chore: generate new openapi spec

* fix: json qb array expression

* fix: comment

* fix: unnecessary casting of float64

* revert: changes

---------

Co-authored-by: Nityananda Gohain <nityanandagohain@gmail.com>

README.de-de.md

@@ -176,25 +176,6 @@ Wir haben Benchmarks veröffentlicht, die Loki mit SigNoz vergleichen. Schauen S
 Wir ❤️ Beiträge zum Projekt, egal ob große oder kleine. Bitte lies dir zuerst die [CONTRIBUTING.md](CONTRIBUTING.md), durch, bevor du anfängst, Beiträge zu SigNoz zu machen.
 Du bist dir nicht sicher, wie du anfangen sollst? Schreib uns einfach auf dem #contributing Kanal in unserer [slack community](https://signoz.io/slack)
 
-### Unsere Projektbetreuer
-
-#### Backend
-
-- [Ankit Nayan](https://github.com/ankitnayan)
-- [Nityananda Gohain](https://github.com/nityanandagohain)
-- [Srikanth Chekuri](https://github.com/srikanthccv)
-- [Vishal Sharma](https://github.com/makeavish)
-
-#### Frontend
-
-- [Palash Gupta](https://github.com/palashgdev)
-- [Yunus M](https://github.com/YounixM)
-- [Rajat Dabade](https://github.com/Rajat-Dabade)
-
-#### DevOps
-
-- [Prashant Shahi](https://github.com/prashant-shahi)
-
 <br /><br />
 
 ## Dokumentation

README.md

@@ -221,34 +221,6 @@ We ❤️ contributions big or small. Please read [CONTRIBUTING.md](CONTRIBUTING
 
 Not sure how to get started? Just ping us on `#contributing` in our [slack community](https://signoz.io/slack)
 
-### Project maintainers
-
-#### Backend
-
-- [Ankit Nayan](https://github.com/ankitnayan)
-- [Nityananda Gohain](https://github.com/nityanandagohain)
-- [Srikanth Chekuri](https://github.com/srikanthccv)
-- [Vishal Sharma](https://github.com/makeavish)
-- [Shivanshu Raj Shrivastava](https://github.com/shivanshuraj1333)
-- [Ekansh Gupta](https://github.com/eKuG)
-- [Aniket Agarwal](https://github.com/aniketio-ctrl)
-
-#### Frontend
-
-- [Yunus M](https://github.com/YounixM)
-- [Vikrant Gupta](https://github.com/vikrantgupta25)
-- [Sagar Rajput](https://github.com/SagarRajput-7)
-- [Shaheer Kochai](https://github.com/ahmadshaheer)
-- [Amlan Kumar Nandy](https://github.com/amlannandy)
-- [Sahil Khan](https://github.com/sawhil)
-- [Aditya Singh](https://github.com/aks07)
-- [Abhi Kumar](https://github.com/ahrefabhi)
-
-#### DevOps
-
-- [Prashant Shahi](https://github.com/prashant-shahi)
-- [Vibhu Pandey](https://github.com/therealpandey)
-
 <br /><br />
 
 

README.zh-cn.md

@@ -187,25 +187,6 @@ Jaeger 仅仅是一个分布式追踪系统。 但是 SigNoz 可以提供 metric
 
 如果你不知道如何开始？ 只需要在 [slack 社区](https://signoz.io/slack) 通过 `#contributing` 频道联系我们。
 
-### 项目维护人员
-
-#### 后端
-
-- [Ankit Nayan](https://github.com/ankitnayan)
-- [Nityananda Gohain](https://github.com/nityanandagohain)
-- [Srikanth Chekuri](https://github.com/srikanthccv)
-- [Vishal Sharma](https://github.com/makeavish)
-
-#### 前端
-
-- [Palash Gupta](https://github.com/palashgdev)
-- [Yunus M](https://github.com/YounixM)
-- [Rajat Dabade](https://github.com/Rajat-Dabade)
-
-#### 运维开发
-
-- [Prashant Shahi](https://github.com/prashant-shahi)
-
 <br /><br />
 
 ## 文档

conf/example.yaml

@@ -294,7 +294,6 @@ flagger:
   config:
     boolean:
       use_span_metrics: true
-      interpolation_enabled: false
       kafka_span_eval: false
     string:
     float:

deploy/docker-swarm/docker-compose.ha.yaml

@@ -176,7 +176,7 @@ services:
       # - ../common/clickhouse/storage.xml:/etc/clickhouse-server/config.d/storage.xml
   signoz:
     !!merge <<: *db-depend
-    image: signoz/signoz:v0.111.0
+    image: signoz/signoz:v0.112.0
     command:
       - --config=/root/config/prometheus.yml
     ports:

deploy/docker-swarm/docker-compose.yaml

@@ -117,7 +117,7 @@ services:
       # - ../common/clickhouse/storage.xml:/etc/clickhouse-server/config.d/storage.xml
   signoz:
     !!merge <<: *db-depend
-    image: signoz/signoz:v0.111.0
+    image: signoz/signoz:v0.112.0
     command:
       - --config=/root/config/prometheus.yml
     ports:

deploy/docker/docker-compose.ha.yaml

@@ -179,7 +179,7 @@ services:
       # - ../common/clickhouse/storage.xml:/etc/clickhouse-server/config.d/storage.xml
   signoz:
     !!merge <<: *db-depend
-    image: signoz/signoz:${VERSION:-v0.111.0}
+    image: signoz/signoz:${VERSION:-v0.112.0}
     container_name: signoz
     command:
       - --config=/root/config/prometheus.yml

deploy/docker/docker-compose.yaml

@@ -111,7 +111,7 @@ services:
       # - ../common/clickhouse/storage.xml:/etc/clickhouse-server/config.d/storage.xml
   signoz:
     !!merge <<: *db-depend
-    image: signoz/signoz:${VERSION:-v0.111.0}
+    image: signoz/signoz:${VERSION:-v0.112.0}
     container_name: signoz
     command:
       - --config=/root/config/prometheus.yml

ee/query-service/app/api/api.go

@@ -10,6 +10,7 @@ import (
 	"github.com/SigNoz/signoz/ee/query-service/usage"
 	"github.com/SigNoz/signoz/pkg/alertmanager"
 	"github.com/SigNoz/signoz/pkg/global"
+	"github.com/SigNoz/signoz/pkg/http/handler"
 	"github.com/SigNoz/signoz/pkg/http/middleware"
 	querierAPI "github.com/SigNoz/signoz/pkg/querier"
 	baseapp "github.com/SigNoz/signoz/pkg/query-service/app"
@@ -106,7 +107,10 @@ func (ah *APIHandler) RegisterRoutes(router *mux.Router, am *middleware.AuthZ) {
 	router.HandleFunc("/api/v4/query_range", am.ViewAccess(ah.queryRangeV4)).Methods(http.MethodPost)
 
 	// v5
-	router.HandleFunc("/api/v5/query_range", am.ViewAccess(ah.queryRangeV5)).Methods(http.MethodPost)
+	router.Handle("/api/v5/query_range", handler.New(
+		am.ViewAccess(ah.queryRangeV5),
+		querierAPI.QueryRangeV5OpenAPIDef,
+	)).Methods(http.MethodPost)
 
 	router.HandleFunc("/api/v5/substitute_vars", am.ViewAccess(ah.QuerierAPI.ReplaceVariables)).Methods(http.MethodPost)
 

frontend/src/api/generated/services/query/index.ts

@@ -0,0 +1,107 @@
+/**
+ * ! Do not edit manually
+ * * The file has been auto-generated using Orval for SigNoz
+ * * regenerate with 'yarn generate:api'
+ * SigNoz
+ */
+import type {
+	MutationFunction,
+	UseMutationOptions,
+	UseMutationResult,
+} from 'react-query';
+import { useMutation } from 'react-query';
+
+import { GeneratedAPIInstance } from '../../../index';
+import type {
+	Querybuildertypesv5QueryRangeRequestDTO,
+	QueryRangeV5200,
+	RenderErrorResponseDTO,
+} from '../sigNoz.schemas';
+
+type AwaitedInput<T> = PromiseLike<T> | T;
+
+type Awaited<O> = O extends AwaitedInput<infer T> ? T : never;
+
+/**
+ * Execute a composite query over a time range. Supports builder queries (traces, logs, metrics), formulas, trace operators, PromQL, and ClickHouse SQL.
+ * @summary Query range
+ */
+export const queryRangeV5 = (
+	querybuildertypesv5QueryRangeRequestDTO: Querybuildertypesv5QueryRangeRequestDTO,
+	signal?: AbortSignal,
+) => {
+	return GeneratedAPIInstance<QueryRangeV5200>({
+		url: `/api/v5/query_range`,
+		method: 'POST',
+		headers: { 'Content-Type': 'application/json' },
+		data: querybuildertypesv5QueryRangeRequestDTO,
+		signal,
+	});
+};
+
+export const getQueryRangeV5MutationOptions = <
+	TError = RenderErrorResponseDTO,
+	TContext = unknown
+>(options?: {
+	mutation?: UseMutationOptions<
+		Awaited<ReturnType<typeof queryRangeV5>>,
+		TError,
+		{ data: Querybuildertypesv5QueryRangeRequestDTO },
+		TContext
+	>;
+}): UseMutationOptions<
+	Awaited<ReturnType<typeof queryRangeV5>>,
+	TError,
+	{ data: Querybuildertypesv5QueryRangeRequestDTO },
+	TContext
+> => {
+	const mutationKey = ['queryRangeV5'];
+	const { mutation: mutationOptions } = options
+		? options.mutation &&
+		  'mutationKey' in options.mutation &&
+		  options.mutation.mutationKey
+			? options
+			: { ...options, mutation: { ...options.mutation, mutationKey } }
+		: { mutation: { mutationKey } };
+
+	const mutationFn: MutationFunction<
+		Awaited<ReturnType<typeof queryRangeV5>>,
+		{ data: Querybuildertypesv5QueryRangeRequestDTO }
+	> = (props) => {
+		const { data } = props ?? {};
+
+		return queryRangeV5(data);
+	};
+
+	return { mutationFn, ...mutationOptions };
+};
+
+export type QueryRangeV5MutationResult = NonNullable<
+	Awaited<ReturnType<typeof queryRangeV5>>
+>;
+export type QueryRangeV5MutationBody = Querybuildertypesv5QueryRangeRequestDTO;
+export type QueryRangeV5MutationError = RenderErrorResponseDTO;
+
+/**
+ * @summary Query range
+ */
+export const useQueryRangeV5 = <
+	TError = RenderErrorResponseDTO,
+	TContext = unknown
+>(options?: {
+	mutation?: UseMutationOptions<
+		Awaited<ReturnType<typeof queryRangeV5>>,
+		TError,
+		{ data: Querybuildertypesv5QueryRangeRequestDTO },
+		TContext
+	>;
+}): UseMutationResult<
+	Awaited<ReturnType<typeof queryRangeV5>>,
+	TError,
+	{ data: Querybuildertypesv5QueryRangeRequestDTO },
+	TContext
+> => {
+	const mutationOptions = getQueryRangeV5MutationOptions(options);
+
+	return useMutation(mutationOptions);
+};

frontend/src/components/HostMetricsDetail/HostMetricsLogs/HostMetricsLogs.tsx

@@ -1,8 +1,9 @@
 /* eslint-disable no-nested-ternary */
-import { useCallback, useEffect, useMemo } from 'react';
+import { useCallback, useEffect, useMemo, useRef } from 'react';
 import { useQuery } from 'react-query';
-import { Virtuoso } from 'react-virtuoso';
+import { Virtuoso, VirtuosoHandle } from 'react-virtuoso';
 import { Card } from 'antd';
+import LogDetail from 'components/LogDetail';
 import RawLogView from 'components/Logs/RawLogView';
 import OverlayScrollbar from 'components/OverlayScrollbar/OverlayScrollbar';
 import { DEFAULT_ENTITY_VERSION } from 'constants/app';
@@ -10,6 +11,8 @@ import LogsError from 'container/LogsError/LogsError';
 import { LogsLoading } from 'container/LogsLoading/LogsLoading';
 import { FontSize } from 'container/OptionsMenu/types';
 import { useHandleLogsPagination } from 'hooks/infraMonitoring/useHandleLogsPagination';
+import useLogDetailHandlers from 'hooks/logs/useLogDetailHandlers';
+import useScrollToLog from 'hooks/logs/useScrollToLog';
 import { GetMetricQueryRange } from 'lib/dashboard/getQueryResults';
 import { ILog } from 'types/api/logs/log';
 import { IBuilderQuery } from 'types/api/queryBuilder/queryBuilderData';
@@ -28,6 +31,15 @@ interface Props {
 }
 
 function HostMetricsLogs({ timeRange, filters }: Props): JSX.Element {
+	const virtuosoRef = useRef<VirtuosoHandle>(null);
+	const {
+		activeLog,
+		onAddToQuery,
+		selectedTab,
+		handleSetActiveLog,
+		handleCloseLogDetail,
+	} = useLogDetailHandlers();
+
 	const basePayload = getHostLogsQueryPayload(
 		timeRange.startTime,
 		timeRange.endTime,
@@ -72,29 +84,40 @@ function HostMetricsLogs({ timeRange, filters }: Props): JSX.Element {
 		setIsPaginating(false);
 	}, [data, setIsPaginating]);
 
+	const handleScrollToLog = useScrollToLog({
+		logs,
+		virtuosoRef,
+	});
+
 	const getItemContent = useCallback(
-		(_: number, logToRender: ILog): JSX.Element => (
-			<RawLogView
-				isTextOverflowEllipsisDisabled
-				key={logToRender.id}
-				data={logToRender}
-				linesPerRow={5}
-				fontSize={FontSize.MEDIUM}
-				selectedFields={[
-					{
-						dataType: 'string',
-						type: '',
-						name: 'body',
-					},
-					{
-						dataType: 'string',
-						type: '',
-						name: 'timestamp',
-					},
-				]}
-			/>
-		),
-		[],
+		(_: number, logToRender: ILog): JSX.Element => {
+			return (
+				<div key={logToRender.id}>
+					<RawLogView
+						isTextOverflowEllipsisDisabled
+						data={logToRender}
+						linesPerRow={5}
+						fontSize={FontSize.MEDIUM}
+						selectedFields={[
+							{
+								dataType: 'string',
+								type: '',
+								name: 'body',
+							},
+							{
+								dataType: 'string',
+								type: '',
+								name: 'timestamp',
+							},
+						]}
+						onSetActiveLog={handleSetActiveLog}
+						onClearActiveLog={handleCloseLogDetail}
+						isActiveLog={activeLog?.id === logToRender.id}
+					/>
+				</div>
+			);
+		},
+		[activeLog, handleSetActiveLog, handleCloseLogDetail],
 	);
 
 	const renderFooter = useCallback(
@@ -118,6 +141,7 @@ function HostMetricsLogs({ timeRange, filters }: Props): JSX.Element {
 					<Virtuoso
 						className="host-metrics-logs-virtuoso"
 						key="host-metrics-logs-virtuoso"
+						ref={virtuosoRef}
 						data={logs}
 						endReached={loadMoreLogs}
 						totalCount={logs.length}
@@ -139,7 +163,24 @@ function HostMetricsLogs({ timeRange, filters }: Props): JSX.Element {
 			{!isLoading && !isError && logs.length === 0 && <NoLogsContainer />}
 			{isError && !isLoading && <LogsError />}
 			{!isLoading && !isError && logs.length > 0 && (
-				<div className="host-metrics-logs-list-container">{renderContent}</div>
+				<div
+					className="host-metrics-logs-list-container"
+					data-log-detail-ignore="true"
+				>
+					{renderContent}
+				</div>
+			)}
+			{selectedTab && activeLog && (
+				<LogDetail
+					log={activeLog}
+					onClose={handleCloseLogDetail}
+					logs={logs}
+					onNavigateLog={handleSetActiveLog}
+					selectedTab={selectedTab}
+					onAddToQuery={onAddToQuery}
+					onClickActionItem={onAddToQuery}
+					onScrollToLog={handleScrollToLog}
+				/>
 			)}
 		</div>
 	);

frontend/src/components/LogDetail/LogDetail.interfaces.ts

@@ -13,6 +13,9 @@ export type LogDetailProps = {
 	handleChangeSelectedView?: ChangeViewFunctionType;
 	isListViewPanel?: boolean;
 	listViewPanelSelectedFields?: IField[] | null;
+	logs?: ILog[];
+	onNavigateLog?: (log: ILog) => void;
+	onScrollToLog?: (logId: string) => void;
 } & Pick<AddToQueryHOCProps, 'onAddToQuery'> &
 	Partial<Pick<ActionItemProps, 'onClickActionItem'>> &
 	Pick<DrawerProps, 'onClose'>;

frontend/src/components/LogDetail/LogDetails.styles.scss

@@ -15,6 +15,8 @@
 		}
 
 		.log-detail-drawer__title-right {
+			display: flex;
+			align-items: center;
 			.ant-btn {
 				display: flex;
 				align-items: center;
@@ -66,6 +68,10 @@
 		margin-bottom: 16px;
 	}
 
+	.log-detail-drawer__content {
+		height: 100%;
+	}
+
 	.log-detail-drawer__log {
 		width: 100%;
 		display: flex;
@@ -183,9 +189,115 @@
 	.ant-drawer-close {
 		padding: 0px;
 	}
+	.log-detail-drawer__footer-hint {
+		position: absolute;
+		bottom: 0;
+		left: 0;
+		right: 0;
+		padding: 8px 16px;
+		text-align: left;
+		color: var(--text-vanilla-200);
+		background: var(--bg-ink-400);
+		z-index: 10;
+
+		.log-detail-drawer__footer-hint-content {
+			display: flex;
+			align-items: center;
+			gap: 4px;
+		}
+
+		.log-detail-drawer__footer-hint-icon {
+			display: inline;
+			vertical-align: middle;
+			color: var(--text-vanilla-200);
+		}
+
+		.log-detail-drawer__footer-hint-text {
+			font-size: 13px;
+			margin: 0;
+		}
+	}
+	.log-arrows {
+		display: flex;
+		box-shadow: 0 1px 4px 0 rgba(0, 0, 0, 0.1);
+		border-radius: 6px;
+		padding: 2px 6px;
+		align-items: center;
+		margin-left: 8px;
+	}
+
+	.log-arrow-btn {
+		padding: 0;
+		min-width: 28px;
+		height: 28px;
+		border-radius: 4px;
+		background: var(--bg-ink-400);
+		color: var(--text-vanilla-400);
+		border: 1px solid var(--bg-ink-300);
+		box-shadow: 0 1px 2px 0 rgba(0, 0, 0, 0.08);
+		display: flex;
+		align-items: center;
+		justify-content: center;
+		transition: background-color 0.2s ease-in-out;
+	}
+
+	.log-arrow-btn-up,
+	.log-arrow-btn-down {
+		background: var(--bg-ink-400);
+	}
+
+	.log-arrow-btn:active,
+	.log-arrow-btn:focus {
+		background: var(--bg-ink-300);
+		color: var(--text-vanilla-100);
+	}
+
+	.log-arrow-btn[disabled] {
+		opacity: 0.5;
+		cursor: not-allowed;
+		background: var(--bg-ink-500);
+		color: var(--text-vanilla-200);
+
+		.log-arrow-btn:hover:not([disabled]) {
+			background: var(--bg-ink-300);
+			color: var(--text-vanilla-100);
+		}
+	}
 }
 
