diff --git a/frontend/src/container/Trace/Search/AllTags/Tag/TagValue.tsx b/frontend/src/container/Trace/Search/AllTags/Tag/TagValue.tsx
index 22abbe9df7..a74463d5a4 100644
--- a/frontend/src/container/Trace/Search/AllTags/Tag/TagValue.tsx
+++ b/frontend/src/container/Trace/Search/AllTags/Tag/TagValue.tsx
@@ -1,7 +1,7 @@
 import { Select } from 'antd';
 import { BaseOptionType } from 'antd/es/select';
 import getTagValue from 'api/trace/getTagValue';
-import React, { useCallback, useMemo, useState } from 'react';
+import React, { memo, useCallback, useMemo, useState } from 'react';
 import { useQuery } from 'react-query';
 import { useSelector } from 'react-redux';
 import { AppState } from 'store/reducers';
@@ -17,6 +17,7 @@ import {
 	getTagValueOptions,
 	onTagValueChange,
 	selectOptions,
+	separateTagValues,
 	TagValueTypes,
 } from './utils';
 
@@ -81,66 +82,27 @@ function TagValue(props: TagValueProps): JSX.Element {
 		[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),
-				]);
-			}
-		},
-		[index, selectedKey, selectedOperator, setLocalSelectedTags],
-	);
-
 	const onChangeHandler = useCallback(
-		(value: unknown) => onTagValueChange(value, setLocalTagValue),
-		[],
+		(value: unknown) => {
+			const updatedValues = onTagValueChange(value);
+			setLocalTagValue(updatedValues);
+			const { boolValues, numberValues, stringValues } = separateTagValues(
+				updatedValues,
+				selectedKey,
+			);
+
+			setLocalSelectedTags((tags) => [
+				...tags.slice(0, index),
+				{
+					...tags[index],
+					BoolValues: boolValues,
+					NumberValues: numberValues,
+					StringValues: stringValues,
+				},
+				...tags.slice(index + 1),
+			]);
+		},
+		[index, setLocalSelectedTags, selectedKey],
 	);
 
 	const getFilterOptions = useCallback(
@@ -159,14 +121,11 @@ function TagValue(props: TagValueProps): JSX.Element {
 			options={getTagValueOptions(data?.payload, tagType)}
 			mode="tags"
 			allowClear
-			onClear={onSetLocalValue}
-			onDeselect={onSetLocalValue}
 			showSearch
 			filterOption={getFilterOptions}
 			disabled={isLoading || tagValueDisabled}
 			value={localTagValue}
 			onChange={onChangeHandler}
-			onSelect={onSelectedHandler}
 		>
 			{selectOptions(data?.payload, tagType)?.map((suggestion) => (
 				<Select.Option key={suggestion.toString()} value={suggestion}>
@@ -186,4 +145,4 @@ interface TagValueProps {
 	tagKey: string;
 }
 
-export default TagValue;
+export default memo(TagValue);
diff --git a/frontend/src/container/Trace/Search/AllTags/Tag/utils.ts b/frontend/src/container/Trace/Search/AllTags/Tag/utils.ts
index 0ac195c3d1..a9367b9c0f 100644
--- a/frontend/src/container/Trace/Search/AllTags/Tag/utils.ts
+++ b/frontend/src/container/Trace/Search/AllTags/Tag/utils.ts
@@ -50,23 +50,56 @@ export const extractTagKey = (tagKey: string): string => {
 	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 onTagValueChange(values: unknown): TagValueTypes[] {
+	const stringValues = values as string[];
+
+	if (!Array.isArray(stringValues) || stringValues.length === 0) {
+		return [];
 	}
+
+	return values as TagValueTypes[];
+}
+
+export function separateTagValues(
+	values: TagValueTypes[],
+	selectedKey: string,
+): { boolValues: boolean[]; numberValues: number[]; stringValues: string[] } {
+	if (selectedKey.includes('.(bool)')) {
+		const boolValues = values.filter(
+			(value) => typeof value === 'boolean',
+		) as boolean[];
+
+		return {
+			boolValues,
+			numberValues: [],
+			stringValues: [],
+		};
+	}
+
+	if (selectedKey.includes('.(number)')) {
+		const numberValues = values
+			.filter((value) => typeof value === 'number' || !Number.isNaN(Number(value)))
+			.map((value) => Number(value)) as number[];
+		return {
+			boolValues: [],
+			numberValues,
+			stringValues: [],
+		};
+	}
+
+	const stringValues = values.filter(
+		(value) =>
+			typeof value === 'string' &&
+			value !== 'true' &&
+			value !== 'false' &&
+			Number.isNaN(Number(value)),
+	) as string[];
+
+	return {
+		boolValues: [],
+		numberValues: [],
+		stringValues,
+	};
 }
 
 export function disableTagValue(
@@ -93,22 +126,16 @@ export function disableTagValue(
 	}
 	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;
+	return [
+		...selectedBoolValues,
+		...selectedNumberValues,
+		...selectedStringValues,
+	];
 }
 
 export function getTagValueOptions(