/constants/resourceAttributes.ts
index 4e82cef590..ba61d4055a 100644
--- a/frontend/src/constants/resourceAttributes.ts
+++ b/frontend/src/constants/resourceAttributes.ts
@@ -8,11 +8,11 @@ export const OperatorConversions: Array<{
 	{
 		label: 'IN',
 		metricValue: '=~',
-		traceValue: 'in',
+		traceValue: 'In',
 	},
 	{
 		label: 'Not IN',
 		metricValue: '!~',
-		traceValue: 'not in',
+		traceValue: 'NotIn',
 	},
 ];
diff --git a/frontend/src/container/Trace/Search/AllTags/Tag/TagKey.tsx b/frontend/src/container/Trace/Search/AllTags/Tag/TagKey.tsx
index bb9794d8e7..22c5788469 100644
--- a/frontend/src/container/Trace/Search/AllTags/Tag/TagKey.tsx
+++ b/frontend/src/container/Trace/Search/AllTags/Tag/TagKey.tsx
@@ -1,13 +1,15 @@
-import { AutoComplete, AutoCompleteProps, Input, notification } from 'antd';
+import { AutoComplete, Input } from 'antd';
 import getTagFilters from 'api/trace/getTagFilter';
-import React, { useCallback, useEffect, useRef, useState } from 'react';
+import React, { useCallback, useMemo, useState } from 'react';
+import { useQuery } from 'react-query';
 import { useSelector } from 'react-redux';
 import { AppState } from 'store/reducers';
 import { GlobalReducer } from 'types/reducer/globalTime';
 import { TraceReducer } from 'types/reducer/trace';
 
+import { getTagKeyOptions, onTagKeySelect } from './utils';
+
 function TagsKey(props: TagsKeysProps): JSX.Element {
-	const [selectLoading, setSelectLoading] = useState<boolean>(false);
 	const globalTime = useSelector<AppState, GlobalReducer>(
 		(state) => state.globalTime,
 	);
@@ -18,64 +20,48 @@ function TagsKey(props: TagsKeysProps): JSX.Element {
 
 	const traces = useSelector<AppState, TraceReducer>((state) => state.traces);
 
-	const [options, setOptions] = useState<AutoCompleteProps['options']>([]);
+	const { isLoading, data } = useQuery(
+		[
+			'getTagKeys',
+			globalTime.minTime,
+			globalTime.maxTime,
+			traces.selectedFilter,
+			traces.isFilterExclude,
+		],
+		{
+			queryFn: () =>
+				getTagFilters({
+					start: globalTime.minTime,
+					end: globalTime.maxTime,
+					other: Object.fromEntries(traces.selectedFilter),
+					isFilterExclude: traces.isFilterExclude,
+				}),
+			cacheTime: 120000,
+		},
+	);
 
-	const onSearchHandler = useCallback(async () => {
-		try {
-			setSelectLoading(true);
-			const response = await getTagFilters({
-				start: globalTime.minTime,
-				end: globalTime.maxTime,
-				other: Object.fromEntries(traces.selectedFilter),
-				isFilterExclude: traces.isFilterExclude,
-			});
+	const options = useMemo(() => getTagKeyOptions(data?.payload), [data]);
 
-			if (response.statusCode === 200) {
-				if (response.payload === null) {
-					setOptions([
-						{
-							value: '',
-							label: 'No tags available',
-						},
-					]);
-				} else {
-					setOptions(
-						response.payload.map((e) => ({
-							value: e.tagKeys,
-							label: e.tagKeys,
-						})),
-					);
-				}
-			} else {
-				notification.error({
-					message: response.error || 'Something went wrong',
-				});
-			}
-			setSelectLoading(false);
-		} catch (error) {
-			notification.error({
-				message: 'Something went wrong',
-			});
-			setSelectLoading(false);
-		}
-	}, [globalTime, traces]);
-
-	const counter = useRef(0);
-
-	useEffect(() => {
-		if (counter.current === 0 && selectedKey.length === 0) {
-			counter.current = 1;
-			onSearchHandler();
-		}
-	}, [onSearchHandler, selectedKey.length]);
+	const onSelectHandler = useCallback(
+		(value: unknown) =>
+			onTagKeySelect(
+				value,
+				options,
+				setSelectedKey,
+				setLocalSelectedTags,
+				index,
+				tag,
+			),
+		[index, options, setLocalSelectedTags, tag],
+	);
 
 	return (
 		<AutoComplete
-			dropdownClassName="certain-category-search-dropdown"
-			dropdownMatchSelectWidth={500}
 			style={{ width: '100%' }}
 			value={selectedKey}
 			allowClear
+			disabled={isLoading}
+			notFoundContent="No tags available"
 			showSearch
 			options={options?.map((e) => ({
 				label: e.label?.toString(),
@@ -85,27 +71,9 @@ function TagsKey(props: TagsKeysProps): JSX.Element {
 				option?.label?.toUpperCase().indexOf(inputValue.toUpperCase()) !== -1
 			}
 			onChange={(e): void => setSelectedKey(e)}
-			onSelect={(value: unknown): void => {
-				if (
-					typeof value === 'string' &&
-					options &&
-					options.find((option) => option.value === value)
-				) {
-					setSelectedKey(value);
-
-					setLocalSelectedTags((tags) => [
-						...tags.slice(0, index),
-						{
-							Key: [value],
-							Operator: tag.Operator,
-							Values: tag.Values,
-						},
-						...tags.slice(index + 1, tags.length),
-					]);
-				}
-			}}
+			onSelect={onSelectHandler}
 		>
-			<Input disabled={selectLoading} placeholder="Please select" />
+			<Input placeholder="Please select" />
 		</AutoComplete>
 	);
 }
diff --git a/frontend/src/container/Trace/Search/AllTags/Tag/TagValue.tsx b/frontend/src/container/Trace/Search/AllTags/Tag/TagValue.tsx
index 60b2d4118b..af5b51cfe2 100644
--- a/frontend/src/container/Trace/Search/AllTags/Tag/TagValue.tsx
+++ b/frontend/src/container/Trace/Search/AllTags/Tag/TagValue.tsx
@@ -1,81 +1,169 @@
 import { Select } from 'antd';
+import { BaseOptionType } from 'antd/es/select';
 import getTagValue from 'api/trace/getTagValue';
-import React, { useState } from 'react';
+import React, { useCallback, useMemo, useState } from 'react';
 import { useQuery } from 'react-query';
 import { useSelector } from 'react-redux';
 import { AppState } from 'store/reducers';
 import { GlobalReducer } from 'types/reducer/globalTime';
 import { TraceReducer } from 'types/reducer/trace';
 