 .lightMode {
+	.log-arrows {
+		background: var(--bg-vanilla-100);
+		box-shadow: 0 1px 4px 0 rgba(0, 0, 0, 0.04);
+	}
+
+	.log-arrow-btn {
+		background: var(--bg-vanilla-100);
+		color: var(--text-ink-400);
+		border: 1px solid var(--bg-vanilla-300);
+		box-shadow: 0 1px 2px 0 rgba(0, 0, 0, 0.04);
+	}
+
+	.log-arrow-btn-up,
+	.log-arrow-btn-down {
+		background: var(--bg-vanilla-100);
+	}
+
+	.log-arrow-btn:active,
+	.log-arrow-btn:focus {
+		background: var(--bg-vanilla-200);
+		color: var(--text-ink-500);
+	}
+
+	.log-arrow-btn:hover:not([disabled]) {
+		background: var(--bg-vanilla-200);
+		color: var(--text-ink-500);
+	}
+
+	.log-arrow-btn[disabled] {
+		background: var(--bg-vanilla-100);
+		color: var(--text-ink-200);
+	}
 	.ant-drawer-header {
 		border-bottom: 1px solid var(--bg-vanilla-400);
 		background: var(--bg-vanilla-100);
@@ -252,4 +364,33 @@
 			color: var(--text-ink-300);
 		}
 	}
+
+	.log-detail-drawer__footer-hint {
+		position: absolute;
+		bottom: 0;
+		left: 0;
+		right: 0;
+		padding: 8px 16px;
+		text-align: left;
+		color: var(--text-vanilla-700);
+		background: var(--bg-vanilla-100);
+		z-index: 10;
+
+		.log-detail-drawer__footer-hint-content {
+			display: flex;
+			align-items: center;
+			gap: 4px;
+		}
+
+		.log-detail-drawer__footer-hint-icon {
+			display: inline;
+			vertical-align: middle;
+			color: var(--text-vanilla-700);
+		}
+
+		.log-detail-drawer__footer-hint-text {
+			font-size: 13px;
+			margin: 0;
+		}
+	}
 }

frontend/src/components/LogDetail/index.tsx

@@ -1,5 +1,5 @@
 /* eslint-disable sonarjs/cognitive-complexity */
-import { useCallback, useMemo, useState } from 'react';
+import { useCallback, useEffect, useMemo, useState } from 'react';
 import { useSelector } from 'react-redux';
 import { useCopyToClipboard, useLocation } from 'react-use';
 import { Color, Spacing } from '@signozhq/design-tokens';
@@ -32,8 +32,12 @@ import { useSafeNavigate } from 'hooks/useSafeNavigate';
 import createQueryParams from 'lib/createQueryParams';
 import { cloneDeep } from 'lodash-es';
 import {
+	ArrowDown,
+	ArrowUp,
 	BarChart2,
 	Braces,
+	ChevronDown,
+	ChevronUp,
 	Compass,
 	Copy,
 	Filter,
@@ -60,6 +64,9 @@ function LogDetailInner({
 	isListViewPanel = false,
 	listViewPanelSelectedFields,
 	handleChangeSelectedView,
+	logs,
+	onNavigateLog,
+	onScrollToLog,
 }: LogDetailInnerProps): JSX.Element {
 	const initialContextQuery = useInitialQuery(log);
 	const [contextQuery, setContextQuery] = useState<Query | undefined>(
@@ -74,6 +81,78 @@ function LogDetailInner({
 	const [isEdit, setIsEdit] = useState<boolean>(false);
 	const { stagedQuery, updateAllQueriesOperators } = useQueryBuilder();
 
+	// Handle clicks outside to close drawer, except on explicitly ignored regions
+	useEffect(() => {
+		const handleClickOutside = (e: MouseEvent): void => {
+			const target = e.target as HTMLElement;
+
+			// Don't close if clicking on explicitly ignored regions
+			if (target.closest('[data-log-detail-ignore="true"]')) {
+				return;
+			}
+
+			// Close the drawer for any other outside click
+			onClose?.(e as any);
+		};
+
+		document.addEventListener('mousedown', handleClickOutside);
+
+		return (): void => {
+			document.removeEventListener('mousedown', handleClickOutside);
+		};
+	}, [onClose]);
+
+	// Keyboard navigation - handle up/down arrow keys
+	// Only listen when in OVERVIEW tab
+	useEffect(() => {
+		if (
+			!logs ||
+			!onNavigateLog ||
+			logs.length === 0 ||
+			selectedView !== VIEW_TYPES.OVERVIEW
+		) {
+			return;
+		}
+
+		const handleKeyDown = (e: KeyboardEvent): void => {
+			const currentIndex = logs.findIndex((l) => l.id === log.id);
+			if (currentIndex === -1) {
+				return;
+			}
+
+			if (e.key === 'ArrowUp') {
+				e.preventDefault();
+				e.stopPropagation();
+				// Navigate to previous log
+				if (currentIndex > 0) {
+					const prevLog = logs[currentIndex - 1];
+					onNavigateLog(prevLog);
+					// Trigger scroll to the log element
+					if (onScrollToLog) {
+						onScrollToLog(prevLog.id);
+					}
+				}
+			} else if (e.key === 'ArrowDown') {
+				e.preventDefault();
+				e.stopPropagation();
+				// Navigate to next log
+				if (currentIndex < logs.length - 1) {
+					const nextLog = logs[currentIndex + 1];
+					onNavigateLog(nextLog);
+					// Trigger scroll to the log element
+					if (onScrollToLog) {
+						onScrollToLog(nextLog.id);
+					}
+				}
+			}
+		};
+
+		document.addEventListener('keydown', handleKeyDown);
+		return (): void => {
+			document.removeEventListener('keydown', handleKeyDown);
+		};
+	}, [log.id, logs, onNavigateLog, onScrollToLog, selectedView]);
+
 	const listQuery = useMemo(() => {
 		if (!stagedQuery || stagedQuery.builder.queryData.length < 1) {
 			return null;
@@ -227,32 +306,87 @@ function LogDetailInner({
 	);
 
 	const logType = log?.attributes_string?.log_level || LogType.INFO;
+	const currentLogIndex = logs ? logs.findIndex((l) => l.id === log.id) : -1;
+	const isPrevDisabled =
+		!logs || !onNavigateLog || logs.length === 0 || currentLogIndex <= 0;
+	const isNextDisabled =
+		!logs ||
+		!onNavigateLog ||
+		logs.length === 0 ||
+		currentLogIndex === logs.length - 1;
+
+	type HandleNavigateLogParams = {
+		direction: 'next' | 'previous';
+	};
+
+	const handleNavigateLog = ({ direction }: HandleNavigateLogParams): void => {
+		if (!logs || !onNavigateLog || currentLogIndex === -1) {
+			return;
+		}
+		if (direction === 'previous' && !isPrevDisabled) {
+			const prevLog = logs[currentLogIndex - 1];
+			onNavigateLog(prevLog);
+			onScrollToLog?.(prevLog.id);
+		} else if (direction === 'next' && !isNextDisabled) {
+			const nextLog = logs[currentLogIndex + 1];
+			onNavigateLog(nextLog);
+			onScrollToLog?.(nextLog.id);
+		}
+	};
 
 	return (
 		<Drawer
 			width="60%"
-			maskStyle={{ background: 'none' }}
+			mask={false}
+			maskClosable={false}
 			title={
-				<div className="log-detail-drawer__title">
+				<div className="log-detail-drawer__title" data-log-detail-ignore="true">
 					<div className="log-detail-drawer__title-left">
 						<Divider type="vertical" className={cx('log-type-indicator', LogType)} />
 						<Typography.Text className="title">Log details</Typography.Text>
 					</div>
-					{showOpenInExplorerBtn && (
-						<div className="log-detail-drawer__title-right">
-							<Button
-								className="open-in-explorer-btn"
-								icon={<Compass size={16} />}
-								onClick={handleOpenInExplorer}
+					<div className="log-detail-drawer__title-right">
+						<div className="log-arrows">
+							<Tooltip
+								title={isPrevDisabled ? '' : 'Move to previous log'}
+								placement="top"
+								mouseLeaveDelay={0}
 							>
-								Open in Explorer
-							</Button>
+								<Button
+									icon={<ChevronUp size={14} />}
+									className="log-arrow-btn log-arrow-btn-up"
+									disabled={isPrevDisabled}
+									onClick={(): void => handleNavigateLog({ direction: 'previous' })}
+								/>
+							</Tooltip>
+							<Tooltip
+								title={isNextDisabled ? '' : 'Move to next log'}
+								placement="top"
+								mouseLeaveDelay={0}
+							>
+								<Button
+									icon={<ChevronDown size={14} />}
+									className="log-arrow-btn log-arrow-btn-down"
+									disabled={isNextDisabled}
+									onClick={(): void => handleNavigateLog({ direction: 'next' })}
+								/>
+							</Tooltip>
 						</div>
-					)}
+						{showOpenInExplorerBtn && (
+							<div>
+								<Button
+									className="open-in-explorer-btn"
+									icon={<Compass size={16} />}
+									onClick={handleOpenInExplorer}
+								>
+									Open in Explorer
+								</Button>
+							</div>
+						)}
+					</div>
 				</div>
 			}
 			placement="right"
-			// closable
 			onClose={drawerCloseHandler}
 			open={log !== null}
 			style={{
@@ -263,138 +397,164 @@ function LogDetailInner({
 			destroyOnClose
 			closeIcon={<X size={16} style={{ marginTop: Spacing.MARGIN_1 }} />}
 		>
-			<div className="log-detail-drawer__log">
-				<Divider type="vertical" className={cx('log-type-indicator', logType)} />
-				<Tooltip title={removeEscapeCharacters(log?.body)} placement="left">
-					<div className="log-body" dangerouslySetInnerHTML={htmlBody} />
-				</Tooltip>
+			<div className="log-detail-drawer__content" data-log-detail-ignore="true">
+				<div className="log-detail-drawer__log">
+					<Divider type="vertical" className={cx('log-type-indicator', logType)} />
+					<Tooltip title={removeEscapeCharacters(log?.body)} placement="left">
+						<div className="log-body" dangerouslySetInnerHTML={htmlBody} />
+					</Tooltip>
 
-				<div className="log-overflow-shadow">&nbsp;</div>
-			</div>
+					<div className="log-overflow-shadow">&nbsp;</div>
+				</div>
 
-			<div className="tabs-and-search">
-				<Radio.Group
-					className="views-tabs"
-					onChange={handleModeChange}
-					value={selectedView}
-				>
-					<Radio.Button
-						className={
-							// eslint-disable-next-line sonarjs/no-duplicate-string
-							selectedView === VIEW_TYPES.OVERVIEW ? 'selected_view tab' : 'tab'
-						}
-						value={VIEW_TYPES.OVERVIEW}
+				<div className="tabs-and-search">
+					<Radio.Group
+						className="views-tabs"
+						onChange={handleModeChange}
+						value={selectedView}
 					>
-						<div className="view-title">
-							<Table size={14} />
-							Overview
-						</div>
-					</Radio.Button>
-					<Radio.Button
-						className={selectedView === VIEW_TYPES.JSON ? 'selected_view tab' : 'tab'}
-						value={VIEW_TYPES.JSON}
-					>
-						<div className="view-title">
-							<Braces size={14} />
-							JSON
-						</div>
-					</Radio.Button>
-					<Radio.Button
-						className={
-							selectedView === VIEW_TYPES.CONTEXT ? 'selected_view tab' : 'tab'
-						}
-						value={VIEW_TYPES.CONTEXT}
-					>
-						<div className="view-title">
-							<TextSelect size={14} />
-							Context
-						</div>
-					</Radio.Button>
-					<Radio.Button
-						className={
-							selectedView === VIEW_TYPES.INFRAMETRICS ? 'selected_view tab' : 'tab'
-						}
-						value={VIEW_TYPES.INFRAMETRICS}
-					>
-						<div className="view-title">
-							<BarChart2 size={14} />
-							Metrics
-						</div>
-					</Radio.Button>
-				</Radio.Group>
+						<Radio.Button
+							className={
+								// eslint-disable-next-line sonarjs/no-duplicate-string
+								selectedView === VIEW_TYPES.OVERVIEW ? 'selected_view tab' : 'tab'
+							}
+							value={VIEW_TYPES.OVERVIEW}
+						>
+							<div className="view-title">
+								<Table size={14} />
+								Overview
+							</div>
+						</Radio.Button>
+						<Radio.Button
+							className={
+								selectedView === VIEW_TYPES.JSON ? 'selected_view tab' : 'tab'
+							}
+							value={VIEW_TYPES.JSON}
+						>
+							<div className="view-title">
+								<Braces size={14} />
+								JSON
+							</div>
+						</Radio.Button>
+						<Radio.Button
+							className={
+								selectedView === VIEW_TYPES.CONTEXT ? 'selected_view tab' : 'tab'
+							}
+							value={VIEW_TYPES.CONTEXT}
+						>
+							<div className="view-title">
+								<TextSelect size={14} />
+								Context
+							</div>
+						</Radio.Button>
+						<Radio.Button
+							className={
+								selectedView === VIEW_TYPES.INFRAMETRICS ? 'selected_view tab' : 'tab'
+							}
+							value={VIEW_TYPES.INFRAMETRICS}
+						>
+							<div className="view-title">
+								<BarChart2 size={14} />
+								Metrics
+							</div>
+						</Radio.Button>
+					</Radio.Group>
+
+					<div className="log-detail-drawer__actions">
+						{selectedView === VIEW_TYPES.CONTEXT && (
+							<Tooltip
+								title="Show Filters"
+								placement="topLeft"
+								aria-label="Show Filters"
+							>
+								<Button
+									className="action-btn"
+									icon={<Filter size={16} />}
+									onClick={handleFilterVisible}
+								/>
+							</Tooltip>
+						)}
 
-				<div className="log-detail-drawer__actions">
-					{selectedView === VIEW_TYPES.CONTEXT && (
 						<Tooltip
-							title="Show Filters"
+							title={selectedView === VIEW_TYPES.JSON ? 'Copy JSON' : 'Copy Log Link'}
 							placement="topLeft"
-							aria-label="Show Filters"
+							aria-label={
+								selectedView === VIEW_TYPES.JSON ? 'Copy JSON' : 'Copy Log Link'
+							}
 						>
 							<Button
 								className="action-btn"
-								icon={<Filter size={16} />}
-								onClick={handleFilterVisible}
+								icon={<Copy size={16} />}
+								onClick={selectedView === VIEW_TYPES.JSON ? handleJSONCopy : onLogCopy}
 							/>
 						</Tooltip>
-					)}
-
-					<Tooltip
-						title={selectedView === VIEW_TYPES.JSON ? 'Copy JSON' : 'Copy Log Link'}
-						placement="topLeft"
-						aria-label={
-							selectedView === VIEW_TYPES.JSON ? 'Copy JSON' : 'Copy Log Link'
-						}
-					>
-						<Button
-							className="action-btn"
-							icon={<Copy size={16} />}
-							onClick={selectedView === VIEW_TYPES.JSON ? handleJSONCopy : onLogCopy}
+					</div>
+				</div>
+				{isFilterVisible && contextQuery?.builder.queryData[0] && (
+					<div className="log-detail-drawer-query-container">
+						<QuerySearch
+							onChange={(value): void => handleQueryExpressionChange(value, 0)}
+							dataSource={DataSource.LOGS}
+							queryData={contextQuery?.builder.queryData[0]}
+							onRun={handleRunQuery}
 						/>
-					</Tooltip>
-				</div>
-			</div>
-			{isFilterVisible && contextQuery?.builder.queryData[0] && (
-				<div className="log-detail-drawer-query-container">
-					<QuerySearch
-						onChange={(value): void => handleQueryExpressionChange(value, 0)}
-						dataSource={DataSource.LOGS}
-						queryData={contextQuery?.builder.queryData[0]}
-						onRun={handleRunQuery}
+					</div>
+				)}
+
+				{selectedView === VIEW_TYPES.OVERVIEW && (
+					<Overview
+						logData={log}
+						onAddToQuery={onAddToQuery}
+						onClickActionItem={onClickActionItem}
+						isListViewPanel={isListViewPanel}
+						selectedOptions={options}
+						listViewPanelSelectedFields={listViewPanelSelectedFields}
+						handleChangeSelectedView={handleChangeSelectedView}
 					/>
-				</div>
-			)}
+				)}
+				{selectedView === VIEW_TYPES.JSON && <JSONView logData={log} />}
 
-			{selectedView === VIEW_TYPES.OVERVIEW && (
-				<Overview
-					logData={log}
-					onAddToQuery={onAddToQuery}
-					onClickActionItem={onClickActionItem}
-					isListViewPanel={isListViewPanel}
-					selectedOptions={options}
-					listViewPanelSelectedFields={listViewPanelSelectedFields}
-					handleChangeSelectedView={handleChangeSelectedView}
-				/>
-			)}
-			{selectedView === VIEW_TYPES.JSON && <JSONView logData={log} />}
+				{selectedView === VIEW_TYPES.CONTEXT && (
+					<ContextView
+						log={log}
+						filters={filters}
+						contextQuery={contextQuery}
+						isEdit={isEdit}
+					/>
+				)}
+				{selectedView === VIEW_TYPES.INFRAMETRICS && (
+					<InfraMetrics
+						clusterName={log.resources_string?.[RESOURCE_KEYS.CLUSTER_NAME] || ''}
+						podName={log.resources_string?.[RESOURCE_KEYS.POD_NAME] || ''}
+						nodeName={log.resources_string?.[RESOURCE_KEYS.NODE_NAME] || ''}
+						hostName={log.resources_string?.[RESOURCE_KEYS.HOST_NAME] || ''}
+						timestamp={log.timestamp.toString()}
+						dataSource={DataSource.LOGS}
+					/>
+				)}
 
-			{selectedView === VIEW_TYPES.CONTEXT && (
-				<ContextView
-					log={log}
-					filters={filters}
-					contextQuery={contextQuery}
-					isEdit={isEdit}
-				/>
-			)}
-			{selectedView === VIEW_TYPES.INFRAMETRICS && (
-				<InfraMetrics
-					clusterName={log.resources_string?.[RESOURCE_KEYS.CLUSTER_NAME] || ''}
-					podName={log.resources_string?.[RESOURCE_KEYS.POD_NAME] || ''}
-					nodeName={log.resources_string?.[RESOURCE_KEYS.NODE_NAME] || ''}
-					hostName={log.resources_string?.[RESOURCE_KEYS.HOST_NAME] || ''}
-					timestamp={log.timestamp.toString()}
-					dataSource={DataSource.LOGS}
-				/>
-			)}
+				{selectedView === VIEW_TYPES.OVERVIEW && (
+					<div className="log-detail-drawer__footer-hint">
+						<div className="log-detail-drawer__footer-hint-content">
+							<Typography.Text
+								type="secondary"
+								className="log-detail-drawer__footer-hint-text"
+							>
+								Use
+							</Typography.Text>
+							<ArrowUp size={14} className="log-detail-drawer__footer-hint-icon" />
+							<span>/</span>
+							<ArrowDown size={14} className="log-detail-drawer__footer-hint-icon" />
+							<Typography.Text
+								type="secondary"
+								className="log-detail-drawer__footer-hint-text"
+							>
+								to view previous/next log
+							</Typography.Text>
+						</div>
+					</div>
+				)}
+			</div>
 		</Drawer>
 	);
 }

frontend/src/components/Logs/ListLogView/index.tsx

@@ -2,13 +2,11 @@ import { memo, useCallback, useMemo } from 'react';
 import { blue } from '@ant-design/colors';
 import { Typography } from 'antd';
 import cx from 'classnames';
-import LogDetail from 'components/LogDetail';
 import { VIEW_TYPES } from 'components/LogDetail/constants';
 import { DATE_TIME_FORMATS } from 'constants/dateTimeFormats';
 import { ChangeViewFunctionType } from 'container/ExplorerOptions/types';
 import { getSanitizedLogBody } from 'container/LogDetailedView/utils';
 import { FontSize } from 'container/OptionsMenu/types';
-import { useActiveLog } from 'hooks/logs/useActiveLog';
 import { useCopyLogLink } from 'hooks/logs/useCopyLogLink';
 import { useIsDarkMode } from 'hooks/useDarkMode';
 // utils
@@ -104,12 +102,17 @@ function LogSelectedField({
 type ListLogViewProps = {
 	logData: ILog;
 	selectedFields: IField[];
-	onSetActiveLog: (log: ILog) => void;
+	onSetActiveLog: (
+		log: ILog,
+		selectedTab?: typeof VIEW_TYPES[keyof typeof VIEW_TYPES],
+	) => void;
 	onAddToQuery: AddToQueryHOCProps['onAddToQuery'];
 	activeLog?: ILog | null;
 	linesPerRow: number;
 	fontSize: FontSize;
 	handleChangeSelectedView?: ChangeViewFunctionType;
+	isActiveLog?: boolean;
+	onClearActiveLog?: () => void;
 };
 
 function ListLogView({
@@ -120,7 +123,8 @@ function ListLogView({
 	activeLog,
 	linesPerRow,
 	fontSize,
-	handleChangeSelectedView,
+	isActiveLog,
+	onClearActiveLog,
 }: ListLogViewProps): JSX.Element {
 	const flattenLogData = useMemo(() => FlatLogData(logData), [logData]);
 
@@ -129,35 +133,24 @@ function ListLogView({
 	);
 	const isReadOnlyLog = !isLogsExplorerPage;
 
-	const {
-		activeLog: activeContextLog,
-		onAddToQuery: handleAddToQuery,
-		onSetActiveLog: handleSetActiveContextLog,
-		onClearActiveLog: handleClearActiveContextLog,
-	} = useActiveLog();
-
 	const isDarkMode = useIsDarkMode();
 