-import { AutoCompleteComponent } from './styles';
+import { SelectComponent } from './styles';
+import {
+	disableTagValue,
+	extractTagKey,
+	extractTagType,
+	getInitialLocalValue,
+	getTagValueOptions,
+	onTagValueChange,
+	selectOptions,
+	TagValueTypes,
+} from './utils';
 
 function TagValue(props: TagValueProps): JSX.Element {
 	const { tag, setLocalSelectedTags, index, tagKey } = props;
 	const {
 		Key: selectedKey,
 		Operator: selectedOperator,
-		Values: selectedValues,
+		StringValues: selectedStringValues,
+		NumberValues: selectedNumberValues,
+		BoolValues: selectedBoolValues,
 	} = tag;
-	const [localValue, setLocalValue] = useState<string>(selectedValues[0]);
+
+	const [localTagValue, setLocalTagValue] = useState<TagValueTypes[]>(
+		getInitialLocalValue(
+			selectedNumberValues,
+			selectedBoolValues,
+			selectedStringValues,
+		),
+	);
 
 	const globalReducer = useSelector<AppState, GlobalReducer>(
 		(state) => state.globalTime,
 	);
 
+	const tagType = useMemo(() => extractTagType(tagKey), [tagKey]);
+
 	const { isLoading, data } = useQuery(
-		['tagKey', globalReducer.minTime, globalReducer.maxTime, tagKey],
+		['tagKey', globalReducer.minTime, globalReducer.maxTime, tagKey, tagType],
 		{
 			queryFn: () =>
 				getTagValue({
 					end: globalReducer.maxTime,
 					start: globalReducer.minTime,
-					tagKey,
+					tagKey: {
+						Key: extractTagKey(tagKey),
+						Type: tagType,
+					},
 				}),
 		},
 	);
 
-	return (
-		<AutoCompleteComponent
-			options={data?.payload?.map((e) => ({
-				label: e.tagValues,
-				value: e.tagValues,
-			}))}
-			allowClear
-			defaultOpen
-			showSearch
-			filterOption={(inputValue, option): boolean =>
-				option?.label.toUpperCase().indexOf(inputValue.toUpperCase()) !== -1
+	const tagValueDisabled = useMemo(
+		() =>
+			disableTagValue(
+				selectedOperator,
+				setLocalTagValue,
+				selectedKey,
+				setLocalSelectedTags,
+				index,
+			),
+		[index, selectedKey, selectedOperator, setLocalSelectedTags],
+	);
+
+	const onSetLocalValue = useCallback(() => {
+		setLocalTagValue([]);
+	}, []);
+
+	const onSelectedHandler = useCallback(
+		(value: unknown) => {
+			if (
+				typeof value === 'number' ||
+				(typeof value === 'string' && !Number.isNaN(Number(value)) && value !== ' ')
+			) {
+				setLocalTagValue([value]);
+				setLocalSelectedTags((tags) => [
+					...tags.slice(0, index),
+					{
+						Key: selectedKey,
+						Operator: selectedOperator,
+						StringValues: [],
+						NumberValues: [Number(value)],
+						BoolValues: [],
+					},
+					...tags.slice(index + 1, tags.length),
+				]);
+			} else if (
+				typeof value === 'boolean' ||
+				value === 'true' ||
+				value === 'false'
+			) {
+				setLocalTagValue([value]);
+				setLocalSelectedTags((tags) => [
+					...tags.slice(0, index),
+					{
+						Key: selectedKey,
+						Operator: selectedOperator,
+						StringValues: [],
+						NumberValues: [],
+						BoolValues: [value === 'true' || value === true],
+					},
+					...tags.slice(index + 1, tags.length),
+				]);
+			} else if (typeof value === 'string') {
+				setLocalTagValue([value]);
+				setLocalSelectedTags((tags) => [
+					...tags.slice(0, index),
+					{
+						Key: selectedKey,
+						Operator: selectedOperator,
+						StringValues: [value],
+						NumberValues: [],
+						BoolValues: [],
+					},
+					...tags.slice(index + 1, tags.length),
+				]);
 			}
-			disabled={isLoading}
-			value={localValue}
-			onChange={(values): void => {
-				if (typeof values === 'string') {
-					setLocalValue(values);
-				}
-			}}
-			onSelect={(value: unknown): void => {
-				if (typeof value === 'string') {
-					setLocalValue(value);
-					setLocalSelectedTags((tags) => [
-						...tags.slice(0, index),
-						{
-							Key: selectedKey,
-							Operator: selectedOperator,
-							Values: [value],
-						},
-						...tags.slice(index + 1, tags.length),
-					]);
-				}
-			}}
+		},
+		[index, selectedKey, selectedOperator, setLocalSelectedTags],
+	);
+
+	const onChangeHandler = useCallback(
+		(value: unknown) => onTagValueChange(value, setLocalTagValue),
+		[],
+	);
+
+	const getFilterOptions = useCallback(
+		(inputValue: string, option?: BaseOptionType): boolean => {
+			if (typeof option?.label === 'string') {
+				return option?.label.toUpperCase().indexOf(inputValue.toUpperCase()) !== -1;
+			}
+			return false;
+		},
+		[],
+	);
+
+	return (
+		<SelectComponent
+			loading={isLoading}
+			options={getTagValueOptions(data?.payload, tagType)}
+			mode="tags"
+			allowClear
+			onClear={onSetLocalValue}
+			onDeselect={onSetLocalValue}
+			showSearch
+			filterOption={getFilterOptions}
+			disabled={isLoading || tagValueDisabled}
+			value={localTagValue}
+			onChange={onChangeHandler}
+			onSelect={onSelectedHandler}
 		>
-			{data &&
-				data.payload &&
-				data.payload.map((suggestion) => (
-					<Select.Option key={suggestion.tagValues} value={suggestion.tagValues}>
-						{suggestion.tagValues}
-					</Select.Option>
-				))}
-		</AutoCompleteComponent>
+			{selectOptions(data?.payload, tagType)?.map((suggestion) => (
+				<Select.Option key={suggestion.toString()} value={suggestion}>
+					{suggestion}
+				</Select.Option>
+			))}
+		</SelectComponent>
 	);
 }
 