-	const handlerClearActiveContextLog = useCallback(
-		(event: React.MouseEvent | React.KeyboardEvent) => {
-			event.preventDefault();
-			event.stopPropagation();
-			handleClearActiveContextLog();
-		},
-		[handleClearActiveContextLog],
-	);
-
 	const handleDetailedView = useCallback(() => {
+		if (isActiveLog) {
+			onClearActiveLog?.();
+			return;
+		}
+
 		onSetActiveLog(logData);
-	}, [logData, onSetActiveLog]);
+	}, [logData, onSetActiveLog, isActiveLog, onClearActiveLog]);
 
 	const handleShowContext = useCallback(
 		(event: React.MouseEvent) => {
 			event.preventDefault();
 			event.stopPropagation();
-			handleSetActiveContextLog(logData);
+			onSetActiveLog(logData, VIEW_TYPES.CONTEXT);
 		},
-		[logData, handleSetActiveContextLog],
+		[logData, onSetActiveLog],
 	);
 
 	const updatedSelecedFields = useMemo(
@@ -186,11 +179,7 @@ function ListLogView({
 	return (
 		<>
 			<Container
-				$isActiveLog={
-					isHighlighted ||
-					activeLog?.id === logData.id ||
-					activeContextLog?.id === logData.id
-				}
+				$isActiveLog={isHighlighted || activeLog?.id === logData.id}
 				$isDarkMode={isDarkMode}
 				$logType={logType}
 				onClick={handleDetailedView}
@@ -251,15 +240,6 @@ function ListLogView({
 					/>
 				)}
 			</Container>
-			{activeContextLog && (
-				<LogDetail
-					log={activeContextLog}
-					onAddToQuery={handleAddToQuery}
-					selectedTab={VIEW_TYPES.CONTEXT}
-					onClose={handlerClearActiveContextLog}
-					handleChangeSelectedView={handleChangeSelectedView}
-				/>
-			)}
 		</>
 	);
 }

frontend/src/components/Logs/RawLogView/index.tsx

@@ -1,19 +1,15 @@
 import {
-	KeyboardEvent,
 	memo,
 	MouseEvent,
 	MouseEventHandler,
 	useCallback,
 	useMemo,
-	useState,
 } from 'react';
 import { Color } from '@signozhq/design-tokens';
-import { DrawerProps, Tooltip } from 'antd';
-import LogDetail from 'components/LogDetail';
-import { VIEW_TYPES, VIEWS } from 'components/LogDetail/constants';
+import { Tooltip } from 'antd';
+import { VIEW_TYPES } from 'components/LogDetail/constants';
 import { DATE_TIME_FORMATS } from 'constants/dateTimeFormats';
 import { getSanitizedLogBody } from 'container/LogDetailedView/utils';
-import { useActiveLog } from 'hooks/logs/useActiveLog';
 import { useCopyLogLink } from 'hooks/logs/useCopyLogLink';
 // hooks
 import { useIsDarkMode } from 'hooks/useDarkMode';
@@ -39,7 +35,8 @@ function RawLogView({
 	selectedFields = [],
 	fontSize,
 	onLogClick,
-	handleChangeSelectedView,
+	onSetActiveLog,
+	onClearActiveLog,
 }: RawLogViewProps): JSX.Element {
 	const {
 		isHighlighted: isUrlHighlighted,
@@ -48,15 +45,6 @@ function RawLogView({
 	} = useCopyLogLink(data.id);
 	const flattenLogData = useMemo(() => FlatLogData(data), [data]);
 
-	const {
-		activeLog,
-		onSetActiveLog,
-		onClearActiveLog,
-		onAddToQuery,
-	} = useActiveLog();
-
-	const [selectedTab, setSelectedTab] = useState<VIEWS | undefined>();
-
 	const isDarkMode = useIsDarkMode();
 	const isReadOnlyLog = !isLogsExplorerPage || isReadOnly;
 
@@ -134,34 +122,24 @@ function RawLogView({
 			// Use custom click handler if provided, otherwise use default behavior
 			if (onLogClick) {
 				onLogClick(data, event);
-			} else {
-				onSetActiveLog(data);
-				setSelectedTab(VIEW_TYPES.OVERVIEW);
+				return;
+			}
+			if (isActiveLog) {
+				onClearActiveLog?.();
+				return;
 			}
-		},
-		[isReadOnly, data, onSetActiveLog, onLogClick],
-	);
 
-	const handleCloseLogDetail: DrawerProps['onClose'] = useCallback(
-		(
-			event: MouseEvent<Element, globalThis.MouseEvent> | KeyboardEvent<Element>,
-		) => {
-			event.preventDefault();
-			event.stopPropagation();
-
-			onClearActiveLog();
-			setSelectedTab(undefined);
+			onSetActiveLog?.(data);
 		},
-		[onClearActiveLog],
+		[isReadOnly, onLogClick, isActiveLog, onSetActiveLog, data, onClearActiveLog],
 	);
 
 	const handleShowContext: MouseEventHandler<HTMLElement> = useCallback(
 		(event) => {
 			event.preventDefault();
 			event.stopPropagation();
-			// handleSetActiveContextLog(data);
-			setSelectedTab(VIEW_TYPES.CONTEXT);
-			onSetActiveLog(data);
+
+			onSetActiveLog?.(data, VIEW_TYPES.CONTEXT);
 		},
 		[data, onSetActiveLog],
 	);
@@ -181,7 +159,7 @@ function RawLogView({
 			$isDarkMode={isDarkMode}
 			$isReadOnly={isReadOnly}
 			$isHightlightedLog={isUrlHighlighted}
-			$isActiveLog={activeLog?.id === data.id || isActiveLog}
+			$isActiveLog={isActiveLog}
 			$isCustomHighlighted={isHighlighted}
 			$logType={logType}
 			fontSize={fontSize}
@@ -218,17 +196,6 @@ function RawLogView({
 					onLogCopy={onLogCopy}
 				/>
 			)}
-
-			{selectedTab && (
-				<LogDetail
-					selectedTab={selectedTab}
-					log={activeLog}
-					onClose={handleCloseLogDetail}
-					onAddToQuery={onAddToQuery}
-					onClickActionItem={onAddToQuery}
-					handleChangeSelectedView={handleChangeSelectedView}
-				/>
-			)}
 		</RawLogViewContainer>
 	);
 }

frontend/src/components/Logs/RawLogView/styles.ts

@@ -45,9 +45,6 @@ export const RawLogViewContainer = styled(Row)<{
 				: `margin: 2px 0;`}
 	}
 
-	${({ $isActiveLog, $logType }): string =>
-		getActiveLogBackground($isActiveLog, true, $logType)}
-
 	${({ $isReadOnly, $isActiveLog, $isDarkMode, $logType }): string =>
 		$isActiveLog
 			? getActiveLogBackground($isActiveLog, $isDarkMode, $logType)

frontend/src/components/Logs/RawLogView/types.ts

@@ -1,4 +1,5 @@
 import { MouseEvent } from 'react';
+import { VIEW_TYPES } from 'components/LogDetail/constants';
 import { ChangeViewFunctionType } from 'container/ExplorerOptions/types';
 import { FontSize } from 'container/OptionsMenu/types';
 import { IField } from 'types/api/logs/fields';
@@ -16,6 +17,11 @@ export interface RawLogViewProps {
 	selectedFields?: IField[];
 	onLogClick?: (log: ILog, event: MouseEvent) => void;
 	handleChangeSelectedView?: ChangeViewFunctionType;
+	onSetActiveLog?: (
+		log: ILog,
+		selectedTab?: typeof VIEW_TYPES[keyof typeof VIEW_TYPES],
+	) => void;
+	onClearActiveLog?: () => void;
 }
 
 export interface RawLogContentProps {

frontend/src/container/DashboardContainer/DashboardDescription/Description.styles.scss

@@ -9,74 +9,6 @@
 		padding: 0px;
 	}
 
-	.dashboard-header {
-		border-bottom: 1px solid var(--bg-slate-400);
-		display: flex;
-		justify-content: space-between;
-		gap: 16px;
-		align-items: center;
-		padding: 0 8px;
-		box-sizing: border-box;
-
-		.dashboard-breadcrumbs {
-			width: 100%;
-			height: 48px;
-			display: flex;
-			gap: 6px;
-			align-items: center;
-			max-width: 80%;
-
-			.dashboard-btn {
-				display: flex;
-				align-items: center;
-				color: var(--bg-vanilla-400);
-				font-family: Inter;
-				font-size: 14px;
-				font-style: normal;
-				font-weight: 400;
-				line-height: 20px; /* 142.857% */
-				letter-spacing: -0.07px;
-				padding: 0px;
-				height: 20px;
-			}
-
-			.dashboard-btn:hover {
-				background-color: unset;
-			}
-
-			.id-btn {
-				display: flex;
-				align-items: center;
-				padding: 0px 2px;
-				border-radius: 2px;
-				background: rgba(113, 144, 249, 0.1);
-				color: var(--bg-robin-400);
-				font-family: Inter;
-				font-size: 14px;
-				font-style: normal;
-				font-weight: 400;
-				line-height: 20px; /* 142.857% */
-				height: 20px;
-
-				max-width: calc(100% - 120px);
-
-				span {
-					white-space: nowrap;
-					overflow: hidden;
-					text-overflow: ellipsis;
-				}
-
-				.ant-btn-icon {
-					margin-inline-end: 4px;
-				}
-			}
-			.id-btn:hover {
-				background: rgba(113, 144, 249, 0.1);
-				color: var(--bg-robin-300);
-			}
-		}
-	}
-
 	.dashboard-details {
 		display: flex;
 		justify-content: space-between;
@@ -535,15 +467,6 @@
 	.dashboard-description-container {
 		color: var(--bg-ink-400);
 
-		.dashboard-header {
-			border-bottom: 1px solid var(--bg-vanilla-300);
-			.dashboard-breadcrumbs {
-				.dashboard-btn {
-					color: var(--bg-ink-400);
-				}
-			}
-		}
-
 		.dashboard-details {
 			.left-section {
 				.dashboard-title {

frontend/src/container/DashboardContainer/DashboardDescription/index.tsx

@@ -16,9 +16,7 @@ import {
 } from 'antd';
 import logEvent from 'api/common/logEvent';
 import ConfigureIcon from 'assets/Integrations/ConfigureIcon';
-import HeaderRightSection from 'components/HeaderRightSection/HeaderRightSection';
 import { PANEL_GROUP_TYPES, PANEL_TYPES } from 'constants/queryBuilder';
-import ROUTES from 'constants/routes';
 import { DeleteButton } from 'container/ListOfDashboard/TableComponents/DeleteButton';
 import DateTimeSelectionV2 from 'container/TopNav/DateTimeSelectionV2';
 import { useDashboardVariables } from 'hooks/dashboard/useDashboardVariables';
@@ -27,7 +25,6 @@ import { useUpdateDashboard } from 'hooks/dashboard/useUpdateDashboard';
 import useComponentPermission from 'hooks/useComponentPermission';
 import { useGetTenantLicense } from 'hooks/useGetTenantLicense';
 import { useNotifications } from 'hooks/useNotifications';
-import { useSafeNavigate } from 'hooks/useSafeNavigate';
 import { isEmpty } from 'lodash-es';
 import {
 	Check,
@@ -37,7 +34,6 @@ import {
 	FolderKanban,
 	Fullscreen,
 	Globe,
-	LayoutGrid,
 	LockKeyhole,
 	PenLine,
 	X,
@@ -51,6 +47,7 @@ import { ROLES, USER_ROLES } from 'types/roles';
 import { ComponentTypes } from 'utils/permission';
 import { v4 as uuid } from 'uuid';
 
+import DashboardHeader from '../components/DashboardHeader/DashboardHeader';
 import DashboardGraphSlider from '../ComponentsSlider';
 import DashboardSettings from '../DashboardSettings';
 import { Base64Icons } from '../DashboardSettings/General/utils';
@@ -71,7 +68,6 @@ interface DashboardDescriptionProps {
 
 // eslint-disable-next-line sonarjs/cognitive-complexity
 function DashboardDescription(props: DashboardDescriptionProps): JSX.Element {
-	const { safeNavigate } = useSafeNavigate();
 	const { handle } = props;
 	const {
 		selectedDashboard,
@@ -80,7 +76,6 @@ function DashboardDescription(props: DashboardDescriptionProps): JSX.Element {
 		layouts,
 		setLayouts,
 		isDashboardLocked,
-		listSortOrder,
 		setSelectedDashboard,
 		handleToggleDashboardSlider,
 		setSelectedRowWidgetId,
@@ -292,17 +287,6 @@ function DashboardDescription(props: DashboardDescriptionProps): JSX.Element {
 		});
 	}
 
-	function goToListPage(): void {
-		const urlParams = new URLSearchParams();
-		urlParams.set('columnKey', listSortOrder.columnKey as string);
-		urlParams.set('order', listSortOrder.order as string);
-		urlParams.set('page', listSortOrder.pagination as string);
-		urlParams.set('search', listSortOrder.search as string);
-
-		const generatedUrl = `${ROUTES.ALL_DASHBOARD}?${urlParams.toString()}`;
-		safeNavigate(generatedUrl);
-	}
-
 	const {
 		data: publicDashboardResponse,
 		isLoading: isLoadingPublicDashboardData,
@@ -351,32 +335,7 @@ function DashboardDescription(props: DashboardDescriptionProps): JSX.Element {
 
 	return (
 		<Card className="dashboard-description-container">
-			<div className="dashboard-header">
-				<section className="dashboard-breadcrumbs">
-					<Button
-						type="text"
-						icon={<LayoutGrid size={14} />}
-						className="dashboard-btn"
-						onClick={(): void => goToListPage()}
-					>
-						Dashboard /
-					</Button>
-					<Button type="text" className="id-btn dashboard-name-btn">
-						<img
-							src={image}
-							alt="dashboard-icon"
-							style={{ height: '14px', width: '14px' }}
-						/>
-						{title}
-					</Button>
-				</section>
-
-				<HeaderRightSection
-					enableAnnouncements={false}
-					enableShare
-					enableFeedback
-				/>
-			</div>
+			<DashboardHeader />
 			<section className="dashboard-details">
 				<div className="left-section">
 					<img src={image} alt="dashboard-img" className="dashboard-img" />

frontend/src/container/DashboardContainer/components/DashboardHeader/DashboardBreadcrumbs.styles.scss

@@ -0,0 +1,71 @@
+.dashboard-breadcrumbs {
+	width: 100%;
+	height: 48px;
+	display: flex;
+	gap: 6px;
+	align-items: center;
+	max-width: 80%;
+
+	.dashboard-btn {
+		display: flex;
+		align-items: center;
+		color: var(--bg-vanilla-400);
+		font-family: Inter;
+		font-size: 14px;
+		font-style: normal;
+		font-weight: 400;
+		line-height: 20px; /* 142.857% */
+		letter-spacing: -0.07px;
+		padding: 0px;
+		height: 20px;
+	}
+
+	.dashboard-btn:hover {
+		background-color: unset;
+	}
+
+	.id-btn {
+		display: flex;
+		align-items: center;
+		gap: 4px;
+		padding: 0px 2px;
+		border-radius: 2px;
+		background: rgba(113, 144, 249, 0.1);
+		color: var(--bg-robin-400);
+		font-family: Inter;
+		font-size: 14px;
+		font-style: normal;
+		font-weight: 400;
+		line-height: 20px; /* 142.857% */
+		height: 20px;
+
+		max-width: calc(100% - 120px);
+
+		span {
+			white-space: nowrap;
+			overflow: hidden;
+			text-overflow: ellipsis;
+		}
+
+		.ant-btn-icon {
+			margin-inline-end: 4px;
+		}
+	}
+	.id-btn:hover {
+		background: rgba(113, 144, 249, 0.1);
+		color: var(--bg-robin-300);
+	}
+
+	.dashboard-icon-image {
+		height: 14px;
+		width: 14px;
+	}
+}
+
+.lightMode {
+	.dashboard-breadcrumbs {
+		.dashboard-btn {
+			color: var(--bg-ink-400);
+		}
+	}
+}

frontend/src/container/DashboardContainer/components/DashboardHeader/DashboardBreadcrumbs.tsx

@@ -0,0 +1,55 @@
+import { useCallback } from 'react';
+import { Button } from 'antd';
+import ROUTES from 'constants/routes';
+import { useSafeNavigate } from 'hooks/useSafeNavigate';
+import { LayoutGrid } from 'lucide-react';
+import { useDashboard } from 'providers/Dashboard/Dashboard';
+import { DashboardData } from 'types/api/dashboard/getAll';
+
+import { Base64Icons } from '../../DashboardSettings/General/utils';
+
+import './DashboardBreadcrumbs.styles.scss';
+
+function DashboardBreadcrumbs(): JSX.Element {
+	const { safeNavigate } = useSafeNavigate();
+	const { selectedDashboard, listSortOrder } = useDashboard();
+
+	const selectedData = selectedDashboard
+		? {
+				...selectedDashboard.data,
+				uuid: selectedDashboard.id,
+		  }
+		: ({} as DashboardData);
+
+	const { title = '', image = Base64Icons[0] } = selectedData || {};
+
+	const goToListPage = useCallback(() => {
+		const urlParams = new URLSearchParams();
+		urlParams.set('columnKey', listSortOrder.columnKey as string);
+		urlParams.set('order', listSortOrder.order as string);
+		urlParams.set('page', listSortOrder.pagination as string);
+		urlParams.set('search', listSortOrder.search as string);
+
+		const generatedUrl = `${ROUTES.ALL_DASHBOARD}?${urlParams.toString()}`;
+		safeNavigate(generatedUrl);
+	}, [listSortOrder, safeNavigate]);
+
+	return (
+		<div className="dashboard-breadcrumbs">
+			<Button
+				type="text"
+				icon={<LayoutGrid size={14} />}
+				className="dashboard-btn"
+				onClick={goToListPage}
+			>
+				Dashboard /
+			</Button>
+			<Button type="text" className="id-btn dashboard-name-btn">
+				<img src={image} alt="dashboard-icon" className="dashboard-icon-image" />
+				{title}
+			</Button>
+		</div>
+	);
+}
+
+export default DashboardBreadcrumbs;

frontend/src/container/DashboardContainer/components/DashboardHeader/DashboardHeader.styles.scss

@@ -0,0 +1,15 @@
+.dashboard-header {
+	border-bottom: 1px solid var(--bg-slate-400);
+	display: flex;
+	justify-content: space-between;
+	gap: 16px;
+	align-items: center;
+	padding: 0 8px;
+	box-sizing: border-box;
+}
+
+.lightMode {
+	.dashboard-header {
+		border-bottom: 1px solid var(--bg-vanilla-300);
+	}
+}

frontend/src/container/DashboardContainer/components/DashboardHeader/DashboardHeader.tsx

@@ -0,0 +1,17 @@
+import { memo } from 'react';
+import HeaderRightSection from 'components/HeaderRightSection/HeaderRightSection';
+
+import DashboardBreadcrumbs from './DashboardBreadcrumbs';
+
+import './DashboardHeader.styles.scss';
+
+function DashboardHeader(): JSX.Element {
+	return (
+		<div className="dashboard-header">
+			<DashboardBreadcrumbs />
+			<HeaderRightSection enableAnnouncements={false} enableShare enableFeedback />
+		</div>
+	);
+}
+
+export default memo(DashboardHeader);

frontend/src/container/DashboardContainer/visualization/charts/ChartWrapper/ChartWrapper.tsx

@@ -23,6 +23,7 @@ export default function ChartWrapper({
 	width: containerWidth,
 	height: containerHeight,
 	showTooltip = true,
+	showLegend = true,
 	canPinTooltip = false,
 	syncMode,
 	syncKey,
@@ -36,6 +37,9 @@ export default function ChartWrapper({
 
 	const legendComponent = useCallback(
 		(averageLegendWidth: number): React.ReactNode => {
+			if (!showLegend) {
+				return null;
+			}
 			return (
 				<Legend
 					config={config}
@@ -44,7 +48,7 @@ export default function ChartWrapper({
 				/>
 			);
 		},
-		[config, legendConfig.position],
+		[config, legendConfig.position, showLegend],
 	);
 
 	const renderTooltipCallback = useCallback(
@@ -60,6 +64,7 @@ export default function ChartWrapper({
 	return (
 		<PlotContextProvider>
 			<ChartLayout
+				showLegend={showLegend}
 				config={config}
 				containerWidth={containerWidth}
 				containerHeight={containerHeight}

frontend/src/container/DashboardContainer/visualization/charts/Histogram/Histogram.tsx

@@ -0,0 +1,55 @@
+import { useCallback } from 'react';
+import ChartWrapper from 'container/DashboardContainer/visualization/charts/ChartWrapper/ChartWrapper';
+import HistogramTooltip from 'lib/uPlotV2/components/Tooltip/HistogramTooltip';
+import { buildTooltipContent } from 'lib/uPlotV2/components/Tooltip/utils';
+import {
+	HistogramTooltipProps,
+	TooltipRenderArgs,
+} from 'lib/uPlotV2/components/types';
+
+import { HistogramChartProps } from '../types';
+
+export default function Histogram(props: HistogramChartProps): JSX.Element {
+	const {
+		children,
+		renderTooltip: customRenderTooltip,
+		isQueriesMerged,
+		...rest
+	} = props;
+
+	const renderTooltip = useCallback(
+		(props: TooltipRenderArgs): React.ReactNode => {
+			if (customRenderTooltip) {
+				return customRenderTooltip(props);
+			}
+			const content = buildTooltipContent({
+				data: props.uPlotInstance.data,
+				series: props.uPlotInstance.series,
+				dataIndexes: props.dataIndexes,
+				activeSeriesIndex: props.seriesIndex,
+				uPlotInstance: props.uPlotInstance,
+				yAxisUnit: rest.yAxisUnit ?? '',
+				decimalPrecision: rest.decimalPrecision,
+			});
+			const tooltipProps: HistogramTooltipProps = {
+				...props,
+				timezone: rest.timezone,
+				yAxisUnit: rest.yAxisUnit,
+				decimalPrecision: rest.decimalPrecision,
+				content,
+			};
+			return <HistogramTooltip {...tooltipProps} />;
+		},
+		[customRenderTooltip, rest.timezone, rest.yAxisUnit, rest.decimalPrecision],
+	);
+
+	return (
+		<ChartWrapper
+			showLegend={!isQueriesMerged}
+			{...rest}
+			renderTooltip={renderTooltip}
+		>
+			{children}
+		</ChartWrapper>
+	);
+}

frontend/src/container/DashboardContainer/visualization/charts/types.ts

@@ -7,6 +7,7 @@ interface BaseChartProps {
 	width: number;
 	height: number;
 	showTooltip?: boolean;
+	showLegend?: boolean;
 	timezone: string;
 	canPinTooltip?: boolean;
 	yAxisUnit?: string;
@@ -17,6 +18,7 @@ interface BaseChartProps {
 interface UPlotBasedChartProps {
 	config: UPlotConfigBuilder;
 	data: uPlot.AlignedData;
+	legendConfig: LegendConfig;
 	syncMode?: DashboardCursorSync;
 	syncKey?: string;
 	plotRef?: (plot: uPlot | null) => void;
@@ -26,14 +28,20 @@ interface UPlotBasedChartProps {
 }
 
 export interface TimeSeriesChartProps
+	extends BaseChartProps,
+		UPlotBasedChartProps {}
+
+export interface HistogramChartProps
 	extends BaseChartProps,
 		UPlotBasedChartProps {
-	legendConfig: LegendConfig;
+	isQueriesMerged?: boolean;
 }
 
 export interface BarChartProps extends BaseChartProps, UPlotBasedChartProps {
-	legendConfig: LegendConfig;
 	isStackedBarChart?: boolean;
 }
 
-export type ChartProps = TimeSeriesChartProps | BarChartProps;
+export type ChartProps =
+	| TimeSeriesChartProps
+	| BarChartProps
+	| HistogramChartProps;

frontend/src/container/DashboardContainer/visualization/hooks/__tests__/useScrollWidgetIntoView.test.ts

@@ -0,0 +1,69 @@
+import { renderHook } from '@testing-library/react';
+import { useDashboard } from 'providers/Dashboard/Dashboard';
+
+import { useScrollWidgetIntoView } from '../useScrollWidgetIntoView';
+
+jest.mock('providers/Dashboard/Dashboard');
+
+type MockHTMLElement = {
+	scrollIntoView: jest.Mock;
+	focus: jest.Mock;
+};
+
+function createMockElement(): MockHTMLElement {
+	return {
+		scrollIntoView: jest.fn(),
+		focus: jest.fn(),
+	};
+}
+
+describe('useScrollWidgetIntoView', () => {
+	const mockedUseDashboard = useDashboard as jest.MockedFunction<
+		typeof useDashboard
+	>;
+
+	beforeEach(() => {
+		jest.clearAllMocks();
+	});
+
+	it('scrolls into view and focuses when toScrollWidgetId matches widget id', () => {
+		const setToScrollWidgetId = jest.fn();
+		const mockElement = createMockElement();
+		const ref = ({
+			current: mockElement,
+		} as unknown) as React.RefObject<HTMLDivElement>;
+
+		mockedUseDashboard.mockReturnValue(({
+			toScrollWidgetId: 'widget-id',
+			setToScrollWidgetId,
+		} as unknown) as ReturnType<typeof useDashboard>);
+
+		renderHook(() => useScrollWidgetIntoView('widget-id', ref));
+
+		expect(mockElement.scrollIntoView).toHaveBeenCalledWith({
+			behavior: 'smooth',
+			block: 'center',
+		});
+		expect(mockElement.focus).toHaveBeenCalled();
+		expect(setToScrollWidgetId).toHaveBeenCalledWith('');
+	});
+
+	it('does nothing when toScrollWidgetId does not match widget id', () => {
+		const setToScrollWidgetId = jest.fn();
+		const mockElement = createMockElement();
+		const ref = ({
+			current: mockElement,
+		} as unknown) as React.RefObject<HTMLDivElement>;
+
+		mockedUseDashboard.mockReturnValue(({
+			toScrollWidgetId: 'other-widget',
+			setToScrollWidgetId,
+		} as unknown) as ReturnType<typeof useDashboard>);
+
+		renderHook(() => useScrollWidgetIntoView('widget-id', ref));
+
+		expect(mockElement.scrollIntoView).not.toHaveBeenCalled();
+		expect(mockElement.focus).not.toHaveBeenCalled();
+		expect(setToScrollWidgetId).not.toHaveBeenCalled();
+	});
+});

frontend/src/container/DashboardContainer/visualization/hooks/useScrollWidgetIntoView.ts

@@ -0,0 +1,26 @@
+import { RefObject, useEffect } from 'react';
+import { useDashboard } from 'providers/Dashboard/Dashboard';
+
+/**
+ * Scrolls the given widget container into view when the dashboard
+ * requests it via `toScrollWidgetId`.
+ *
+ * Intended for use in panel components that render a single widget.
+ */
+export function useScrollWidgetIntoView<T extends HTMLElement>(
+	widgetId: string,
+	widgetContainerRef: RefObject<T>,
+): void {
+	const { toScrollWidgetId, setToScrollWidgetId } = useDashboard();
+
+	useEffect(() => {
+		if (toScrollWidgetId === widgetId) {
+			widgetContainerRef.current?.scrollIntoView({
+				behavior: 'smooth',
+				block: 'center',
+			});
+			widgetContainerRef.current?.focus();
+			setToScrollWidgetId('');
+		}
+	}, [toScrollWidgetId, setToScrollWidgetId, widgetId, widgetContainerRef]);
+}

frontend/src/container/DashboardContainer/visualization/layout/ChartLayout/ChartLayout.tsx

@@ -1,12 +1,14 @@
 import { useMemo } from 'react';
 import cx from 'classnames';
 import { calculateChartDimensions } from 'container/DashboardContainer/visualization/charts/utils';
+import { MAX_LEGEND_WIDTH } from 'lib/uPlotV2/components/Legend/Legend';
 import { LegendConfig, LegendPosition } from 'lib/uPlotV2/components/types';
 import { UPlotConfigBuilder } from 'lib/uPlotV2/config/UPlotConfigBuilder';
 
 import './ChartLayout.styles.scss';
 
 export interface ChartLayoutProps {
+	showLegend?: boolean;
 	legendComponent: (legendPerSet: number) => React.ReactNode;
 	children: (props: {
 		chartWidth: number;
@@ -20,6 +22,7 @@ export interface ChartLayoutProps {
 	config: UPlotConfigBuilder;
 }
 export default function ChartLayout({
+	showLegend = true,
 	legendComponent,
 	children,
 	layoutChildren,
@@ -30,6 +33,15 @@ export default function ChartLayout({
 }: ChartLayoutProps): JSX.Element {
 	const chartDimensions = useMemo(
 		() => {
+			if (!showLegend) {
+				return {
+					width: containerWidth,
+					height: containerHeight,
+					legendWidth: 0,
+					legendHeight: 0,
+					averageLegendWidth: MAX_LEGEND_WIDTH,
+				};
+			}
 			const legendItemsMap = config.getLegendItems();
 			const seriesLabels = Object.values(legendItemsMap)
 				.map((item) => item.label)
@@ -42,7 +54,7 @@ export default function ChartLayout({
 			});
 		},
 		// eslint-disable-next-line react-hooks/exhaustive-deps
-		[containerWidth, containerHeight, legendConfig],
+		[containerWidth, containerHeight, legendConfig, showLegend],
 	);
 
 	return (
@@ -60,15 +72,17 @@ export default function ChartLayout({
 						averageLegendWidth: chartDimensions.averageLegendWidth,
 					})}
 				</div>
-				<div
-					className="chart-layout__legend-wrapper"
-					style={{
-						height: chartDimensions.legendHeight,
-						width: chartDimensions.legendWidth,
-					}}
-				>
-					{legendComponent(chartDimensions.averageLegendWidth)}
-				</div>
+				{showLegend && (
+					<div
+						className="chart-layout__legend-wrapper"
+						style={{
+							height: chartDimensions.legendHeight,
+							width: chartDimensions.legendWidth,
+						}}
+					>
+						{legendComponent(chartDimensions.averageLegendWidth)}
+					</div>
+				)}
 			</div>
 			{layoutChildren}
 		</div>

frontend/src/container/DashboardContainer/visualization/panels/BarPanel/BarPanel.tsx

@@ -1,10 +1,10 @@
 import { useCallback, useEffect, useMemo, useRef, useState } from 'react';
+import { useScrollWidgetIntoView } from 'container/DashboardContainer/visualization/hooks/useScrollWidgetIntoView';
 import { PanelWrapperProps } from 'container/PanelWrapper/panelWrapper.types';
 import { useIsDarkMode } from 'hooks/useDarkMode';
 import { useResizeObserver } from 'hooks/useDimensions';
 import { LegendPosition } from 'lib/uPlotV2/components/types';
 import ContextMenu from 'periscope/components/ContextMenu';
-import { useDashboard } from 'providers/Dashboard/Dashboard';
 import { useTimezone } from 'providers/Timezone';
 import { MetricRangePayloadProps } from 'types/api/metrics/getQueryRange';
 import uPlot from 'uplot';
@@ -27,7 +27,6 @@ function BarPanel(props: PanelWrapperProps): JSX.Element {
 		onToggleModelHandler,
 	} = props;
 	const uPlotRef = useRef<uPlot | null>(null);
-	const { toScrollWidgetId, setToScrollWidgetId } = useDashboard();
 	const graphRef = useRef<HTMLDivElement>(null);
 	const [minTimeScale, setMinTimeScale] = useState<number>();
 	const [maxTimeScale, setMaxTimeScale] = useState<number>();
@@ -36,16 +35,7 @@ function BarPanel(props: PanelWrapperProps): JSX.Element {
 	const isDarkMode = useIsDarkMode();
 	const { timezone } = useTimezone();
 
-	useEffect(() => {
-		if (toScrollWidgetId === widget.id) {
-			graphRef.current?.scrollIntoView({
-				behavior: 'smooth',
-				block: 'center',
-			});
-			graphRef.current?.focus();
-			setToScrollWidgetId('');
-		}
-	}, [toScrollWidgetId, setToScrollWidgetId, widget.id]);
+	useScrollWidgetIntoView(widget.id, graphRef);
 
 	useEffect((): void => {
 		const { startTime, endTime } = getTimeRange(queryResponse);

frontend/src/container/DashboardContainer/visualization/panels/HistogramPanel/HistogramPanel.tsx

@@ -0,0 +1,114 @@
+import { useMemo, useRef } from 'react';
+import { useScrollWidgetIntoView } from 'container/DashboardContainer/visualization/hooks/useScrollWidgetIntoView';
+import { PanelWrapperProps } from 'container/PanelWrapper/panelWrapper.types';
+import { useIsDarkMode } from 'hooks/useDarkMode';
+import { useResizeObserver } from 'hooks/useDimensions';
+import { LegendPosition } from 'lib/uPlotV2/components/types';
+import { DashboardCursorSync } from 'lib/uPlotV2/plugins/TooltipPlugin/types';
+import { useTimezone } from 'providers/Timezone';
+import { MetricRangePayloadProps } from 'types/api/metrics/getQueryRange';
+import uPlot from 'uplot';
+
+import Histogram from '../../charts/Histogram/Histogram';
+import ChartManager from '../../components/ChartManager/ChartManager';
+import {
+	prepareHistogramPanelConfig,
+	prepareHistogramPanelData,
+} from './utils';
+
+import '../Panel.styles.scss';
+
+function HistogramPanel(props: PanelWrapperProps): JSX.Element {
+	const {
+		panelMode,
+		queryResponse,
+		widget,
+		isFullViewMode,
+		onToggleModelHandler,
+	} = props;
+	const uPlotRef = useRef<uPlot | null>(null);
+	const graphRef = useRef<HTMLDivElement>(null);
+	const containerDimensions = useResizeObserver(graphRef);
+
+	const isDarkMode = useIsDarkMode();
+	const { timezone } = useTimezone();
+
+	useScrollWidgetIntoView(widget.id, graphRef);
+
+	const config = useMemo(() => {
+		return prepareHistogramPanelConfig({
+			widget,
+			isDarkMode,
+			apiResponse: queryResponse?.data?.payload as MetricRangePayloadProps,
+			panelMode,
+		});
+	}, [widget, isDarkMode, queryResponse?.data?.payload, panelMode]);
+
+	const chartData = useMemo(() => {
+		if (!queryResponse?.data?.payload) {
+			return [];
+		}
+		return prepareHistogramPanelData({
+			apiResponse: queryResponse?.data?.payload as MetricRangePayloadProps,
+			bucketWidth: widget?.bucketWidth,
+			bucketCount: widget?.bucketCount,
+			mergeAllActiveQueries: widget?.mergeAllActiveQueries,
+		});
+	}, [
+		queryResponse?.data?.payload,
+		widget?.bucketWidth,
+		widget?.bucketCount,
+		widget?.mergeAllActiveQueries,
+	]);
+
+	const layoutChildren = useMemo(() => {
+		if (!isFullViewMode || widget.mergeAllActiveQueries) {
+			return null;
+		}
+		return (
+			<ChartManager
+				config={config}
+				alignedData={chartData}
+				yAxisUnit={widget.yAxisUnit}
+				onCancel={onToggleModelHandler}
+			/>
+		);
+	}, [
+		isFullViewMode,
+		config,
+		chartData,
+		widget.yAxisUnit,
+		onToggleModelHandler,
+		widget.mergeAllActiveQueries,
+	]);
+
+	return (
+		<div className="panel-container" ref={graphRef}>
+			{containerDimensions.width > 0 && containerDimensions.height > 0 && (
+				<Histogram
+					config={config}
+					legendConfig={{
+						position: widget?.legendPosition ?? LegendPosition.BOTTOM,
+					}}
+					plotRef={(plot: uPlot | null): void => {
+						uPlotRef.current = plot;
+					}}
+					onDestroy={(): void => {
+						uPlotRef.current = null;
+					}}
+					isQueriesMerged={widget.mergeAllActiveQueries}
+					yAxisUnit={widget.yAxisUnit}
+					decimalPrecision={widget.decimalPrecision}
+					syncMode={DashboardCursorSync.Crosshair}
+					timezone={timezone.value}
+					data={chartData as uPlot.AlignedData}
+					width={containerDimensions.width}
+					height={containerDimensions.height}
+					layoutChildren={layoutChildren}
+				/>
+			)}
+		</div>
+	);
+}
+
+export default HistogramPanel;

frontend/src/container/DashboardContainer/visualization/panels/HistogramPanel/__tests__/HistogramPanel.test.tsx

@@ -0,0 +1,223 @@
+/* eslint-disable simple-import-sort/imports */
+import type { UseQueryResult } from 'react-query';
+import { render, screen } from 'tests/test-utils';
+
+import { PanelMode } from 'container/DashboardContainer/visualization/panels/types';
+import { LegendPosition } from 'lib/uPlotV2/components/types';
+import { Widgets } from 'types/api/dashboard/getAll';
+import {
+	MetricQueryRangeSuccessResponse,
+	MetricRangePayloadProps,
+} from 'types/api/metrics/getQueryRange';
+
+import HistogramPanel from '../HistogramPanel';
+import { HistogramChartProps } from 'container/DashboardContainer/visualization/charts/types';
+
+jest.mock('hooks/useDimensions', () => ({
+	useResizeObserver: jest.fn().mockReturnValue({ width: 800, height: 400 }),
+}));
+
+jest.mock('hooks/useDarkMode', () => ({
+	useIsDarkMode: jest.fn().mockReturnValue(false),
+}));
+
+jest.mock('providers/Timezone', () => ({
+	__esModule: true,
+	// Provide a no-op provider component so AllTheProviders can render
+	default: ({ children }: { children: React.ReactNode }): JSX.Element => (
+		<>{children}</>
+	),
+	// And mock the hook used by HistogramPanel
+	useTimezone: jest.fn().mockReturnValue({
+		timezone: { value: 'UTC' },
+	}),
+}));
+
+jest.mock(
+	'container/DashboardContainer/visualization/hooks/useScrollWidgetIntoView',
+	() => ({
+		useScrollWidgetIntoView: jest.fn(),
+	}),
+);
+
+jest.mock(
+	'container/DashboardContainer/visualization/charts/Histogram/Histogram',
+	() => ({
+		__esModule: true,
+		default: (props: HistogramChartProps): JSX.Element => (
+			<div data-testid="histogram-chart">
+				<div data-testid="histogram-props">
+					{JSON.stringify({
+						legendPosition: props.legendConfig?.position,
+						isQueriesMerged: props.isQueriesMerged,
+						yAxisUnit: props.yAxisUnit,
+						decimalPrecision: props.decimalPrecision,
+					})}
+				</div>
+				{props.layoutChildren}
+			</div>
+		),
+	}),
+);
+
+jest.mock(
+	'container/DashboardContainer/visualization/components/ChartManager/ChartManager',
+	() => ({
+		__esModule: true,
+		default: (): JSX.Element => (
+			<div data-testid="chart-manager">ChartManager</div>
+		),
+	}),
+);
+
+function createQueryResponse(
+	payloadOverrides: Partial<MetricRangePayloadProps> = {},
+): { data: { payload: MetricRangePayloadProps } } {
+	const basePayload: MetricRangePayloadProps = {
+		data: {
+			result: [
+				{
+					metric: {},
+					queryName: 'A',
+					legend: 'Series A',
+					values: [
+						[1, '10'],
+						[2, '20'],
+					],
+				},
+			],
+			resultType: 'matrix',
+			newResult: {
+				data: {
+					result: [],
+					resultType: 'matrix',
+				},
+			},
+		},
+	};
+
+	return {
+		data: {
+			payload: {
+				...basePayload,
+				...payloadOverrides,
+			},
+		},
+	};
+}
+
+type WidgetLike = {
+	id: string;
+	yAxisUnit: string;
+	decimalPrecision: number;
+	legendPosition: LegendPosition;
+	mergeAllActiveQueries: boolean;
+};
+
+function createWidget(overrides: Partial<WidgetLike> = {}): WidgetLike {
+	return {
+		id: 'widget-id',
+		yAxisUnit: 'ms',
+		decimalPrecision: 2,
+		legendPosition: LegendPosition.BOTTOM,
+		mergeAllActiveQueries: false,
+		...overrides,
+	};
+}
+
+describe('HistogramPanel', () => {
+	it('renders Histogram when container has dimensions', () => {
+		const widget = (createWidget() as unknown) as Widgets;
+		const queryResponse = (createQueryResponse() as unknown) as UseQueryResult<
+			MetricQueryRangeSuccessResponse,
+			Error
+		>;
+
+		render(
+			<HistogramPanel
+				panelMode={PanelMode.DASHBOARD_VIEW}
+				widget={widget}
+				queryResponse={queryResponse}
+				isFullViewMode={false}
+				onToggleModelHandler={jest.fn()}
+				onDragSelect={jest.fn()}
+			/>,
+		);
+
+		expect(screen.getByTestId('histogram-chart')).toBeInTheDocument();
+	});
+
+	it('passes legend position and other props to Histogram', () => {
+		const widget = (createWidget({
+			legendPosition: LegendPosition.RIGHT,
+		}) as unknown) as Widgets;
+		const queryResponse = (createQueryResponse() as unknown) as UseQueryResult<
+			MetricQueryRangeSuccessResponse,
+			Error
+		>;
+
+		render(
+			<HistogramPanel
+				panelMode={PanelMode.DASHBOARD_VIEW}
+				widget={widget}
+				queryResponse={queryResponse}
+				isFullViewMode={false}
+				onToggleModelHandler={jest.fn()}
+				onDragSelect={jest.fn()}
+			/>,
+		);
+
+		const propsJson = screen.getByTestId('histogram-props').textContent || '{}';
+		const parsed = JSON.parse(propsJson);
+
+		expect(parsed.legendPosition).toBe(LegendPosition.RIGHT);
+		expect(parsed.yAxisUnit).toBe('ms');
+		expect(parsed.decimalPrecision).toBe(2);
+	});
+
+	it('renders ChartManager in full view when queries are not merged', () => {
+		const widget = (createWidget({
+			mergeAllActiveQueries: false,
+		}) as unknown) as Widgets;
+		const queryResponse = (createQueryResponse() as unknown) as UseQueryResult<
+			MetricQueryRangeSuccessResponse,
+			Error
+		>;
+
+		render(
+			<HistogramPanel
+				panelMode={PanelMode.DASHBOARD_VIEW}
+				widget={widget}
+				queryResponse={queryResponse}
+				isFullViewMode
+				onToggleModelHandler={jest.fn()}
+				onDragSelect={jest.fn()}
+			/>,
+		);
+
+		expect(screen.getByTestId('chart-manager')).toBeInTheDocument();
+	});
+
+	it('does not render ChartManager when queries are merged', () => {
+		const widget = (createWidget({
+			mergeAllActiveQueries: true,
+		}) as unknown) as Widgets;
+		const queryResponse = (createQueryResponse() as unknown) as UseQueryResult<
+			MetricQueryRangeSuccessResponse,
+			Error
+		>;
+
+		render(
+			<HistogramPanel
+				panelMode={PanelMode.DASHBOARD_VIEW}
+				widget={widget}
+				queryResponse={queryResponse}
+				isFullViewMode
+				onToggleModelHandler={jest.fn()}
+				onDragSelect={jest.fn()}
+			/>,
+		);
+
+		expect(screen.queryByTestId('chart-manager')).not.toBeInTheDocument();
+	});
+});

frontend/src/container/DashboardContainer/visualization/panels/HistogramPanel/utils.ts