diff --git a/frontend/src/container/Trace/Search/AllTags/Tag/index.tsx b/frontend/src/container/Trace/Search/AllTags/Tag/index.tsx
index ea59972a23..f95afab615 100644
--- a/frontend/src/container/Trace/Search/AllTags/Tag/index.tsx
+++ b/frontend/src/container/Trace/Search/AllTags/Tag/index.tsx
@@ -6,24 +6,90 @@ import { TraceReducer } from 'types/reducer/trace';
 import { Container, IconContainer, SelectComponent } from './styles';
 import TagsKey from './TagKey';
 import TagValue from './TagValue';
+import { mapOperators } from './utils';
 
 const { Option } = Select;
 
 type Tags = FlatArray<TraceReducer['selectedTags'], 1>['Operator'];
-
-interface AllMenuProps {
+const StringBoolNumber = ['string', 'number', 'bool'];
+const Number = ['number'];
+const String = ['string'];
+export interface AllMenuProps {
 	key: Tags | '';
 	value: string;
+	supportedTypes: string[];
 }
 
-const AllMenu: AllMenuProps[] = [
+export const AllMenu: AllMenuProps[] = [
 	{
-		key: 'in',
-		value: 'IN',
+		key: 'Equals',
+		value: 'EQUALS',
+		supportedTypes: StringBoolNumber,
 	},
 	{
-		key: 'not in',
+		key: 'NotEquals',
+		value: 'NOT EQUALS',
+		supportedTypes: StringBoolNumber,
+	},
+	{
+		key: 'In',
+		value: 'IN',
+		supportedTypes: String,
+	},
+	{
+		key: 'NotIn',
 		value: 'NOT IN',
+		supportedTypes: String,
+	},
+	{
+		key: 'Exists',
+		value: 'EXISTS',
+		supportedTypes: StringBoolNumber,
+	},
+	{
+		key: 'NotExists',
+		value: 'NOT EXISTS',
+		supportedTypes: StringBoolNumber,
+	},
+	{
+		key: 'GreaterThan',
+		value: 'GREATER THAN',
+		supportedTypes: Number,
+	},
+	{
+		key: 'LessThan',
+		value: 'LESS THAN',
+		supportedTypes: Number,
+	},
+	{
+		key: 'GreaterThanEquals',
+		value: 'GREATER THAN OR EQUALS',
+		supportedTypes: Number,
+	},
+	{
+		key: 'LessThanEquals',
+		value: 'LESS THAN OR EQUALS',
+		supportedTypes: Number,
+	},
+	{
+		key: 'StartsWith',
+		value: 'STARTS WITH',
+		supportedTypes: String,
+	},
+	{
+		key: 'NotStartsWith',
+		value: 'NOT STARTS WITH',
+		supportedTypes: String,
+	},
+	{
+		key: 'Contains',
+		value: 'CONTAINS',
+		supportedTypes: String,
+	},
+	{
+		key: 'NotContains',
+		value: 'NOT CONTAINS',
+		supportedTypes: String,
 	},
 ];
 
@@ -38,7 +104,9 @@ function SingleTags(props: AllTagsProps): JSX.Element {
 	const {
 		Key: selectedKey,
 		Operator: selectedOperator,
-		Values: selectedValues,
+		StringValues: selectedStringValues,
+		NumberValues: selectedNumberValues,
+		BoolValues: selectedBoolValues,
 	} = tag;
 
 	const onDeleteTagHandler = (index: number): void => {
@@ -51,7 +119,9 @@ function SingleTags(props: AllTagsProps): JSX.Element {
 				...localSelectedTags.slice(0, index),
 				{
 					Key: selectedKey,
-					Values: selectedValues,
+					StringValues: selectedStringValues,
+					NumberValues: selectedNumberValues,
+					BoolValues: selectedBoolValues,
 					Operator: key as Tags,
 				},
 				...localSelectedTags.slice(index + 1, localSelectedTags.length),
@@ -70,11 +140,14 @@ function SingleTags(props: AllTagsProps): JSX.Element {
 				onChange={onChangeOperatorHandler}
 				value={AllMenu.find((e) => e.key === selectedOperator)?.value || ''}
 			>
-				{AllMenu.map((e) => (
-					<Option key={e.value} value={e.key}>
-						{e.value}
-					</Option>
-				))}
+				{
+					// filter out the operator that does not include supported type of the selected key
+					mapOperators(selectedKey).map((e) => (
+						<Option key={e.value} value={e.key}>
+							{e.value}
+						</Option>
+					))
+				}
 			</SelectComponent>
 