@@ -0,0 +1,231 @@
+import { histogramBucketSizes } from '@grafana/data';
+import { PANEL_TYPES } from 'constants/queryBuilder';
+import { DEFAULT_BUCKET_COUNT } from 'container/PanelWrapper/constants';
+import { getLegend } from 'lib/dashboard/getQueryResults';
+import getLabelName from 'lib/getLabelName';
+import { DrawStyle } from 'lib/uPlotV2/config/types';
+import { UPlotConfigBuilder } from 'lib/uPlotV2/config/UPlotConfigBuilder';
+import { Widgets } from 'types/api/dashboard/getAll';
+import { MetricRangePayloadProps } from 'types/api/metrics/getQueryRange';
+import { AlignedData } from 'uplot';
+import { incrRoundDn, roundDecimals } from 'utils/round';
+
+import { PanelMode } from '../types';
+import { buildBaseConfig } from '../utils/baseConfigBuilder';
+import {
+	buildHistogramBuckets,
+	mergeAlignedDataTables,
+	prependNullBinToFirstHistogramSeries,
+	replaceUndefinedWithNullInAlignedData,
+} from '../utils/histogram';
+
+export interface PrepareHistogramPanelDataParams {
+	apiResponse: MetricRangePayloadProps;
+	bucketWidth?: number;
+	bucketCount?: number;
+	mergeAllActiveQueries?: boolean;
+}
+
+const BUCKET_OFFSET = 0;
+const HIST_SORT = (a: number, b: number): number => a - b;
+
+function extractNumericValues(
+	result: MetricRangePayloadProps['data']['result'],
+): number[] {
+	const values: number[] = [];
+	for (const item of result) {
+		for (const [, valueStr] of item.values) {
+			values.push(Number.parseFloat(valueStr) || 0);
+		}
+	}
+	return values;
+}
+
+function computeSmallestDelta(sortedValues: number[]): number {
+	if (sortedValues.length <= 1) {
+		return 0;
+	}
+	let smallest = Infinity;
+	for (let i = 1; i < sortedValues.length; i++) {
+		const delta = sortedValues[i] - sortedValues[i - 1];
+		if (delta > 0) {
+			smallest = Math.min(smallest, delta);
+		}
+	}
+	return smallest === Infinity ? 0 : smallest;
+}
+
+function selectBucketSize({
+	range,
+	bucketCount,
+	smallestDelta,
+	bucketWidthOverride,
+}: {
+	range: number;
+	bucketCount: number;
+	smallestDelta: number;
+	bucketWidthOverride?: number;
+}): number {
+	if (bucketWidthOverride != null && bucketWidthOverride > 0) {
+		return bucketWidthOverride;
+	}
+	const targetSize = range / bucketCount;
+	for (const candidate of histogramBucketSizes) {
+		if (targetSize < candidate && candidate >= smallestDelta) {
+			return candidate;
+		}
+	}
+	return 0;
+}
+
+function buildFrames(
+	result: MetricRangePayloadProps['data']['result'],
+	mergeAllActiveQueries: boolean,
+): number[][] {
+	const frames: number[][] = result.map((item) =>
+		item.values.map(([, valueStr]) => Number.parseFloat(valueStr) || 0),
+	);
+	if (mergeAllActiveQueries && frames.length > 1) {
+		const first = frames[0];
+		for (let i = 1; i < frames.length; i++) {
+			first.push(...frames[i]);
+			frames[i] = [];
+		}
+	}
+	return frames;
+}
+
+export function prepareHistogramPanelData({
+	apiResponse,
+	bucketWidth,
+	bucketCount: bucketCountProp = DEFAULT_BUCKET_COUNT,
+	mergeAllActiveQueries = false,
+}: PrepareHistogramPanelDataParams): AlignedData {
+	const bucketCount = bucketCountProp ?? DEFAULT_BUCKET_COUNT;
+	const result = apiResponse.data.result;
+
+	const seriesValues = extractNumericValues(result);
+	if (seriesValues.length === 0) {
+		return [[]];
+	}
+
+	const sorted = [...seriesValues].sort((a, b) => a - b);
+	const min = sorted[0];
+	const max = sorted[sorted.length - 1];
+	const range = max - min;
+	const smallestDelta = computeSmallestDelta(sorted);
+	let bucketSize = selectBucketSize({
+		range,
+		bucketCount,
+		smallestDelta,
+		bucketWidthOverride: bucketWidth,
+	});
+	if (bucketSize <= 0) {
+		bucketSize = range > 0 ? range / bucketCount : 1;
+	}
+
+	const getBucket = (v: number): number =>
+		roundDecimals(incrRoundDn(v - BUCKET_OFFSET, bucketSize) + BUCKET_OFFSET, 9);
+
+	const frames = buildFrames(result, mergeAllActiveQueries);
+	const histogramsPerSeries: AlignedData[] = frames
+		.filter((frame) => frame.length > 0)
+		.map((frame) => buildHistogramBuckets(frame, getBucket, HIST_SORT));
+
+	if (histogramsPerSeries.length === 0) {
+		return [[]];
+	}
+
+	const mergedHistogramData = mergeAlignedDataTables(histogramsPerSeries);
+	replaceUndefinedWithNullInAlignedData(mergedHistogramData);
+	prependNullBinToFirstHistogramSeries(mergedHistogramData, bucketSize);
+	return mergedHistogramData;
+}
+
+export function prepareHistogramPanelConfig({
+	widget,
+	apiResponse,
+	panelMode,
+	isDarkMode,
+}: {
+	widget: Widgets;
+	apiResponse: MetricRangePayloadProps;
+	panelMode: PanelMode;
+	isDarkMode: boolean;
+}): UPlotConfigBuilder {
+	const builder = buildBaseConfig({
+		widget,
+		isDarkMode,
+		apiResponse,
+		panelMode,
+		panelType: PANEL_TYPES.HISTOGRAM,
+	});
+	builder.setCursor({
+		drag: {
+			x: false,
+			y: false,
+			setScale: true,
+		},
+		focus: {
+			prox: 1e3,
+		},
+	});
+
+	builder.addScale({
+		scaleKey: 'x',
+		time: false,
+		auto: true,
+	});
+	builder.addScale({
+		scaleKey: 'y',
+		time: false,
+		auto: true,
+		min: 0,
+	});
+
+	const currentQuery = widget.query;
+	const mergeAllActiveQueries = widget?.mergeAllActiveQueries ?? false;
+
+	// When merged, data has only one y column; add one series to match. Otherwise add one per result.
+	if (mergeAllActiveQueries) {
+		builder.addSeries({
+			label: '',
+			scaleKey: 'y',
+			drawStyle: DrawStyle.Bar,
+			panelType: PANEL_TYPES.HISTOGRAM,
+			colorMapping: widget.customLegendColors ?? {},
+			spanGaps: false,
+			barWidthFactor: 1,
+			pointSize: 5,
+			lineColor: '#3f5ecc',
+			fillColor: '#4E74F8',
+			isDarkMode,
+		});
+	} else {
+		apiResponse.data.result.forEach((series) => {
+			const baseLabelName = getLabelName(
+				series.metric,
+				series.queryName || '', // query
+				series.legend || '',
+			);
+
+			const label = currentQuery
+				? getLegend(series, currentQuery, baseLabelName)
+				: baseLabelName;
+
+			builder.addSeries({
+				label: label,
+				scaleKey: 'y',
+				drawStyle: DrawStyle.Bar,
+				panelType: PANEL_TYPES.HISTOGRAM,
+				colorMapping: widget.customLegendColors ?? {},
+				spanGaps: false,
+				barWidthFactor: 1,
+				pointSize: 5,
+				isDarkMode,
+			});
+		});
+	}
+
+	return builder;
+}

frontend/src/container/DashboardContainer/visualization/panels/TimeSeriesPanel/TimeSeriesPanel.tsx

@@ -2,12 +2,12 @@ import { useEffect, useMemo, useRef, useState } from 'react';
 import TimeSeries from 'container/DashboardContainer/visualization/charts/TimeSeries/TimeSeries';
 import ChartManager from 'container/DashboardContainer/visualization/components/ChartManager/ChartManager';
 import { usePanelContextMenu } from 'container/DashboardContainer/visualization/hooks/usePanelContextMenu';
+import { useScrollWidgetIntoView } from 'container/DashboardContainer/visualization/hooks/useScrollWidgetIntoView';
 import { PanelWrapperProps } from 'container/PanelWrapper/panelWrapper.types';
 import { useIsDarkMode } from 'hooks/useDarkMode';
 import { useResizeObserver } from 'hooks/useDimensions';
 import { LegendPosition } from 'lib/uPlotV2/components/types';
 import { ContextMenu } from 'periscope/components/ContextMenu';
-import { useDashboard } from 'providers/Dashboard/Dashboard';
 import { useTimezone } from 'providers/Timezone';
 import { MetricRangePayloadProps } from 'types/api/metrics/getQueryRange';
 import uPlot from 'uplot';
@@ -26,7 +26,6 @@ function TimeSeriesPanel(props: PanelWrapperProps): JSX.Element {
 		isFullViewMode,
 		onToggleModelHandler,
 	} = props;
-	const { toScrollWidgetId, setToScrollWidgetId } = useDashboard();
 	const graphRef = useRef<HTMLDivElement>(null);
 	const [minTimeScale, setMinTimeScale] = useState<number>();
 	const [maxTimeScale, setMaxTimeScale] = useState<number>();
@@ -35,16 +34,7 @@ function TimeSeriesPanel(props: PanelWrapperProps): JSX.Element {
 	const isDarkMode = useIsDarkMode();
 	const { timezone } = useTimezone();
 
-	useEffect(() => {
-		if (toScrollWidgetId === widget.id) {
-			graphRef.current?.scrollIntoView({
-				behavior: 'smooth',
-				block: 'center',
-			});
-			graphRef.current?.focus();
-			setToScrollWidgetId('');
-		}
-	}, [toScrollWidgetId, setToScrollWidgetId, widget.id]);
+	useScrollWidgetIntoView(widget.id, graphRef);
 
 	useEffect((): void => {
 		const { startTime, endTime } = getTimeRange(queryResponse);

frontend/src/container/DashboardContainer/visualization/panels/utils/baseConfigBuilder.ts

@@ -19,9 +19,9 @@ export interface BaseConfigBuilderProps {
 	widget: Widgets;
 	apiResponse: MetricRangePayloadProps;
 	isDarkMode: boolean;
-	onClick: OnClickPluginOpts['onClick'];
-	onDragSelect: (startTime: number, endTime: number) => void;
-	timezone: Timezone;
+	onClick?: OnClickPluginOpts['onClick'];
+	onDragSelect?: (startTime: number, endTime: number) => void;
+	timezone?: Timezone;
 	panelMode: PanelMode;
 	panelType: PANEL_TYPES;
 	minTimeScale?: number;
@@ -40,8 +40,10 @@ export function buildBaseConfig({
 	minTimeScale,
 	maxTimeScale,
 }: BaseConfigBuilderProps): UPlotConfigBuilder {
-	const tzDate = (timestamp: number): Date =>
-		uPlot.tzDate(new Date(timestamp * 1e3), timezone.value);
+	const tzDate = timezone
+		? (timestamp: number): Date =>
+				uPlot.tzDate(new Date(timestamp * 1e3), timezone.value)
+		: undefined;
 
 	const builder = new UPlotConfigBuilder({
 		onDragSelect,

frontend/src/container/DashboardContainer/visualization/panels/utils/histogram.ts

@@ -0,0 +1,225 @@
+import {
+	NULL_EXPAND,
+	NULL_REMOVE,
+	NULL_RETAIN,
+} from 'container/PanelWrapper/constants';
+import { AlignedData } from 'uplot';
+
+/**
+ * Expands contiguous runs of `null` values to the left and right of their
+ * original positions so that visual gaps in the series are continuous.
+ *
+ * This is used when `NULL_EXPAND` mode is selected while joining series.
+ */
+function propagateNullsAcrossNeighbors(
+	seriesValues: Array<number | null>,
+	nullIndices: number[],
+	alignedLength: number,
+): void {
+	for (
+		let i = 0, currentIndex, lastExpandedNullIndex = -1;
+		i < nullIndices.length;
+		i++
+	) {
+		const nullIndex = nullIndices[i];
+
+		if (nullIndex > lastExpandedNullIndex) {
+			// expand left until we hit a non-null value
+			currentIndex = nullIndex - 1;
+			while (currentIndex >= 0 && seriesValues[currentIndex] == null) {
+				seriesValues[currentIndex--] = null;
+			}
+
+			// expand right until we hit a non-null value
+			currentIndex = nullIndex + 1;
+			while (currentIndex < alignedLength && seriesValues[currentIndex] == null) {
+				seriesValues[(lastExpandedNullIndex = currentIndex++)] = null;
+			}
+		}
+	}
+}
+
+/**
+ * Merges multiple uPlot `AlignedData` tables into a single aligned table.
+ *
+ * - Merges and sorts all distinct x-values from each table.
+ * - Re-aligns every series onto the merged x-axis.
+ * - Applies per-series null handling (`NULL_REMOVE`, `NULL_RETAIN`, `NULL_EXPAND`).
+ */
+/* eslint-disable sonarjs/cognitive-complexity */
+export function mergeAlignedDataTables(
+	alignedTables: AlignedData[],
+	nullModes?: number[][],
+): AlignedData {
+	let mergedXValues: Set<number>;
+
+	// eslint-disable-next-line prefer-const
+	mergedXValues = new Set();
+
+	// Collect all unique x-values from every table.
+	for (let tableIndex = 0; tableIndex < alignedTables.length; tableIndex++) {
+		const table = alignedTables[tableIndex];
+		const xValues = table[0];
+		const xLength = xValues.length;
+
+		for (let i = 0; i < xLength; i++) {
+			mergedXValues.add(xValues[i]);
+		}
+	}
+
+	// Sorted, merged x-axis used by the final result.
+	const alignedData: (number | null | undefined)[][] = [
+		Array.from(mergedXValues).sort((a, b) => a - b),
+	];
+
+	const alignedLength = alignedData[0].length;
+
+	// Map from x-value to its index in the merged x-axis.
+	const xValueToIndexMap = new Map<number, number>();
+
+	for (let i = 0; i < alignedLength; i++) {
+		xValueToIndexMap.set(alignedData[0][i] as number, i);
+	}
+
+	// Re-align all series from all tables onto the merged x-axis.
+	for (let tableIndex = 0; tableIndex < alignedTables.length; tableIndex++) {
+		const table = alignedTables[tableIndex];
+		const xValues = table[0];
+
+		for (let seriesIndex = 1; seriesIndex < table.length; seriesIndex++) {
+			const seriesValues = table[seriesIndex];
+
+			const alignedSeriesValues = Array(alignedLength).fill(undefined);
+
+			const nullHandlingMode = nullModes
+				? nullModes[tableIndex][seriesIndex]
+				: NULL_RETAIN;
+
+			const nullIndices: number[] = [];
+
+			for (let i = 0; i < seriesValues.length; i++) {
+				const valueAtPoint = seriesValues[i];
+				const alignedIndex = xValueToIndexMap.get(xValues[i]);
+
+				if (alignedIndex == null) {
+					continue;
+				}
+
+				if (valueAtPoint === null) {
+					if (nullHandlingMode !== NULL_REMOVE) {
+						alignedSeriesValues[alignedIndex] = valueAtPoint;
+
+						if (nullHandlingMode === NULL_EXPAND) {
+							nullIndices.push(alignedIndex);
+						}
+					}
+				} else {
+					alignedSeriesValues[alignedIndex] = valueAtPoint;
+				}
+			}
+
+			// Optionally expand nulls to visually preserve gaps.
+			propagateNullsAcrossNeighbors(
+				alignedSeriesValues,
+				nullIndices,
+				alignedLength,
+			);
+
+			alignedData.push(alignedSeriesValues);
+		}
+	}
+
+	return alignedData as AlignedData;
+}
+
+/**
+ * Builds histogram buckets from raw values.
+ *
+ * - Each value is mapped into a bucket via `getBucketForValue`.
+ * - Counts how many values fall into each bucket.
+ * - Optionally sorts buckets using the provided comparator.
+ */
+export function buildHistogramBuckets(
+	values: number[],
+	getBucketForValue: (value: number) => number,
+	sortBuckets?: ((a: number, b: number) => number) | null,
+): AlignedData {
+	const bucketMap = new Map<number, { value: number; count: number }>();
+
+	for (let i = 0; i < values.length; i++) {
+		let value = values[i];
+
+		if (value != null) {
+			value = getBucketForValue(value);
+		}
+
+		const bucket = bucketMap.get(value);
+
+		if (bucket) {
+			bucket.count++;
+		} else {
+			bucketMap.set(value, { value, count: 1 });
+		}
+	}
+
+	const buckets = [...bucketMap.values()];
+
+	// eslint-disable-next-line @typescript-eslint/no-unused-expressions
+	sortBuckets && buckets.sort((a, b) => sortBuckets(a.value, b.value));
+
+	const bucketValues = Array(buckets.length);
+	const bucketCounts = Array(buckets.length);
+
+	for (let i = 0; i < buckets.length; i++) {
+		bucketValues[i] = buckets[i].value;
+		bucketCounts[i] = buckets[i].count;
+	}
+
+	return [bucketValues, bucketCounts];
+}
+
+/**
+ * Mutates an `AlignedData` instance, replacing all `undefined` entries
+ * with explicit `null` values so uPlot treats them as gaps.
+ */
+export function replaceUndefinedWithNullInAlignedData(
+	data: AlignedData,
+): AlignedData {
+	const seriesList = data as (number | null | undefined)[][];
+	for (let seriesIndex = 0; seriesIndex < seriesList.length; seriesIndex++) {
+		for (
+			let pointIndex = 0;
+			pointIndex < seriesList[seriesIndex].length;
+			pointIndex++
+		) {
+			if (seriesList[seriesIndex][pointIndex] === undefined) {
+				seriesList[seriesIndex][pointIndex] = null;
+			}
+		}
+	}
+	return data;
+}
+
+/**
+ * Ensures the first histogram series has a leading "empty" bin so that
+ * all series line up visually when rendered as bars.
+ *
+ * - Prepends a new x-value (first x - `bucketSize`) to the first series.
+ * - Prepends `null` to all subsequent series at the same index.
+ */
+export function prependNullBinToFirstHistogramSeries(
+	alignedData: AlignedData,
+	bucketSize: number,
+): void {
+	const seriesList = alignedData as (number | null)[][];
+	if (
+		seriesList.length > 0 &&
+		seriesList[0].length > 0 &&
+		seriesList[0][0] !== null
+	) {
+		seriesList[0].unshift(seriesList[0][0] - bucketSize);
+		for (let seriesIndex = 1; seriesIndex < seriesList.length; seriesIndex++) {
+			seriesList[seriesIndex].unshift(null);
+		}
+	}
+}

frontend/src/container/InfraMonitoringK8s/EntityDetailsUtils/EntityLogs/EntityLogs.tsx

@@ -1,8 +1,9 @@
 /* eslint-disable no-nested-ternary */
-import { useCallback, useEffect, useMemo } from 'react';
+import { useCallback, useEffect, useMemo, useRef } from 'react';
 import { useQuery } from 'react-query';
-import { Virtuoso } from 'react-virtuoso';
+import { Virtuoso, VirtuosoHandle } from 'react-virtuoso';
 import { Card } from 'antd';
+import LogDetail from 'components/LogDetail';
 import RawLogView from 'components/Logs/RawLogView';
 import OverlayScrollbar from 'components/OverlayScrollbar/OverlayScrollbar';
 import { DEFAULT_ENTITY_VERSION } from 'constants/app';
@@ -11,6 +12,8 @@ import LogsError from 'container/LogsError/LogsError';
 import { LogsLoading } from 'container/LogsLoading/LogsLoading';
 import { FontSize } from 'container/OptionsMenu/types';
 import { useHandleLogsPagination } from 'hooks/infraMonitoring/useHandleLogsPagination';
+import useLogDetailHandlers from 'hooks/logs/useLogDetailHandlers';
+import useScrollToLog from 'hooks/logs/useScrollToLog';
 import { GetMetricQueryRange } from 'lib/dashboard/getQueryResults';
 import { ILog } from 'types/api/logs/log';
 import { IBuilderQuery } from 'types/api/queryBuilder/queryBuilderData';
@@ -40,6 +43,15 @@ function EntityLogs({
 	category,
 	queryKeyFilters,
 }: Props): JSX.Element {
+	const virtuosoRef = useRef<VirtuosoHandle>(null);
+	const {
+		activeLog,
+		onAddToQuery,
+		selectedTab,
+		handleSetActiveLog,
+		handleCloseLogDetail,
+	} = useLogDetailHandlers();
+
 	const basePayload = getEntityEventsOrLogsQueryPayload(
 		timeRange.startTime,
 		timeRange.endTime,
@@ -62,29 +74,40 @@ function EntityLogs({
 		basePayload,
 	});
 
+	const handleScrollToLog = useScrollToLog({
+		logs,
+		virtuosoRef,
+	});
+
 	const getItemContent = useCallback(
-		(_: number, logToRender: ILog): JSX.Element => (
-			<RawLogView
-				isTextOverflowEllipsisDisabled
-				key={logToRender.id}
-				data={logToRender}
-				linesPerRow={5}
-				fontSize={FontSize.MEDIUM}
-				selectedFields={[
-					{
-						dataType: 'string',
-						type: '',
-						name: 'body',
-					},
-					{
-						dataType: 'string',
-						type: '',
-						name: 'timestamp',
-					},
-				]}
-			/>
-		),
-		[],
+		(_: number, logToRender: ILog): JSX.Element => {
+			return (
+				<div key={logToRender.id}>
+					<RawLogView
+						isTextOverflowEllipsisDisabled
+						data={logToRender}
+						linesPerRow={5}
+						fontSize={FontSize.MEDIUM}
+						selectedFields={[
+							{
+								dataType: 'string',
+								type: '',
+								name: 'body',
+							},
+							{
+								dataType: 'string',
+								type: '',
+								name: 'timestamp',
+							},
+						]}
+						onSetActiveLog={handleSetActiveLog}
+						onClearActiveLog={handleCloseLogDetail}
+						isActiveLog={activeLog?.id === logToRender.id}
+					/>
+				</div>
+			);
+		},
+		[activeLog, handleSetActiveLog, handleCloseLogDetail],
 	);
 
 	const { data, isLoading, isFetching, isError } = useQuery({
@@ -131,6 +154,7 @@ function EntityLogs({
 					<Virtuoso
 						className="entity-logs-virtuoso"
 						key="entity-logs-virtuoso"
+						ref={virtuosoRef}
 						data={logs}
 						endReached={loadMoreLogs}
 						totalCount={logs.length}
@@ -154,7 +178,21 @@ function EntityLogs({
 			)}
 			{isError && !isLoading && <LogsError />}
 			{!isLoading && !isError && logs.length > 0 && (
-				<div className="entity-logs-list-container">{renderContent}</div>
+				<div className="entity-logs-list-container" data-log-detail-ignore="true">
+					{renderContent}
+				</div>
+			)}
+			{selectedTab && activeLog && (
+				<LogDetail
+					log={activeLog}
+					onClose={handleCloseLogDetail}
+					logs={logs}
+					onNavigateLog={handleSetActiveLog}
+					selectedTab={selectedTab}
+					onAddToQuery={onAddToQuery}
+					onClickActionItem={onAddToQuery}
+					onScrollToLog={handleScrollToLog}
+				/>
 			)}
 		</div>
 	);

frontend/src/container/LiveLogs/LiveLogsList/index.tsx

@@ -2,7 +2,6 @@ import { memo, useCallback, useEffect, useMemo, useRef } from 'react';
 import { Virtuoso, VirtuosoHandle } from 'react-virtuoso';
 import { Card, Typography } from 'antd';
 import LogDetail from 'components/LogDetail';
-import { VIEW_TYPES } from 'components/LogDetail/constants';
 import ListLogView from 'components/Logs/ListLogView';
 import RawLogView from 'components/Logs/RawLogView';
 import OverlayScrollbar from 'components/OverlayScrollbar/OverlayScrollbar';
@@ -14,8 +13,9 @@ import { InfinityWrapperStyled } from 'container/LogsExplorerList/styles';
 import { convertKeysToColumnFields } from 'container/LogsExplorerList/utils';
 import { useOptionsMenu } from 'container/OptionsMenu';
 import { defaultLogsSelectedColumns } from 'container/OptionsMenu/constants';
-import { useActiveLog } from 'hooks/logs/useActiveLog';
 import { useCopyLogLink } from 'hooks/logs/useCopyLogLink';
+import useLogDetailHandlers from 'hooks/logs/useLogDetailHandlers';
+import useScrollToLog from 'hooks/logs/useScrollToLog';
 import { useEventSource } from 'providers/EventSource';
 // interfaces
 import { ILog } from 'types/api/logs/log';
@@ -38,10 +38,11 @@ function LiveLogsList({
 
 	const {
 		activeLog,
-		onClearActiveLog,
 		onAddToQuery,
-		onSetActiveLog,
-	} = useActiveLog();
+		selectedTab,
+		handleSetActiveLog,
+		handleCloseLogDetail,
+	} = useLogDetailHandlers();
 
 	// get only data from the logs object
 	const formattedLogs: ILog[] = useMemo(
@@ -65,42 +66,56 @@ function LiveLogsList({
 		...options.selectColumns,
 	]);
 
+	const handleScrollToLog = useScrollToLog({
+		logs: formattedLogs,
+		virtuosoRef: ref,
+	});
+
 	const getItemContent = useCallback(
 		(_: number, log: ILog): JSX.Element => {
 			if (options.format === 'raw') {
 				return (
-					<RawLogView
-						key={log.id}
-						data={log}
-						linesPerRow={options.maxLines}
-						selectedFields={selectedFields}
-						fontSize={options.fontSize}
-						handleChangeSelectedView={handleChangeSelectedView}
-					/>
+					<div key={log.id}>
+						<RawLogView
+							data={log}
+							isActiveLog={activeLog?.id === log.id}
+							linesPerRow={options.maxLines}
+							selectedFields={selectedFields}
+							fontSize={options.fontSize}
+							handleChangeSelectedView={handleChangeSelectedView}
+							onSetActiveLog={handleSetActiveLog}
+							onClearActiveLog={handleCloseLogDetail}
+						/>
+					</div>
 				);
 			}
 
 			return (
-				<ListLogView
-					key={log.id}
-					logData={log}
-					selectedFields={selectedFields}
-					linesPerRow={options.maxLines}
-					onAddToQuery={onAddToQuery}
-					onSetActiveLog={onSetActiveLog}
-					fontSize={options.fontSize}
-					handleChangeSelectedView={handleChangeSelectedView}
-				/>
+				<div key={log.id}>
+					<ListLogView
+						logData={log}
+						isActiveLog={activeLog?.id === log.id}
+						selectedFields={selectedFields}
+						linesPerRow={options.maxLines}
+						onAddToQuery={onAddToQuery}
+						onSetActiveLog={handleSetActiveLog}
+						onClearActiveLog={handleCloseLogDetail}
+						fontSize={options.fontSize}
+						handleChangeSelectedView={handleChangeSelectedView}
+					/>
+				</div>
 			);
 		},
 		[
-			handleChangeSelectedView,
-			onAddToQuery,
-			onSetActiveLog,
-			options.fontSize,
 			options.format,
 			options.maxLines,
+			options.fontSize,
+			activeLog?.id,
 			selectedFields,
+			onAddToQuery,
+			handleSetActiveLog,
+			handleCloseLogDetail,
+			handleChangeSelectedView,
 		],
 	);
 
@@ -156,6 +171,10 @@ function LiveLogsList({
 								activeLogIndex,
 							}}
 							handleChangeSelectedView={handleChangeSelectedView}
+							logs={formattedLogs}
+							onSetActiveLog={handleSetActiveLog}
+							onClearActiveLog={handleCloseLogDetail}
+							activeLog={activeLog}
 						/>
 					) : (
 						<Card style={{ width: '100%' }} bodyStyle={CARD_BODY_STYLE}>
@@ -173,14 +192,17 @@ function LiveLogsList({
 				</InfinityWrapperStyled>
 			)}
 
-			{activeLog && (
+			{activeLog && selectedTab && (
 				<LogDetail
-					selectedTab={VIEW_TYPES.OVERVIEW}
+					selectedTab={selectedTab}
 					log={activeLog}
-					onClose={onClearActiveLog}
+					onClose={handleCloseLogDetail}
 					onAddToQuery={onAddToQuery}
 					onClickActionItem={onAddToQuery}
 					handleChangeSelectedView={handleChangeSelectedView}
+					logs={formattedLogs}
+					onNavigateLog={handleSetActiveLog}
+					onScrollToLog={handleScrollToLog}
 				/>
 			)}
 		</div>

frontend/src/container/LogDetailedView/TableView/TableViewActions.tsx

@@ -395,7 +395,7 @@ export default function TableViewActions(
 								onOpenChange={setIsOpen}
 								arrow={false}
 								content={
-									<div>
+									<div data-log-detail-ignore="true">
 										<Button
 											className="more-filter-actions"
 											type="text"
@@ -481,7 +481,7 @@ export default function TableViewActions(
 							onOpenChange={setIsOpen}
 							arrow={false}
 							content={
-								<div>
+								<div data-log-detail-ignore="true">
 									<Button
 										className="more-filter-actions"
 										type="text"

frontend/src/container/LogsExplorerList/InfinityTableView/TableRow.tsx

@@ -7,6 +7,7 @@ import {
 	useMemo,
 } from 'react';
 import { ColumnsType } from 'antd/es/table';
+import { VIEW_TYPES } from 'components/LogDetail/constants';
 import LogLinesActionButtons from 'components/Logs/LogLinesActionButtons/LogLinesActionButtons';
 import { ColumnTypeRender } from 'components/Logs/TableView/types';
 import { FontSize } from 'container/OptionsMenu/types';
@@ -22,22 +23,27 @@ interface TableRowProps {
 	tableColumns: ColumnsType<Record<string, unknown>>;
 	index: number;
 	log: Record<string, unknown>;
-	handleSetActiveContextLog: (log: ILog) => void;
-	onShowLogDetails: (log: ILog) => void;
+	onShowLogDetails?: (
+		log: ILog,
+		selectedTab?: typeof VIEW_TYPES[keyof typeof VIEW_TYPES],
+	) => void;
 	logs: ILog[];
 	hasActions: boolean;
 	fontSize: FontSize;
+	isActiveLog?: boolean;
+	onClearActiveLog?: () => void;
 }
 
 export default function TableRow({
 	tableColumns,
 	index,
 	log,
-	handleSetActiveContextLog,
 	onShowLogDetails,
 	logs,
 	hasActions,
 	fontSize,
+	isActiveLog,
+	onClearActiveLog,
 }: TableRowProps): JSX.Element {
 	const isDarkMode = useIsDarkMode();
 
@@ -52,21 +58,31 @@ export default function TableRow({
 		(event) => {
 			event.preventDefault();
 			event.stopPropagation();
-			if (!handleSetActiveContextLog || !currentLog) {
+			if (!currentLog) {
 				return;
 			}
 
-			handleSetActiveContextLog(currentLog);
+			onShowLogDetails?.(currentLog, VIEW_TYPES.CONTEXT);
 		},
-		[currentLog, handleSetActiveContextLog],
+		[currentLog, onShowLogDetails],
 	);
 
 	const handleShowLogDetails = useCallback(() => {
-		if (!onShowLogDetails || !currentLog) {
+		if (!currentLog) {
 			return;
 		}
-		onShowLogDetails(currentLog);
-	}, [currentLog, onShowLogDetails]);
+
+		// If this log is already active, close the detail drawer
+		if (isActiveLog && onClearActiveLog) {
+			onClearActiveLog();
+			return;
+		}
+
+		// Otherwise, open the detail drawer for this log
+		if (onShowLogDetails) {
+			onShowLogDetails(currentLog);
+		}
+	}, [currentLog, onShowLogDetails, isActiveLog, onClearActiveLog]);
 
 	const hasSingleColumn =
 		tableColumns.filter((column) => column.key !== 'state-indicator').length ===

frontend/src/container/LogsExplorerList/InfinityTableView/index.tsx

@@ -4,7 +4,6 @@ import {
 	TableVirtuoso,
 	TableVirtuosoHandle,
 } from 'react-virtuoso';
-import LogDetail from 'components/LogDetail';
 import { VIEW_TYPES } from 'components/LogDetail/constants';
 import { getLogIndicatorType } from 'components/Logs/LogStateIndicator/utils';
 import { useTableView } from 'components/Logs/TableView/useTableView';
@@ -58,26 +57,40 @@ const CustomTableRow: TableComponents<ILog>['TableRow'] = ({
 
 const InfinityTable = forwardRef<TableVirtuosoHandle, InfinityTableProps>(
 	function InfinityTableView(
-		{ isLoading, tableViewProps, infitiyTableProps, handleChangeSelectedView },
-		ref,
-	): JSX.Element | null {
-		const {
-			activeLog: activeContextLog,
-			onSetActiveLog: handleSetActiveContextLog,
-			onClearActiveLog: handleClearActiveContextLog,
-			onAddToQuery: handleAddToQuery,
-		} = useActiveLog();
-		const {
-			activeLog,
+		{
+			isLoading,
+			tableViewProps,
+			infitiyTableProps,
 			onSetActiveLog,
 			onClearActiveLog,
-			onAddToQuery,
-		} = useActiveLog();
+			activeLog,
+		},
+		ref,
+	): JSX.Element | null {
+		const { activeLog: activeContextLog } = useActiveLog();
+
+		const onSetActiveLogExpand = useCallback(
+			(log: ILog) => {
+				onSetActiveLog?.(log);
+			},
+			[onSetActiveLog],
+		);
+
+		const onSetActiveLogContext = useCallback(
+			(log: ILog) => {
+				onSetActiveLog?.(log, VIEW_TYPES.CONTEXT);
+			},
+			[onSetActiveLog],
+		);
+
+		const onCloseActiveLog = useCallback(() => {
+			onClearActiveLog?.();
+		}, [onClearActiveLog]);
 
 		const { dataSource, columns } = useTableView({
 			...tableViewProps,
-			onClickExpand: onSetActiveLog,
-			onOpenLogsContext: handleSetActiveContextLog,
+			onClickExpand: onSetActiveLogExpand,
+			onOpenLogsContext: onSetActiveLogContext,
 		});
 
 		const { draggedColumns, onDragColumns } = useDragColumns<
@@ -98,27 +111,32 @@ const InfinityTable = forwardRef<TableVirtuosoHandle, InfinityTableProps>(
 		);
 
 		const itemContent = useCallback(
-			(index: number, log: Record<string, unknown>): JSX.Element => (
-				<TableRow
-					tableColumns={tableColumns}
-					index={index}
-					log={log}
-					handleSetActiveContextLog={handleSetActiveContextLog}
-					logs={tableViewProps.logs}
-					hasActions
-					fontSize={tableViewProps.fontSize}
-					onShowLogDetails={onSetActiveLog}
-				/>
-			),
+			(index: number, log: Record<string, unknown>): JSX.Element => {
+				return (
+					<div key={log.id as string}>
+						<TableRow
+							tableColumns={tableColumns}
+							index={index}
+							log={log}
+							logs={tableViewProps.logs}
+							hasActions
+							fontSize={tableViewProps.fontSize}
+							onShowLogDetails={onSetActiveLog}
+							isActiveLog={activeLog?.id === log.id}
+							onClearActiveLog={onCloseActiveLog}
+						/>
+					</div>
+				);
+			},
 			[
-				handleSetActiveContextLog,
 				tableColumns,
-				tableViewProps.fontSize,
-				tableViewProps.logs,
 				onSetActiveLog,
+				tableViewProps.logs,
+				tableViewProps.fontSize,
+				activeLog?.id,
+				onCloseActiveLog,
 			],
 		);
-
 		const tableHeader = useCallback(
 			() => (
 				<tr>
@@ -179,24 +197,6 @@ const InfinityTable = forwardRef<TableVirtuosoHandle, InfinityTableProps>(
 						? { endReached: infitiyTableProps.onEndReached }
 						: {})}
 				/>
-
-				{activeContextLog && (
-					<LogDetail
-						log={activeContextLog}
-						onClose={handleClearActiveContextLog}
-						onAddToQuery={handleAddToQuery}
-						selectedTab={VIEW_TYPES.CONTEXT}
-						handleChangeSelectedView={handleChangeSelectedView}
-					/>
-				)}
-				<LogDetail
-					selectedTab={VIEW_TYPES.OVERVIEW}
-					log={activeLog}
-					onClose={onClearActiveLog}
-					onAddToQuery={onAddToQuery}
-					onClickActionItem={onAddToQuery}
-					handleChangeSelectedView={handleChangeSelectedView}
-				/>
 			</>
 		);
 	},

frontend/src/container/LogsExplorerList/InfinityTableView/types.ts

@@ -1,5 +1,7 @@
+import { VIEW_TYPES } from 'components/LogDetail/constants';
 import { UseTableViewProps } from 'components/Logs/TableView/types';
 import { ChangeViewFunctionType } from 'container/ExplorerOptions/types';
+import { ILog } from 'types/api/logs/log';
 
 export type InfinityTableProps = {
 	isLoading?: boolean;
@@ -8,4 +10,11 @@ export type InfinityTableProps = {
 		onEndReached: (index: number) => void;
 	};
 	handleChangeSelectedView?: ChangeViewFunctionType;
+	logs?: ILog[];
+	onSetActiveLog?: (
+		log: ILog,
+		selectedTab?: typeof VIEW_TYPES[keyof typeof VIEW_TYPES],
+	) => void;
+	onClearActiveLog?: () => void;
+	activeLog?: ILog | null;
 };

frontend/src/container/LogsExplorerList/index.tsx

@@ -4,7 +4,6 @@ import { Card } from 'antd';
 import logEvent from 'api/common/logEvent';
 import ErrorInPlace from 'components/ErrorInPlace/ErrorInPlace';
 import LogDetail from 'components/LogDetail';
-import { VIEW_TYPES } from 'components/LogDetail/constants';
 // components
 import ListLogView from 'components/Logs/ListLogView';
 import RawLogView from 'components/Logs/RawLogView';
@@ -16,8 +15,9 @@ import EmptyLogsSearch from 'container/EmptyLogsSearch/EmptyLogsSearch';
 import { LogsLoading } from 'container/LogsLoading/LogsLoading';
 import { useOptionsMenu } from 'container/OptionsMenu';
 import { FontSize } from 'container/OptionsMenu/types';
-import { useActiveLog } from 'hooks/logs/useActiveLog';
 import { useCopyLogLink } from 'hooks/logs/useCopyLogLink';
+import useLogDetailHandlers from 'hooks/logs/useLogDetailHandlers';
+import useScrollToLog from 'hooks/logs/useScrollToLog';
 import { useQueryBuilder } from 'hooks/queryBuilder/useQueryBuilder';
 import APIError from 'types/api/error';
 // interfaces
@@ -55,10 +55,11 @@ function LogsExplorerList({
 
 	const {
 		activeLog,
-		onClearActiveLog,
 		onAddToQuery,
-		onSetActiveLog,
-	} = useActiveLog();
+		selectedTab,
+		handleSetActiveLog,
+		handleCloseLogDetail,
+	} = useLogDetailHandlers();
 
 	const { options } = useOptionsMenu({
 		storageKey: LOCALSTORAGE.LOGS_LIST_OPTIONS,
@@ -82,6 +83,12 @@ function LogsExplorerList({
 		() => convertKeysToColumnFields(options.selectColumns),
 		[options],
 	);
+
+	const handleScrollToLog = useScrollToLog({
+		logs,
+		virtuosoRef: ref,
+	});
+
 	useEffect(() => {
 		if (!isLoading && !isFetching && !isError && logs.length !== 0) {
 			logEvent('Logs Explorer: Data present', {
@@ -94,40 +101,48 @@ function LogsExplorerList({
 		(_: number, log: ILog): JSX.Element => {
 			if (options.format === 'raw') {
 				return (
-					<RawLogView
-						key={log.id}
-						data={log}
-						linesPerRow={options.maxLines}
-						selectedFields={selectedFields}
-						fontSize={options.fontSize}
-						handleChangeSelectedView={handleChangeSelectedView}
-					/>
+					<div key={log.id}>
+						<RawLogView
+							data={log}
+							isActiveLog={activeLog?.id === log.id}
+							linesPerRow={options.maxLines}
+							selectedFields={selectedFields}
+							fontSize={options.fontSize}
+							handleChangeSelectedView={handleChangeSelectedView}
+							onSetActiveLog={handleSetActiveLog}
+							onClearActiveLog={handleCloseLogDetail}
+						/>
+					</div>
 				);
 			}
 
 			return (
-				<ListLogView
-					key={log.id}
-					logData={log}
-					selectedFields={selectedFields}
-					onAddToQuery={onAddToQuery}
-					onSetActiveLog={onSetActiveLog}
-					activeLog={activeLog}
-					fontSize={options.fontSize}
-					linesPerRow={options.maxLines}
-					handleChangeSelectedView={handleChangeSelectedView}
-				/>
+				<div key={log.id}>
+					<ListLogView
+						logData={log}
+						isActiveLog={activeLog?.id === log.id}
+						selectedFields={selectedFields}
+						onAddToQuery={onAddToQuery}
+						onSetActiveLog={handleSetActiveLog}
+						activeLog={activeLog}
+						fontSize={options.fontSize}
+						linesPerRow={options.maxLines}
+						handleChangeSelectedView={handleChangeSelectedView}
+						onClearActiveLog={handleCloseLogDetail}
+					/>
+				</div>
 			);
 		},
 		[
-			activeLog,
-			handleChangeSelectedView,
-			onAddToQuery,
-			onSetActiveLog,
-			options.fontSize,
 			options.format,
+			options.fontSize,
 			options.maxLines,
+			activeLog,
 			selectedFields,
+			onAddToQuery,
+			handleSetActiveLog,
+			handleChangeSelectedView,
+			handleCloseLogDetail,
 		],
 	);
 