 			{selectedKey[0] ? (
diff --git a/frontend/src/container/Trace/Search/AllTags/Tag/styles.ts b/frontend/src/container/Trace/Search/AllTags/Tag/styles.ts
index e604a444d7..fcc08ba38b 100644
--- a/frontend/src/container/Trace/Search/AllTags/Tag/styles.ts
+++ b/frontend/src/container/Trace/Search/AllTags/Tag/styles.ts
@@ -1,4 +1,4 @@
-import { AutoComplete, Select, Space } from 'antd';
+import { Select, Space } from 'antd';
 import styled from 'styled-components';
 
 export const SpaceComponent = styled(Space)`
@@ -7,12 +7,6 @@ export const SpaceComponent = styled(Space)`
 	}
 `;
 
-export const SelectComponent = styled(Select)`
-	&&& {
-		width: 100%;
-	}
-`;
-
 export const Container = styled(Space)`
 	&&& {
 		display: flex;
@@ -37,7 +31,7 @@ export const IconContainer = styled.div`
 	margin-left: 1.125rem;
 `;
 
-export const AutoCompleteComponent = styled(AutoComplete)`
+export const SelectComponent = styled(Select)`
 	&&& {
 		width: 100%;
 	}
diff --git a/frontend/src/container/Trace/Search/AllTags/Tag/utils.ts b/frontend/src/container/Trace/Search/AllTags/Tag/utils.ts
new file mode 100644
index 0000000000..9faefef523
--- /dev/null
+++ b/frontend/src/container/Trace/Search/AllTags/Tag/utils.ts
@@ -0,0 +1,204 @@
+import { AutoCompleteProps } from 'antd';
+import { DefaultOptionType } from 'antd/es/select';
+import { PayloadProps as TagKeyPayload } from 'types/api/trace/getTagFilters';
+import { PayloadProps as TagValuePayload } from 'types/api/trace/getTagValue';
+import { OperatorValues, Tags } from 'types/reducer/trace';
+
+import { AllMenu, AllMenuProps } from '.';
+
+export type TagValueTypes = string | number | boolean;
+/**
+ * @description extract tag filters from payload
+ */
+export const extractTagFilters = (
+	payload: TagKeyPayload,
+): DefaultOptionType[] => {
+	const tagFilters: string[] = [];
+	payload.stringTagKeys.forEach((element) => {
+		tagFilters.push(`${element}.(string)`);
+	});
+	payload.numberTagKeys.forEach((element) => {
+		tagFilters.push(`${element}.(number)`);
+	});
+	payload.boolTagKeys.forEach((element) => {
+		tagFilters.push(`${element}.(bool)`);
+	});
+	return tagFilters.map((e) => ({
+		value: e,
+		label: e,
+	}));
+};
+
+export const extractTagType = (tagKey: string): string => {
+	if (tagKey?.includes('.(string)')) {
+		return 'string';
+	}
+	if (tagKey?.includes('.(number)')) {
+		return 'number';
+	}
+	if (tagKey?.includes('.(bool)')) {
+		return 'bool';
+	}
+	return 'string';
+};
+
+export const extractTagKey = (tagKey: string): string => {
+	const tag = tagKey.split('.(');
+	if (tag && tag.length > 0) {
+		return tag[0];
+	}
+	return '';
+};
+
+export function onTagValueChange(
+	values: unknown,
+	setLocalValue: React.Dispatch<React.SetStateAction<TagValueTypes[]>>,
+): void {
+	if (Array.isArray(values) && values.length > 0) {
+		if (typeof values[0] === 'number' || typeof values[0] === 'boolean') {
+			setLocalValue(values);
+		} else if (typeof values[0] === 'string') {
+			if (values[0] === 'true' || values[0] === 'false') {
+				setLocalValue([values[0] === 'true']);
+			} else if (values[0] !== ' ' && !Number.isNaN(Number(values[0]))) {
+				setLocalValue([Number(values[0])]);
+			} else {
+				setLocalValue([values[0]]);
+			}
+		}
+	}
+}
+
+export function disableTagValue(
+	selectedOperator: OperatorValues,
+	setLocalValue: React.Dispatch<React.SetStateAction<TagValueTypes[]>>,
+	selectedKeys: string[],
+	setLocalSelectedTags: React.Dispatch<React.SetStateAction<Tags[]>>,
+	index: number,
+): boolean {
+	if (selectedOperator === 'Exists' || selectedOperator === 'NotExists') {
+		setLocalValue([]);
+		setLocalSelectedTags((tags) => [
+			...tags.slice(0, index),
+			{
+				Key: selectedKeys,
+				Operator: selectedOperator,
+				StringValues: [],
+				NumberValues: [],
+				BoolValues: [],
+			},
+			...tags.slice(index + 1, tags.length),
+		]);
+		return true;
+	}
+	return false;
+}
+
+export function getInitialLocalValue(
+	selectedNumberValues: number[],
+	selectedBoolValues: boolean[],
+	selectedStringValues: string[],
+): TagValueTypes[] {
+	if (selectedStringValues && selectedStringValues.length > 0) {
+		return selectedStringValues;
+	}
+	if (selectedNumberValues && selectedNumberValues.length > 0) {
+		return selectedNumberValues;
+	}
+	if (selectedBoolValues && selectedBoolValues.length > 0) {
+		return selectedBoolValues;
+	}
+	return selectedStringValues;
+}
+
+export function getTagValueOptions(
+	payload: TagValuePayload | null | undefined,
+	tagType: string,
+): Array<{ label: string; value: TagValueTypes }> | undefined {
+	if (tagType === 'string') {
+		return payload?.stringTagValues?.map((e) => ({
+			label: e,
+			value: e,
+		}));
+	}
+	if (tagType === 'number') {
+		return payload?.numberTagValues?.map((e) => ({
+			label: e.toString(),
+			value: e,
+		}));
+	}
+	if (tagType === 'bool') {
+		return payload?.boolTagValues?.map((e) => ({
+			label: e.toString(),
+			value: e,
+		}));
+	}
+	return [];
+}
+
+export function getTagKeyOptions(
+	payload: TagKeyPayload | null | undefined,
+): DefaultOptionType[] {
+	if (payload === null) {
+		return [
+			{
+				value: '',
+				label: 'No tags available',
+			},
+		];
+	}
+	if (payload != null) {
+		return extractTagFilters(payload);
+	}
+	return [];
+}
+
+export function selectOptions(
+	payload: TagValuePayload | null | undefined,
+	tagType: string,
+): string[] | boolean[] | number[] | undefined {
+	if (tagType === 'string') {
+		return payload?.stringTagValues;
+	}
+	if (tagType === 'number') {
+		return payload?.numberTagValues;
+	}
+	if (tagType === 'bool') {
+		return payload?.boolTagValues;
+	}
+	return [];
+}
+
+export function mapOperators(selectedKey: string[]): AllMenuProps[] {
+	return AllMenu.filter((e) =>
+		e?.supportedTypes?.includes(extractTagType(selectedKey[0])),
+	);
+}
+
+export function onTagKeySelect(
+	value: unknown,
+	options: AutoCompleteProps['options'],
+	setSelectedKey: React.Dispatch<React.SetStateAction<string>>,
+	setLocalSelectedTags: React.Dispatch<React.SetStateAction<Tags[]>>,
+	index: number,
+	tag: Tags,
+): void {
+	if (
+		typeof value === 'string' &&
+		options &&
+		options.find((option) => option.value === value)
+	) {
+		setSelectedKey(value);
+		setLocalSelectedTags((tags) => [
+			...tags.slice(0, index),
+			{
+				Key: [value],
+				Operator: tag.Operator,
+				StringValues: tag.StringValues,
+				NumberValues: tag.NumberValues,
+				BoolValues: tag.BoolValues,
+			},
+			...tags.slice(index + 1, tags.length),
+		]);
+	}
+}
diff --git a/frontend/src/container/Trace/Search/AllTags/index.tsx b/frontend/src/container/Trace/Search/AllTags/index.tsx
index 49ed2e28e8..a872fbfd1d 100644
--- a/frontend/src/container/Trace/Search/AllTags/index.tsx
+++ b/frontend/src/container/Trace/Search/AllTags/index.tsx
@@ -41,8 +41,10 @@ function AllTags({
 			...tags,
 			{
 				Key: [],
-				Operator: 'in',
-				Values: [],
+				Operator: 'Equals',
+				StringValues: [],
+				NumberValues: [],
+				BoolValues: [],
 			},
 		]);
 	};
@@ -110,7 +112,7 @@ function AllTags({
 					</Button>
 
 					<Text ellipsis>
-						Results will include spans with ALL the specified tags ( Rows are `anded`
+						Results will include spans with ALL the specified tags ( Rows are `ANDed`
 						)
 					</Text>
 				</Space>
diff --git a/frontend/src/container/Trace/Search/util.ts b/frontend/src/container/Trace/Search/util.ts
index 1e6dda96ca..e03a19e5bb 100644
--- a/frontend/src/container/Trace/Search/util.ts
+++ b/frontend/src/container/Trace/Search/util.ts
@@ -1,5 +1,8 @@
+import { AllMenu } from 'container/Trace/Search/AllTags/Tag';
 import { TraceReducer } from 'types/reducer/trace';
 
+import { extractTagType, TagValueTypes } from './AllTags/Tag/utils';
+
 type Tags = TraceReducer['selectedTags'];
 
 interface PayloadProps<T> {
@@ -7,79 +10,144 @@ interface PayloadProps<T> {
 	payload: T;
 }
 
+function extractValues(
+	tagType: string,
+	filters: string[],
+	isError: boolean,
+): [number[], boolean[], string[], boolean] {
+	const StringValues: string[] = [];
+	const NumberValues: number[] = [];
+	const BoolValues: boolean[] = [];
+	let isErr = isError;
+	if (tagType === 'string') {
+		StringValues.push(...filters);
+	} else if (tagType === 'number') {
+		filters.forEach((element) => {
+			const num = Number(element);
+			isErr = Number.isNaN(num) ? true : isError;
+			NumberValues.push(num);
+		});
+	} else if (tagType === 'bool') {
+		filters.forEach((element) => {
+			if (element === 'true') {
+				BoolValues.push(true);
+			} else if (element === 'false') {
+				BoolValues.push(false);
+			} else {
+				isErr = true;
+			}
+		});
+	}
+	return [NumberValues, BoolValues, StringValues, isErr];
+}
+
 export const parseQueryToTags = (query: string): PayloadProps<Tags> => {
 	let isError = false;
 
+	// Split the query string by ' AND '
 	const noOfTags = query.split(' AND ');
 
+	// Map over each tag
 	const tags: Tags = noOfTags.map((filter) => {
-		const isInPresent = filter.includes('in');
-		const isNotInPresent = filter.includes('not in');
+		// Find the operator used in the filter
+		const operator =
+			AllMenu.find((e) => `${filter} `.includes(` ${e.key} `))?.key || '';
 
-		if (!isNotInPresent && !isInPresent) {
-			isError = true;
+		// Split the filter by the operator
+		const [tagName, tagValues] = filter.split(operator).map((e) => e.trim());
+
+		// If the operator is Exists or NotExists, then return the tag object without values
+		if (operator === 'Exists' || operator === 'NotExists') {
+			return {
+				Key: [tagName],
+				StringValues: [],
+				NumberValues: [],
+				BoolValues: [],
+				Operator: operator as FlatArray<Tags, 1>['Operator'],
+			};
 		}
+		// Check for errors in the filter
+		isError = operator.length === 0 || !tagName || !tagValues ? true : isError;
 
-		const isPresentSplit = isInPresent ? 'in' : '';
+		// Remove the first and last brackets from the tagValues
+		const formattedTagValues = tagValues.slice(1, -1);
 