@@ -153,6 +168,10 @@ function LogsExplorerList({
 					}}
 					infitiyTableProps={{ onEndReached }}
 					handleChangeSelectedView={handleChangeSelectedView}
+					logs={logs}
+					onSetActiveLog={handleSetActiveLog}
+					onClearActiveLog={handleCloseLogDetail}
+					activeLog={activeLog}
 				/>
 			);
 		}
@@ -199,6 +218,9 @@ function LogsExplorerList({
 		getItemContent,
 		selectedFields,
 		handleChangeSelectedView,
+		handleSetActiveLog,
+		handleCloseLogDetail,
+		activeLog,
 	]);
 
 	const isTraceToLogsNavigation = useMemo(() => {
@@ -278,14 +300,19 @@ function LogsExplorerList({
 						{renderContent}
 					</InfinityWrapperStyled>
 
-					<LogDetail
-						selectedTab={VIEW_TYPES.OVERVIEW}
-						log={activeLog}
-						onClose={onClearActiveLog}
-						onAddToQuery={onAddToQuery}
-						onClickActionItem={onAddToQuery}
-						handleChangeSelectedView={handleChangeSelectedView}
-					/>
+					{selectedTab && activeLog && (
+						<LogDetail
+							selectedTab={selectedTab}
+							log={activeLog}
+							onClose={handleCloseLogDetail}
+							onAddToQuery={onAddToQuery}
+							onClickActionItem={onAddToQuery}
+							handleChangeSelectedView={handleChangeSelectedView}
+							logs={logs}
+							onNavigateLog={handleSetActiveLog}
+							onScrollToLog={handleScrollToLog}
+						/>
+					)}
 				</>
 			)}
 		</div>

frontend/src/container/LogsExplorerViews/index.tsx

@@ -466,7 +466,10 @@ function LogsExplorerViewsContainer({
 						</div>
 					)}
 
-				<div className="logs-explorer-views-type-content">
+				<div
+					className="logs-explorer-views-type-content"
+					data-log-detail-ignore="true"
+				>
 					{showLiveLogs && (
 						<LiveLogs handleChangeSelectedView={handleChangeSelectedView} />
 					)}

frontend/src/container/LogsPanelTable/LogsPanelComponent.tsx

@@ -8,7 +8,6 @@ import {
 } from 'react';
 import { UseQueryResult } from 'react-query';
 import LogDetail from 'components/LogDetail';
-import { VIEW_TYPES } from 'components/LogDetail/constants';
 import OverlayScrollbar from 'components/OverlayScrollbar/OverlayScrollbar';
 import { ResizeTable } from 'components/ResizeTable';
 import { SOMETHING_WENT_WRONG } from 'constants/api';
@@ -16,7 +15,7 @@ import { PANEL_TYPES } from 'constants/queryBuilder';
 import Controls from 'container/Controls';
 import { PER_PAGE_OPTIONS } from 'container/TracesExplorer/ListView/configs';
 import { tableStyles } from 'container/TracesExplorer/ListView/styles';
-import { useActiveLog } from 'hooks/logs/useActiveLog';
+import useLogDetailHandlers from 'hooks/logs/useLogDetailHandlers';
 import { useLogsData } from 'hooks/useLogsData';
 import { GetQueryResultsProps } from 'lib/dashboard/getQueryResults';
 import { FlatLogData } from 'lib/logs/flatLogData';
@@ -83,24 +82,24 @@ function LogsPanelComponent({
 		() => logs.map((log) => FlatLogData(log) as RowData),
 		[logs],
 	);
-
 	const {
 		activeLog,
-		onSetActiveLog,
-		onClearActiveLog,
 		onAddToQuery,
-	} = useActiveLog();
+		selectedTab,
+		handleSetActiveLog,
+		handleCloseLogDetail,
+	} = useLogDetailHandlers();
 
 	const handleRow = useCallback(
 		(record: RowData): HTMLAttributes<RowData> => ({
 			onClick: (): void => {
 				const log = logs.find((item) => item.id === record.id);
 				if (log) {
-					onSetActiveLog(log);
+					handleSetActiveLog(log);
 				}
 			},
 		}),
-		[logs, onSetActiveLog],
+		[handleSetActiveLog, logs],
 	);
 
 	const handleRequestData = (newOffset: number): void => {
@@ -132,7 +131,7 @@ function LogsPanelComponent({
 
 	return (
 		<>
-			<div className="logs-table">
+			<div className="logs-table" data-log-detail-ignore="true">
 				<div className="resize-table">
 					<OverlayScrollbar>
 						<ResizeTable
@@ -166,15 +165,19 @@ function LogsPanelComponent({
 					</div>
 				)}
 			</div>
-			<LogDetail
-				selectedTab={VIEW_TYPES.OVERVIEW}
-				log={activeLog}
-				onClose={onClearActiveLog}
-				onAddToQuery={onAddToQuery}
-				onClickActionItem={onAddToQuery}
-				isListViewPanel
-				listViewPanelSelectedFields={widget?.selectedLogFields}
-			/>
+			{selectedTab && activeLog && (
+				<LogDetail
+					selectedTab={selectedTab}
+					log={activeLog}
+					onClose={handleCloseLogDetail}
+					onAddToQuery={onAddToQuery}
+					onClickActionItem={onAddToQuery}
+					isListViewPanel
+					listViewPanelSelectedFields={widget?.selectedLogFields}
+					logs={logs}
+					onNavigateLog={handleSetActiveLog}
+				/>
+			)}
 		</>
 	);
 }

frontend/src/container/PanelWrapper/constants.ts

@@ -1,8 +1,8 @@
 import { PANEL_TYPES } from 'constants/queryBuilder';
 import BarPanel from 'container/DashboardContainer/visualization/panels/BarPanel/BarPanel';
+import HistogramPanel from 'container/DashboardContainer/visualization/panels/HistogramPanel/HistogramPanel';
 
 import TimeSeriesPanel from '../DashboardContainer/visualization/panels/TimeSeriesPanel/TimeSeriesPanel';
-import HistogramPanelWrapper from './HistogramPanelWrapper';
 import ListPanelWrapper from './ListPanelWrapper';
 import PiePanelWrapper from './PiePanelWrapper';
 import TablePanelWrapper from './TablePanelWrapper';
@@ -17,7 +17,7 @@ export const PanelTypeVsPanelWrapper = {
 	[PANEL_TYPES.EMPTY_WIDGET]: null,
 	[PANEL_TYPES.PIE]: PiePanelWrapper,
 	[PANEL_TYPES.BAR]: BarPanel,
-	[PANEL_TYPES.HISTOGRAM]: HistogramPanelWrapper,
+	[PANEL_TYPES.HISTOGRAM]: HistogramPanel,
 };
 
 export const DEFAULT_BUCKET_COUNT = 30;

frontend/src/hooks/logs/useLogDetailHandlers.ts

@@ -0,0 +1,59 @@
+import { useCallback, useState } from 'react';
+import { VIEW_TYPES } from 'components/LogDetail/constants';
+import type { UseActiveLog } from 'hooks/logs/types';
+import { useActiveLog } from 'hooks/logs/useActiveLog';
+import { ILog } from 'types/api/logs/log';
+
+type SelectedTab = typeof VIEW_TYPES[keyof typeof VIEW_TYPES] | undefined;
+
+type UseLogDetailHandlersParams = {
+	defaultTab?: SelectedTab;
+};
+
+type UseLogDetailHandlersResult = {
+	activeLog: UseActiveLog['activeLog'];
+	onAddToQuery: UseActiveLog['onAddToQuery'];
+	selectedTab: SelectedTab;
+	handleSetActiveLog: (log: ILog, selectedTab?: SelectedTab) => void;
+	handleCloseLogDetail: () => void;
+};
+
+function useLogDetailHandlers({
+	defaultTab = VIEW_TYPES.OVERVIEW,
+}: UseLogDetailHandlersParams = {}): UseLogDetailHandlersResult {
+	const {
+		activeLog,
+		onSetActiveLog,
+		onClearActiveLog,
+		onAddToQuery,
+	} = useActiveLog();
+	const [selectedTab, setSelectedTab] = useState<SelectedTab>(defaultTab);
+
+	const handleSetActiveLog = useCallback(
+		(log: ILog, nextTab: SelectedTab = defaultTab): void => {
+			if (activeLog?.id === log.id) {
+				onClearActiveLog();
+				setSelectedTab(undefined);
+				return;
+			}
+			onSetActiveLog(log);
+			setSelectedTab(nextTab ?? defaultTab);
+		},
+		[activeLog?.id, defaultTab, onClearActiveLog, onSetActiveLog],
+	);
+
+	const handleCloseLogDetail = useCallback((): void => {
+		onClearActiveLog();
+		setSelectedTab(undefined);
+	}, [onClearActiveLog]);
+
+	return {
+		activeLog,
+		onAddToQuery,
+		selectedTab,
+		handleSetActiveLog,
+		handleCloseLogDetail,
+	};
+}
+
+export default useLogDetailHandlers;

frontend/src/hooks/logs/useScrollToLog.ts

@@ -0,0 +1,28 @@
+import { useCallback } from 'react';
+import type { VirtuosoHandle } from 'react-virtuoso';
+
+type UseScrollToLogParams = {
+	logs: Array<{ id: string }>;
+	virtuosoRef: React.RefObject<VirtuosoHandle | null>;
+};
+
+function useScrollToLog({
+	logs,
+	virtuosoRef,
+}: UseScrollToLogParams): (logId: string) => void {
+	return useCallback(
+		(logId: string): void => {
+			const logIndex = logs.findIndex(({ id }) => id === logId);
+			if (logIndex !== -1 && virtuosoRef.current) {
+				virtuosoRef.current.scrollToIndex({
+					index: logIndex,
+					align: 'center',
+					behavior: 'smooth',
+				});
+			}
+		},
+		[logs, virtuosoRef],
+	);
+}
+
+export default useScrollToLog;

frontend/src/lib/uPlotV2/components/Tooltip/HistogramTooltip.tsx

@@ -0,0 +1,8 @@
+import { HistogramTooltipProps } from '../types';
+import Tooltip from './Tooltip';
+
+export default function HistogramTooltip(
+	props: HistogramTooltipProps,
+): JSX.Element {
+	return <Tooltip {...props} showTooltipHeader={false} />;
+}

frontend/src/lib/uPlotV2/components/Tooltip/Tooltip.tsx

@@ -16,12 +16,16 @@ export default function Tooltip({
 	uPlotInstance,
 	timezone,
 	content,
+	showTooltipHeader = true,
 }: TooltipProps): JSX.Element {
 	const isDarkMode = useIsDarkMode();
 
 	const tooltipContent = content ?? [];
 
 	const headerTitle = useMemo(() => {
+		if (!showTooltipHeader) {
+			return null;
+		}
 		const data = uPlotInstance.data;
 		const cursorIdx = uPlotInstance.cursor.idx;
 		if (cursorIdx == null) {
@@ -30,7 +34,12 @@ export default function Tooltip({
 		return dayjs(data[0][cursorIdx] * 1000)
 			.tz(timezone)
 			.format(DATE_TIME_FORMATS.MONTH_DATETIME_SECONDS);
-	}, [timezone, uPlotInstance.data, uPlotInstance.cursor.idx]);
+	}, [
+		timezone,
+		uPlotInstance.data,
+		uPlotInstance.cursor.idx,
+		showTooltipHeader,
+	]);
 
 	return (
 		<div
@@ -39,9 +48,11 @@ export default function Tooltip({
 				isDarkMode ? 'darkMode' : 'lightMode',
 			)}
 		>
-			<div className="uplot-tooltip-header">
-				<span>{headerTitle}</span>
-			</div>
+			{showTooltipHeader && (
+				<div className="uplot-tooltip-header">
+					<span>{headerTitle}</span>
+				</div>
+			)}
 			<div
 				style={{
 					height: Math.min(

frontend/src/lib/uPlotV2/components/types.ts

@@ -60,6 +60,7 @@ export interface TooltipRenderArgs {
 }
 
 export interface BaseTooltipProps {
+	showTooltipHeader?: boolean;
 	timezone: string;
 	yAxisUnit?: string;
 	decimalPrecision?: PrecisionOption;
@@ -74,7 +75,14 @@ export interface BarTooltipProps extends BaseTooltipProps, TooltipRenderArgs {
 	isStackedBarChart?: boolean;
 }
 
-export type TooltipProps = TimeSeriesTooltipProps | BarTooltipProps;
+export interface HistogramTooltipProps
+	extends BaseTooltipProps,
+		TooltipRenderArgs {}
+
+export type TooltipProps =
+	| TimeSeriesTooltipProps
+	| BarTooltipProps
+	| HistogramTooltipProps;
 
 export enum LegendPosition {
 	BOTTOM = 'bottom',

frontend/src/lib/uPlotV2/config/UPlotConfigBuilder.ts

@@ -387,7 +387,7 @@ export class UPlotConfigBuilder extends ConfigBuilder<
 		} = this.getVisibilityResolutionState();
 
 		config.series = [
-			{ value: (): string => '' }, // Base series for timestamp
+			{ value: (): string => '', label: 'Timestamp' }, // Base series for timestamp
 			...this.series.map((s) => {
 				const series = s.getConfig();
 				// Stored visibility[0] is x-axis/time; data series start at visibility[1]

frontend/src/lib/uPlotV2/config/UPlotSeriesBuilder.ts

@@ -49,7 +49,7 @@ export class UPlotSeriesBuilder extends ConfigBuilder<SeriesProps, Series> {
 	}: {
 		resolvedLineColor: string;
 	}): Partial<Series> {
-		const { lineWidth, lineStyle, lineCap } = this.props;
+		const { lineWidth, lineStyle, lineCap, fillColor } = this.props;
 		const lineConfig: Partial<Series> = {
 			stroke: resolvedLineColor,
 			width: lineWidth ?? 2,
@@ -63,8 +63,12 @@ export class UPlotSeriesBuilder extends ConfigBuilder<SeriesProps, Series> {
 			lineConfig.cap = lineCap;
 		}
 
-		if (this.props.panelType === PANEL_TYPES.BAR) {
+		if (fillColor) {
+			lineConfig.fill = fillColor;
+		} else if (this.props.panelType === PANEL_TYPES.BAR) {
 			lineConfig.fill = resolvedLineColor;
+		} else if (this.props.panelType === PANEL_TYPES.HISTOGRAM) {
+			lineConfig.fill = `${resolvedLineColor}40`;
 		}
 
 		return lineConfig;
@@ -147,6 +151,8 @@ export class UPlotSeriesBuilder extends ConfigBuilder<SeriesProps, Series> {
 			pointsConfig.show = false;
 		} else if (showPoints === VisibilityMode.Always) {
 			pointsConfig.show = true;
+		} else {
+			pointsConfig.show = false; // default to hidden
 		}
 
 		return pointsConfig;

frontend/src/lib/uPlotV2/config/types.ts

@@ -175,6 +175,7 @@ export interface SeriesProps extends LineConfig, PointsConfig, BarConfig {
 	pointsBuilder?: Series.Points.Show;
 	show?: boolean;
 	spanGaps?: boolean;
+	fillColor?: string;
 	isDarkMode?: boolean;
 	stepInterval?: number;
 }

frontend/src/lib/uPlotV2/utils/scale.ts

@@ -11,22 +11,6 @@ import { Threshold } from '../hooks/types';
 import { findMinMaxThresholdValues } from './threshold';
 import { LogScaleLimits, RangeFunctionParams } from './types';
 
-/**
- * Rounds a number down to the nearest multiple of incr.
- * Used for linear scale min so the axis starts on a clean tick.
- */
-export function incrRoundDn(num: number, incr: number): number {
-	return Math.floor(num / incr) * incr;
-}
-
-/**
- * Rounds a number up to the nearest multiple of incr.
- * Used for linear scale max so the axis ends on a clean tick.
- */
-export function incrRoundUp(num: number, incr: number): number {
-	return Math.ceil(num / incr) * incr;
-}
-
 /**
  * Snaps min/max/softMin/softMax to valid log-scale values (powers of logBase).
  * Only applies when distribution is logarithmic; otherwise returns limits unchanged.
@@ -213,25 +197,6 @@ function getLogScaleRange(
 	);
 }
 