-		const splitBy = isNotInPresent ? 'not in' : isPresentSplit;
-
-		if (splitBy.length === 0) {
-			isError = true;
-		}
-
-		const filteredtags = filter.split(splitBy).map((e) => e.trim());
-
-		if (filteredtags.length !== 2) {
-			isError = true;
-		}
-
-		const filterForTags = filteredtags[1];
-
-		if (!filterForTags) {
-			isError = true;
-		}
-
-		const removingFirstAndLastBrackets = `${filterForTags?.slice(1, -1)}`;
-
-		const noofFilters = removingFirstAndLastBrackets
+		// Split the tagValues by ',' and remove any quotes
+		const filters = formattedTagValues
 			.split(',')
 			.map((e) => e.replaceAll(/"/g, ''));
 
-		noofFilters.forEach((e) => {
+		// Check for errors in the filters
+		filters.forEach((e) => {
 			const firstChar = e.charAt(0);
 			const lastChar = e.charAt(e.length - 1);
-
-			if (firstChar === '"' && lastChar === '"') {
-				isError = true;
-			}
+			isError = firstChar === '"' && lastChar === '"' ? true : isError;
 		});
 
+		// Extract the tag type
+		const tagType = extractTagType(tagName);
+
+		// Extract the values for the tag
+		const [NumberValues, BoolValues, StringValues, isErr] = extractValues(
+			tagType,
+			filters,
+			isError,
+		);
+		isError = isErr;
+
+		// Return the tag object
 		return {
-			Key: [filteredtags[0]],
-			Values: noofFilters,
-			Operator: splitBy as FlatArray<Tags, 1>['Operator'],
+			Key: [tagName],
+			StringValues,
+			NumberValues,
+			BoolValues,
+			Operator: operator as FlatArray<Tags, 1>['Operator'],
 		};
 	});
-
 	return {
 		isError,
 		payload: tags,
 	};
 };
 
+const formatValues = (values: TagValueTypes[]): string =>
+	values.map((e) => `"${e.toString().replaceAll(/"/g, '')}"`).join(',');
+
 export const parseTagsToQuery = (tags: Tags): PayloadProps<string> => {
 	let isError = false;
 
+	// Map over each tag
 	const payload = tags
-		.map(({ Values, Key, Operator }) => {
-			if (Key[0] === undefined) {
+		.map(({ StringValues, NumberValues, BoolValues, Key, Operator }) => {
+			// Check if the key of the tag is undefined
+			if (!Key[0]) {
 				isError = true;
 			}
+			if (Operator === 'Exists' || Operator === 'NotExists') {
+				return `${Key[0]} ${Operator}`;
+			}
+			// Check if the tag has string values
+			if (StringValues.length > 0) {
+				// Format the string values and join them with a ','
+				const formattedStringValues = formatValues(StringValues);
+				return `${Key[0]} ${Operator} (${formattedStringValues})`;
+			}
 
-			return `${Key[0]} ${Operator} (${Values.map(
-				(e) => `"${e.replaceAll(/"/g, '')}"`,
-			).join(',')})`;
+			// Check if the tag has number values
+			if (NumberValues.length > 0) {
+				// Format the number values and join them with a ','
+				const formattedNumberValues = formatValues(NumberValues);
+				return `${Key[0]} ${Operator} (${formattedNumberValues})`;
+			}
+
+			// Check if the tag has boolean values
+			if (BoolValues.length > 0) {
+				// Format the boolean values and join them with a ','
+				const formattedBoolValues = formatValues(BoolValues);
+				return `${Key[0]} ${Operator} (${formattedBoolValues})`;
+			}
+
+			return '';
 		})
 		.join(' AND ');
 
diff --git a/frontend/src/container/Trace/TraceGraphFilter/config.ts b/frontend/src/container/Trace/TraceGraphFilter/config.ts
index 357f22a3ee..f887876864 100644
--- a/frontend/src/container/Trace/TraceGraphFilter/config.ts
+++ b/frontend/src/container/Trace/TraceGraphFilter/config.ts
@@ -1,70 +1,72 @@
+import { DefaultOptionType } from 'antd/es/select';
+
 interface Dropdown {
 	key: string;
 	displayValue: string;
 	yAxisUnit?: string;
 }
 
-export const groupBy: Dropdown[] = [
+export const groupBy: DefaultOptionType[] = [
 	{
-		key: '',
-		displayValue: 'None',
+		label: 'None',
+		value: '',
 	},
 	{
-		key: 'serviceName',
-		displayValue: 'Service Name',
+		label: 'Service Name',
+		value: 'serviceName',
 	},
 
 	{
-		displayValue: 'Operation',
-		key: 'operation',
+		label: 'Operation',
+		value: 'name',
 	},
 	{
-		displayValue: 'HTTP url',
-		key: 'httpUrl',
+		label: 'HTTP URL',
+		value: 'httpUrl',
 	},
 	{
-		displayValue: 'HTTP method',
-		key: 'httpMethod',
+		label: 'HTTP Method',
+		value: 'httpMethod',
 	},
 	{
-		displayValue: 'HTTP host',
-		key: 'httpHost',
+		label: 'HTTP Host',
+		value: 'httpHost',
 	},
 	{
-		displayValue: 'HTTP route',
-		key: 'httpRoute',
+		label: 'HTTP Route',
+		value: 'httpRoute',
 	},
 	{
-		displayValue: 'HTTP status code',
-		key: 'httpCode',
+		label: 'RPC Method',
+		value: 'rpcMethod',
 	},
 	{
-		displayValue: 'RPC Method',
-		key: 'rpcMethod',
+		label: 'Status Code',
+		value: 'responseStatusCode',
 	},
 	{
-		displayValue: 'Status Code',
-		key: 'responseStatusCode',
+		label: 'Database Name',
+		value: 'dbName',
 	},
 	{
-		displayValue: 'Database name',
-		key: 'dbName',
+		label: 'Database System',
+		value: 'dbSystem',
 	},
 	{
-		displayValue: 'Database operation',
-		key: 'dbSystem',
+		label: 'Database Operation',
+		value: 'dbOperation',
 	},
 	{
-		displayValue: 'Messaging System',
-		key: 'msgSystem',
+		label: 'Messaging System',
+		value: 'msgSystem',
 	},
 	{
-		displayValue: 'Messaging Operation',
-		key: 'msgOperation',
+		label: 'Messaging Operation',
+		value: 'msgOperation',
 	},
 	{
-		displayValue: 'Component',
-		key: 'component',
+		label: 'Component',
+		value: 'component',
 	},
 ];
 
diff --git a/frontend/src/container/Trace/TraceGraphFilter/index.tsx b/frontend/src/container/Trace/TraceGraphFilter/index.tsx
index 002fedee66..403bec1416 100644
--- a/frontend/src/container/Trace/TraceGraphFilter/index.tsx
+++ b/frontend/src/container/Trace/TraceGraphFilter/index.tsx
@@ -1,17 +1,21 @@
-import { Space } from 'antd';
-import React from 'react';
-import { useDispatch, useSelector } from 'react-redux';
-import { Dispatch } from 'redux';
+import { AutoComplete, Input, Space } from 'antd';
+import getTagFilters from 'api/trace/getTagFilter';
+import React, { useMemo } from 'react';
+import { useQuery } from 'react-query';
+import { useSelector } from 'react-redux';
 import { AppState } from 'store/reducers';
-import AppActions from 'types/actions';
-import {
-	UPDATE_SELECTED_FUNCTION,
-	UPDATE_SELECTED_GROUP_BY,
-} from 'types/actions/trace';
+import { GlobalReducer } from 'types/reducer/globalTime';
 import { TraceReducer } from 'types/reducer/trace';
 
-import { functions, groupBy } from './config';
+import { functions } from './config';
 import { SelectComponent } from './styles';
+import {
+	getSelectedValue,
+	initOptions,
+	onClickSelectedFunctionHandler,
+	onClickSelectedGroupByHandler,
+	selectedGroupByValue,
+} from './utils';
 
 const { Option } = SelectComponent;
 
@@ -20,36 +24,32 @@ function TraceGraphFilter(): JSX.Element {
 		AppState,
 		TraceReducer
 	>((state) => state.traces);
-	const dispatch = useDispatch<Dispatch<AppActions>>();
+	const globalTime = useSelector<AppState, GlobalReducer>(
+		(state) => state.globalTime,
+	);
+	const traces = useSelector<AppState, TraceReducer>((state) => state.traces);
 
-	const onClickSelectedFunctionHandler = (ev: unknown): void => {
-		if (typeof ev === 'string') {
-			const selected = functions.find((e) => e.key === ev);
-			if (selected) {
-				dispatch({
-					type: UPDATE_SELECTED_FUNCTION,
-					payload: {
-						selectedFunction: selected.key,
-						yAxisUnit: selected.yAxisUnit,
-					},
-				});
-			}
-		}
-	};
+	const { isLoading, data } = useQuery(
+		[
+			'getTagKeys',
+			globalTime.minTime,
+			globalTime.maxTime,
+			traces.selectedFilter,
+			traces.isFilterExclude,
+		],
+		{
+			queryFn: () =>
+				getTagFilters({
+					start: globalTime.minTime,
+					end: globalTime.maxTime,
+					other: Object.fromEntries(traces.selectedFilter),
+					isFilterExclude: traces.isFilterExclude,
+				}),
+			cacheTime: 120000,
+		},
+	);
 
-	const onClickSelectedGroupByHandler = (ev: unknown): void => {
-		if (typeof ev === 'string') {
-			const selected = groupBy.find((e) => e.key === ev);
-			if (selected) {
-				dispatch({
-					type: UPDATE_SELECTED_GROUP_BY,
-					payload: {
-						selectedGroupBy: selected.key,
-					},
-				});
-			}
-		}
-	};
+	const options = useMemo(() => initOptions(data?.payload), [data?.payload]);
 
 	return (
 		<Space>
@@ -59,7 +59,7 @@ function TraceGraphFilter(): JSX.Element {
 				dropdownMatchSelectWidth
 				data-testid="selectedFunction"
 				id="selectedFunction"
-				value={functions.find((e) => selectedFunction === e.key)?.displayValue}
+				value={getSelectedValue(selectedFunction)}
 				onChange={onClickSelectedFunctionHandler}
 			>
 				{functions.map((value) => (
@@ -70,21 +70,16 @@ function TraceGraphFilter(): JSX.Element {
 			</SelectComponent>
 
 			<label htmlFor="selectedGroupBy">Group By</label>
-			<SelectComponent
+			<AutoComplete
 				dropdownMatchSelectWidth
 				id="selectedGroupBy"
 				data-testid="selectedGroupBy"
-				value={groupBy.find((e) => selectedGroupBy === e.key)?.displayValue}
-				onChange={onClickSelectedGroupByHandler}
+				options={options}
+				value={selectedGroupByValue(selectedGroupBy, options)}
+				onChange={onClickSelectedGroupByHandler(options)}
 			>
-				{groupBy.map(
-					(value): JSX.Element => (
-						<Option value={value.key} key={value.key}>
-							{value.displayValue}
-						</Option>
-					),
-				)}
-			</SelectComponent>
+				<Input disabled={isLoading} placeholder="Please select" />
+			</AutoComplete>
 		</Space>
 	);
 }
diff --git a/frontend/src/container/Trace/TraceGraphFilter/utils.ts b/frontend/src/container/Trace/TraceGraphFilter/utils.ts
new file mode 100644
index 0000000000..72d3eb0808
--- /dev/null
+++ b/frontend/src/container/Trace/TraceGraphFilter/utils.ts
@@ -0,0 +1,73 @@
+import { DefaultOptionType } from 'antd/es/select';
+import { ReactNode } from 'react';
+import store from 'store';
+import {
+	UPDATE_SELECTED_FUNCTION,
+	UPDATE_SELECTED_GROUP_BY,
+} from 'types/actions/trace';
+import { PayloadProps } from 'types/api/trace/getTagFilters';
+
+import { extractTagFilters } from '../Search/AllTags/Tag/utils';
+import { functions, groupBy } from './config';
+
+export function groupByValues(
+	tagFilters: DefaultOptionType[],
+): DefaultOptionType[] {
+	const result: DefaultOptionType[] = [...groupBy];
+	tagFilters.forEach((e) => {
+		result.push(e);
+	});
+	return result;
+}
+
+export function initOptions(
+	payload: PayloadProps | null | undefined,
+): DefaultOptionType[] {
+	if (payload) {
+		return groupByValues(extractTagFilters(payload));
+	}
+	return groupBy;
+}
+
+export function onClickSelectedGroupByHandler(options: DefaultOptionType[]) {
+	return (ev: unknown): void => {
+		const { dispatch } = store;
+		if (typeof ev === 'string' && options) {
+			const selected = options.find((e) => e.value === ev);
+			if (selected) {
+				dispatch({
+					type: UPDATE_SELECTED_GROUP_BY,
+					payload: {
+						selectedGroupBy: selected.value ? selected.value.toString() : '',
+					},
+				});
+			}
+		}
+	};
+}
+
+export function onClickSelectedFunctionHandler(value: unknown): void {
+	const { dispatch } = store;
+	if (typeof value === 'string') {
+		const selected = functions.find((e) => e.key === value);
+		if (selected) {
+			dispatch({
+				type: UPDATE_SELECTED_FUNCTION,
+				payload: {
+					selectedFunction: selected.key,
+					yAxisUnit: selected.yAxisUnit,
+				},
+			});
+		}
+	}
+}
+export function selectedGroupByValue(
+	selectedGroupBy: string,
+	options: DefaultOptionType[],
+): ReactNode {
+	return options.find((e) => selectedGroupBy === e.value)?.label;
+}
+
+export function getSelectedValue(selectedFunction: string): unknown {
+	return functions.find((e) => selectedFunction === e.key)?.displayValue;
+}
diff --git a/frontend/src/lib/resourceAttributes.ts b/frontend/src/lib/resourceAttributes.ts
index 790877f74d..33b8fd5323 100644
--- a/frontend/src/lib/resourceAttributes.ts
+++ b/frontend/src/lib/resourceAttributes.ts
@@ -43,7 +43,9 @@ export const convertRawQueriesToTraceSelectedTags = (
 				? [convertMetricKeyToTrace(query.tagKey)]
 				: (convertMetricKeyToTrace(query.tagKey) as never),
 		Operator: convertOperatorLabelToTraceOperator(query.operator),
-		Values: query.tagValue,
+		StringValues: query.tagValue,
+		NumberValues: [],
+		BoolValues: [],
 	}));
 
 /**
diff --git a/frontend/src/types/api/trace/getTagFilters.ts b/frontend/src/types/api/trace/getTagFilters.ts
index 29506d1509..eeee055e75 100644
--- a/frontend/src/types/api/trace/getTagFilters.ts
+++ b/frontend/src/types/api/trace/getTagFilters.ts
@@ -9,8 +9,8 @@ export interface Props {
 	isFilterExclude: TraceReducer['isFilterExclude'];
 }
 
-interface TagsKeys {
-	tagKeys: string;
+export interface PayloadProps {
+	stringTagKeys: string[];
+	numberTagKeys: string[];
+	boolTagKeys: string[];
 }
-
-export type PayloadProps = TagsKeys[];
diff --git a/frontend/src/types/api/trace/getTagValue.ts b/frontend/src/types/api/trace/getTagValue.ts
index e90975d1d5..ee10041e56 100644
--- a/frontend/src/types/api/trace/getTagValue.ts
+++ b/frontend/src/types/api/trace/getTagValue.ts
@@ -3,11 +3,14 @@ import { GlobalReducer } from 'types/reducer/globalTime';
 export interface Props {
 	start: GlobalReducer['minTime'];
 	end: GlobalReducer['maxTime'];
-	tagKey: string;
+	tagKey: {
+		Key: string;
+		Type: string;
+	};
 }
 
-interface Value {
-	tagValues: string;
+export interface PayloadProps {
+	stringTagValues: string[];
+	numberTagValues: number[];
+	boolTagValues: boolean[];
 }
-
-export type PayloadProps = Value[];
diff --git a/frontend/src/types/reducer/trace.ts b/frontend/src/types/reducer/trace.ts
index fa37924f5e..ac27a156e7 100644
--- a/frontend/src/types/reducer/trace.ts
+++ b/frontend/src/types/reducer/trace.ts
@@ -49,15 +49,33 @@ interface SpansAggregateData {
 export interface Tags {
 	Key: string[];
 	Operator: OperatorValues;
-	Values: string[];
+	StringValues: string[];
+	NumberValues: number[];
+	BoolValues: boolean[];
 }
 
 export interface TagsAPI {
 	Key: string;
 	Operator: OperatorValues;
-	Values: string[];
+	StringValues: string[];
+	NumberValues: number[];
+	BoolValues: boolean[];
 }
-export type OperatorValues = 'not in' | 'in';
+export type OperatorValues =
+	| 'NotIn'
+	| 'In'
+	| 'Equals'
+	| 'NotEquals'
+	| 'Contains'
+	| 'NotContains'
+	| 'GreaterThan'
+	| 'Exists'
+	| 'NotExists'
+	| 'LessThan'
+	| 'GreaterThanEquals'
+	| 'LessThanEquals'
+	| 'StartsWith'
+	| 'NotStartsWith';
 
 export type TraceFilterEnum =
 	| 'component'