-/**
- * Snaps linear scale min down and max up to whole numbers so axis bounds are clean.
- */
-function roundLinearRange(minMax: Range.MinMax): Range.MinMax {
-	const [currentMin, currentMax] = minMax;
-	let roundedMin = currentMin;
-	let roundedMax = currentMax;
-
-	if (roundedMin != null) {
-		roundedMin = incrRoundDn(roundedMin, 1);
-	}
-
-	if (roundedMax != null) {
-		roundedMax = incrRoundUp(roundedMax, 1);
-	}
-
-	return [roundedMin, roundedMax];
-}
-
 /**
  * Snaps log-scale [min, max] to exact powers of logBase (nearest magnitude below/above).
  * If min and max would be equal after snapping, max is increased by one magnitude so the range is valid.
@@ -330,7 +295,6 @@ export function createRangeFunction(
 
 		if (scale.distr === 1) {
 			minMax = getLinearScaleRange(minMax, params, dataMin, dataMax);
-			minMax = roundLinearRange(minMax);
 		} else if (scale.distr === 3) {
 			minMax = getLogScaleRange(minMax, params, dataMin, dataMax, logBase);
 			const logFn = scale.log === 2 ? Math.log2 : Math.log10;

frontend/src/styles.scss

@@ -567,6 +567,15 @@ body {
 		border: 1px solid var(--bg-vanilla-300);
 	}
 
+	.ant-tooltip {
+		--antd-arrow-background-color: var(--bg-vanilla-100);
+
+		.ant-tooltip-inner {
+			background-color: var(--bg-vanilla-100);
+			color: var(---bg-ink-500);
+		}
+	}
+
 	.ant-dropdown-menu {
 		border: 1px solid var(--bg-vanilla-300);
 		background: var(--bg-vanilla-100);

frontend/src/utils/logs.ts

@@ -9,10 +9,9 @@ export const getDefaultLogBackground = (
 	if (isReadOnly) {
 		return '';
 	}
-	// TODO handle the light mode here
 	return `&:hover {
     background-color: ${
-					isDarkMode ? 'rgba(171, 189, 255, 0.04)' : 'var(--bg-vanilla-200)'
+					isDarkMode ? 'rgba(171, 189, 255, 0.04)' : 'rgba(0, 0, 0, 0.04)'
 				};
     }`;
 };
@@ -28,22 +27,38 @@ export const getActiveLogBackground = (
 	if (isDarkMode) {
 		switch (logType) {
 			case LogType.INFO:
-				return `background-color: ${Color.BG_ROBIN_500}10 !important;`;
+				return `background-color: ${Color.BG_ROBIN_500}40 !important;`;
 			case LogType.WARN:
-				return `background-color: ${Color.BG_AMBER_500}10 !important;`;
+				return `background-color: ${Color.BG_AMBER_500}40 !important;`;
 			case LogType.ERROR:
-				return `background-color: ${Color.BG_CHERRY_500}10 !important;`;
+				return `background-color: ${Color.BG_CHERRY_500}40 !important;`;
 			case LogType.TRACE:
-				return `background-color: ${Color.BG_FOREST_400}10 !important;`;
+				return `background-color: ${Color.BG_FOREST_400}40 !important;`;
 			case LogType.DEBUG:
-				return `background-color: ${Color.BG_AQUA_500}10 !important;`;
+				return `background-color: ${Color.BG_AQUA_500}40 !important;`;
 			case LogType.FATAL:
-				return `background-color: ${Color.BG_SAKURA_500}10 !important;`;
+				return `background-color: ${Color.BG_SAKURA_500}40 !important;`;
 			default:
-				return `background-color: ${Color.BG_SLATE_200} !important;`;
+				return `background-color: ${Color.BG_ROBIN_500}40 !important;`;
 		}
 	}
-	return `background-color: ${Color.BG_VANILLA_400}!important; color: ${Color.TEXT_SLATE_400} !important;`;
+	// Light mode - use lighter background colors
+	switch (logType) {
+		case LogType.INFO:
+			return `background-color: ${Color.BG_ROBIN_100} !important;`;
+		case LogType.WARN:
+			return `background-color: ${Color.BG_AMBER_100} !important;`;
+		case LogType.ERROR:
+			return `background-color: ${Color.BG_CHERRY_100} !important;`;
+		case LogType.TRACE:
+			return `background-color: ${Color.BG_FOREST_200} !important;`;
+		case LogType.DEBUG:
+			return `background-color: ${Color.BG_AQUA_100} !important;`;
+		case LogType.FATAL:
+			return `background-color: ${Color.BG_SAKURA_100} !important;`;
+		default:
+			return `background-color: ${Color.BG_VANILLA_300} !important;`;
+	}
 };
 
 export const getHightLightedLogBackground = (

frontend/src/utils/round.ts

@@ -3,3 +3,33 @@
  * Example: 1.5 → 2, 1.49 → 1
  */
 export const roundHalfUp = (value: number): number => Math.floor(value + 0.5);
+
+/**
+ * Rounds a number down to the nearest multiple of incr.
+ * Used for linear scale min so the axis starts on a clean tick.
+ */
+export function incrRoundDn(num: number, incr: number): number {
+	return Math.floor(num / incr) * incr;
+}
+
+/**
+ * Rounds a number up to the nearest multiple of incr.
+ * Used for linear scale max so the axis ends on a clean tick.
+ */
+export function incrRoundUp(num: number, incr: number): number {
+	return Math.ceil(num / incr) * incr;
+}
+
+/**
+ * Rounds a number to the nearest multiple of 10^dec.
+ * Used for decimal precision.
+ */
+export function roundDecimals(val: number, dec = 0): number {
+	if (Number.isInteger(val)) {
+		return val;
+	}
+
+	const p = 10 ** dec;
+	const n = val * p * (1 + Number.EPSILON);
+	return Math.round(n) / p;
+}

pkg/flagger/registry.go

@@ -3,9 +3,8 @@ package flagger
 import "github.com/SigNoz/signoz/pkg/types/featuretypes"
 
 var (
-	FeatureUseSpanMetrics       = featuretypes.MustNewName("use_span_metrics")
-	FeatureInterpolationEnabled = featuretypes.MustNewName("interpolation_enabled")
-	FeatureKafkaSpanEval        = featuretypes.MustNewName("kafka_span_eval")
+	FeatureUseSpanMetrics = featuretypes.MustNewName("use_span_metrics")
+	FeatureKafkaSpanEval  = featuretypes.MustNewName("kafka_span_eval")
 )
 
 func MustNewRegistry() featuretypes.Registry {
@@ -18,14 +17,6 @@ func MustNewRegistry() featuretypes.Registry {
 			DefaultVariant: featuretypes.MustNewName("disabled"),
 			Variants:       featuretypes.NewBooleanVariants(),
 		},
-		&featuretypes.Feature{
-			Name:           FeatureInterpolationEnabled,
-			Kind:           featuretypes.KindBoolean,
-			Stage:          featuretypes.StageExperimental,
-			Description:    "Controls whether to enable interpolation",
-			DefaultVariant: featuretypes.MustNewName("disabled"),
-			Variants:       featuretypes.NewBooleanVariants(),
-		},
 		&featuretypes.Feature{
 			Name:           FeatureKafkaSpanEval,
 			Kind:           featuretypes.KindBoolean,

pkg/http/handler/handler.go

@@ -7,6 +7,7 @@ import (
 	"github.com/SigNoz/signoz/pkg/errors"
 	"github.com/SigNoz/signoz/pkg/http/render"
 	"github.com/swaggest/openapi-go"
+	"github.com/swaggest/openapi-go/openapi3"
 )
 
 type ServeOpenAPIFunc func(openapi.OperationContext)
@@ -59,7 +60,39 @@ func (handler *handler) ServeOpenAPI(opCtx openapi.OperationContext) {
 	}
 
 	// Add request structure
-	opCtx.AddReqStructure(handler.openAPIDef.Request, openapi.WithContentType(handler.openAPIDef.RequestContentType))
+	reqOpts := []openapi.ContentOption{openapi.WithContentType(handler.openAPIDef.RequestContentType)}
+	if len(handler.openAPIDef.RequestExamples) > 0 {
+		reqOpts = append(reqOpts, openapi.WithCustomize(func(cor openapi.ContentOrReference) {
+			rbOrRef, ok := cor.(*openapi3.RequestBodyOrRef)
+			if !ok || rbOrRef.RequestBody == nil {
+				return
+			}
+			ct := handler.openAPIDef.RequestContentType
+			if ct == "" {
+				ct = "application/json"
+			}
+			mt, exists := rbOrRef.RequestBody.Content[ct]
+			if !exists {
+				return
+			}
+			if mt.Examples == nil {
+				mt.Examples = make(map[string]openapi3.ExampleOrRef)
+			}
+			for _, ex := range handler.openAPIDef.RequestExamples {
+				val := ex.Value
+				oaExample := openapi3.Example{Value: &val}
+				if ex.Summary != "" {
+					oaExample.WithSummary(ex.Summary)
+				}
+				if ex.Description != "" {
+					oaExample.WithDescription(ex.Description)
+				}
+				mt.Examples[ex.Name] = openapi3.ExampleOrRef{Example: &oaExample}
+			}
+			rbOrRef.RequestBody.Content[ct] = mt
+		}))
+	}
+	opCtx.AddReqStructure(handler.openAPIDef.Request, reqOpts...)
 
 	// Add request query structure
 	opCtx.AddReqStructure(handler.openAPIDef.RequestQuery)

pkg/http/handler/openapi.go

@@ -9,6 +9,14 @@ import (
 	"github.com/swaggest/rest/openapi"
 )
 
+// OpenAPIExample is a named example for an OpenAPI operation.
+type OpenAPIExample struct {
+	Name        string
+	Summary     string
+	Description string
+	Value       any
+}
+
 // Def is the definition of an OpenAPI operation
 type OpenAPIDef struct {
 	ID                  string
@@ -18,6 +26,7 @@ type OpenAPIDef struct {
 	Request             any
 	RequestQuery        any
 	RequestContentType  string
+	RequestExamples     []OpenAPIExample
 	Response            any
 	ResponseContentType string
 	SuccessStatusCode   int

pkg/modules/user/config.go

@@ -18,7 +18,11 @@ type RootConfig struct {
 	Enabled  bool         `mapstructure:"enabled"`
 	Email    valuer.Email `mapstructure:"email"`
 	Password string       `mapstructure:"password"`
-	OrgName  string       `mapstructure:"org_name"`
+	Org      OrgConfig    `mapstructure:"org"`
+}
+
+type OrgConfig struct {
+	Name string `mapstructure:"name"`
 }
 
 type PasswordConfig struct {
@@ -44,7 +48,9 @@ func newConfig() factory.Config {
 		},
 		Root: RootConfig{
 			Enabled: false,
-			OrgName: "default",
+			Org: OrgConfig{
+				Name: "default",
+			},
 		},
 	}
 }

pkg/modules/user/impluser/module.go

@@ -311,6 +311,15 @@ func (module *Module) DeleteUser(ctx context.Context, orgID valuer.UUID, id stri
 }
 
 func (module *Module) GetOrCreateResetPasswordToken(ctx context.Context, userID valuer.UUID) (*types.ResetPasswordToken, error) {
+	user, err := module.store.GetUser(ctx, userID)
+	if err != nil {
+		return nil, err
+	}
+
+	if err := user.ErrIfRoot(); err != nil {
+		return nil, errors.WithAdditionalf(err, "cannot reset password for root user")
+	}
+
 	password, err := module.store.GetPasswordByUserID(ctx, userID)
 	if err != nil {
 		if !errors.Ast(err, errors.TypeNotFound) {

pkg/modules/user/impluser/service.go

@@ -78,10 +78,10 @@ func (s *service) Stop(ctx context.Context) error {
 }
 
 func (s *service) reconcile(ctx context.Context) error {
-	org, err := s.orgGetter.GetByName(ctx, s.config.OrgName)
+	org, err := s.orgGetter.GetByName(ctx, s.config.Org.Name)
 	if err != nil {
 		if errors.Ast(err, errors.TypeNotFound) {
-			newOrg := types.NewOrganizationWithName(s.config.OrgName)
+			newOrg := types.NewOrganization(s.config.Org.Name, s.config.Org.Name)
 			_, err := s.module.CreateFirstUser(ctx, newOrg, s.config.Email.String(), s.config.Email, s.config.Password)
 			return err
 		}

pkg/querier/builder_query.go

@@ -80,11 +80,12 @@ func (q *builderQuery[T]) Fingerprint() string {
 			case qbtypes.LogAggregation:
 				aggParts = append(aggParts, a.Expression)
 			case qbtypes.MetricAggregation:
-				aggParts = append(aggParts, fmt.Sprintf("%s:%s:%s:%s",
+				aggParts = append(aggParts, fmt.Sprintf("%s:%s:%s:%s:%s",
 					a.MetricName,
 					a.Temporality.StringValue(),
 					a.TimeAggregation.StringValue(),
 					a.SpaceAggregation.StringValue(),
+					a.SpaceAggregationParam.StringValue(),
 				))
 			}
 		}

pkg/querier/openapi.go

@@ -0,0 +1,454 @@
+package querier
+
+import (
+	"net/http"
+
+	"github.com/SigNoz/signoz/pkg/http/handler"
+	qbtypes "github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
+	"github.com/SigNoz/signoz/pkg/types/ctxtypes"
+)
+
+// QueryRangeV5OpenAPIDef is the OpenAPI definition for the /api/v5/query_range endpoint.
+var QueryRangeV5OpenAPIDef = handler.OpenAPIDef{
+	ID:                  "QueryRangeV5",
+	Tags:                []string{"query"},
+	Summary:             "Query range",
+	Description:         "Execute a composite query over a time range. Supports builder queries (traces, logs, metrics), formulas, trace operators, PromQL, and ClickHouse SQL.",
+	Request:             new(qbtypes.QueryRangeRequest),
+	RequestContentType:  "application/json",
+	RequestExamples:     queryRangeV5Examples,
+	Response:            new(qbtypes.QueryRangeResponse),
+	ResponseContentType: "application/json",
+	SuccessStatusCode:   http.StatusOK,
+	ErrorStatusCodes:    []int{http.StatusBadRequest},
+	SecuritySchemes: []handler.OpenAPISecurityScheme{
+		{Name: ctxtypes.AuthTypeAPIKey.StringValue(), Scopes: []string{"VIEWER"}},
+		{Name: ctxtypes.AuthTypeTokenizer.StringValue(), Scopes: []string{"VIEWER"}},
+	},
+}
+
+var queryRangeV5Examples = []handler.OpenAPIExample{
+	{
+		Name:    "traces_time_series",
+		Summary: "Time series: count spans grouped by service",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "time_series",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":   "A",
+							"signal": "traces",
+							"aggregations": []any{
+								map[string]any{"expression": "count()", "alias": "span_count"},
+							},
+							"stepInterval": "60s",
+							"filter":       map[string]any{"expression": "service.name = 'frontend'"},
+							"groupBy":      []any{map[string]any{"name": "service.name", "fieldContext": "resource"}},
+							"order":        []any{map[string]any{"key": map[string]any{"name": "span_count"}, "direction": "desc"}},
+							"limit":        10,
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "logs_time_series",
+		Summary: "Time series: count error logs grouped by service",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "time_series",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":   "A",
+							"signal": "logs",
+							"aggregations": []any{
+								map[string]any{"expression": "count()", "alias": "log_count"},
+							},
+							"stepInterval": "60s",
+							"filter":       map[string]any{"expression": "severity_text = 'ERROR'"},
+							"groupBy":      []any{map[string]any{"name": "service.name", "fieldContext": "resource"}},
+							"order":        []any{map[string]any{"key": map[string]any{"name": "log_count"}, "direction": "desc"}},
+							"limit":        10,
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "metrics_gauge_time_series",
+		Summary: "Time series: latest gauge value averaged across series",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "time_series",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":   "A",
+							"signal": "metrics",
+							"aggregations": []any{
+								map[string]any{"metricName": "system.cpu.utilization", "timeAggregation": "latest", "spaceAggregation": "avg"},
+							},
+							"stepInterval": "60s",
+							"groupBy":      []any{map[string]any{"name": "host.name", "fieldContext": "resource"}},
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "metrics_rate_time_series",
+		Summary: "Time series: rate of cumulative counter",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "time_series",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":   "A",
+							"signal": "metrics",
+							"aggregations": []any{
+								map[string]any{"metricName": "http.server.duration.count", "timeAggregation": "rate", "spaceAggregation": "sum"},
+							},
+							"stepInterval": 120,
+							"groupBy":      []any{map[string]any{"name": "service.name", "fieldContext": "resource"}},
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "metrics_histogram_time_series",
+		Summary: "Time series: p99 latency from histogram",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "time_series",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":   "A",
+							"signal": "metrics",
+							"aggregations": []any{
+								map[string]any{"metricName": "http.server.duration.bucket", "spaceAggregation": "p99"},
+							},
+							"stepInterval": "60s",
+							"groupBy":      []any{map[string]any{"name": "service.name", "fieldContext": "resource"}},
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "logs_raw",
+		Summary: "Raw: fetch raw log records",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "raw",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":   "A",
+							"signal": "logs",
+							"filter": map[string]any{"expression": "severity_text = 'ERROR'"},
+							"selectFields": []any{
+								map[string]any{"name": "body", "fieldContext": "log"},
+								map[string]any{"name": "service.name", "fieldContext": "resource"},
+							},
+							"order": []any{
+								map[string]any{"key": map[string]any{"name": "timestamp", "fieldContext": "log"}, "direction": "desc"},
+								map[string]any{"key": map[string]any{"name": "id"}, "direction": "desc"},
+							},
+							"limit":  50,
+							"offset": 0,
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "traces_raw",
+		Summary: "Raw: fetch raw span records",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "raw",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":   "A",
+							"signal": "traces",
+							"filter": map[string]any{"expression": "service.name = 'frontend' AND has_error = true"},
+							"selectFields": []any{
+								map[string]any{"name": "name", "fieldContext": "span"},
+								map[string]any{"name": "duration_nano", "fieldContext": "span"},
+							},
+							"order": []any{
+								map[string]any{"key": map[string]any{"name": "timestamp", "fieldContext": "span"}, "direction": "desc"},
+							},
+							"limit": 100,
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "traces_scalar",
+		Summary: "Scalar: total span count",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "scalar",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":   "A",
+							"signal": "traces",
+							"aggregations": []any{
+								map[string]any{"expression": "count()", "alias": "span_count"},
+							},
+							"filter": map[string]any{"expression": "service.name = 'frontend'"},
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "logs_scalar",
+		Summary: "Scalar: total error log count",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "scalar",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":   "A",
+							"signal": "logs",
+							"aggregations": []any{
+								map[string]any{"expression": "count()", "alias": "error_count"},
+							},
+							"filter": map[string]any{"expression": "severity_text = 'ERROR'"},
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "metrics_scalar",
+		Summary: "Scalar: single reduced metric value",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "scalar",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":   "A",
+							"signal": "metrics",
+							"aggregations": []any{
+								map[string]any{"metricName": "http.server.duration.count", "timeAggregation": "rate", "spaceAggregation": "sum", "reduceTo": "sum"},
+							},
+							"stepInterval": "60s",
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "formula",
+		Summary: "Formula: error rate from two trace queries",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "time_series",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":         "A",
+							"signal":       "traces",
+							"aggregations": []any{map[string]any{"expression": "countIf(has_error = true)"}},
+							"stepInterval": "60s",
+							"groupBy":      []any{map[string]any{"name": "service.name", "fieldContext": "resource"}},
+						},
+					},
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":         "B",
+							"signal":       "traces",
+							"aggregations": []any{map[string]any{"expression": "count()"}},
+							"stepInterval": "60s",
+							"groupBy":      []any{map[string]any{"name": "service.name", "fieldContext": "resource"}},
+						},
+					},
+					map[string]any{
+						"type": "builder_formula",
+						"spec": map[string]any{
+							"name":       "error_rate",
+							"expression": "A / B * 100",
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "promql",
+		Summary: "PromQL: request rate with UTF-8 metric name",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "time_series",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "promql",
+						"spec": map[string]any{
+							"name":  "request_rate",
+							"query": "sum(rate({\"http.server.duration.count\"}[5m])) by (\"service.name\")",
+							"step":  60,
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "clickhouse_sql_traces_time_series",
+		Summary: "ClickHouse SQL: traces time series with resource filter",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "time_series",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "clickhouse_sql",
+						"spec": map[string]any{
+							"name": "span_rate",
+							"query": "WITH __resource_filter AS (" +
+								" SELECT fingerprint FROM signoz_traces.distributed_traces_v3_resource" +
+								" WHERE seen_at_ts_bucket_start >= $start_timestamp - 1800 AND seen_at_ts_bucket_start <= $end_timestamp" +
+								" ) SELECT toStartOfInterval(timestamp, INTERVAL 60 SECOND) AS ts, count() AS value" +
+								" FROM signoz_traces.distributed_signoz_index_v3" +
+								" WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter)" +
+								" AND timestamp >= $start_datetime AND timestamp <= $end_datetime" +
+								" AND ts_bucket_start >= $start_timestamp - 1800 AND ts_bucket_start <= $end_timestamp" +
+								" GROUP BY ts ORDER BY ts",
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "clickhouse_sql_logs_raw",
+		Summary: "ClickHouse SQL: raw logs with resource filter",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "raw",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "clickhouse_sql",
+						"spec": map[string]any{
+							"name": "recent_errors",
+							"query": "WITH __resource_filter AS (" +
+								" SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource" +
+								" WHERE seen_at_ts_bucket_start >= $start_timestamp - 1800 AND seen_at_ts_bucket_start <= $end_timestamp" +
+								" ) SELECT timestamp, body" +
+								" FROM signoz_logs.distributed_logs_v2" +
+								" WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter)" +
+								" AND timestamp >= $start_timestamp_nano AND timestamp <= $end_timestamp_nano" +
+								" AND ts_bucket_start >= $start_timestamp - 1800 AND ts_bucket_start <= $end_timestamp" +
+								" AND severity_text = 'ERROR'" +
+								" ORDER BY timestamp DESC LIMIT 100",
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "clickhouse_sql_traces_scalar",
+		Summary: "ClickHouse SQL: scalar aggregate with resource filter",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "scalar",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "clickhouse_sql",
+						"spec": map[string]any{
+							"name": "total_spans",
+							"query": "WITH __resource_filter AS (" +
+								" SELECT fingerprint FROM signoz_traces.distributed_traces_v3_resource" +
+								" WHERE seen_at_ts_bucket_start >= $start_timestamp - 1800 AND seen_at_ts_bucket_start <= $end_timestamp" +
+								" ) SELECT count() AS value" +
+								" FROM signoz_traces.distributed_signoz_index_v3" +
+								" WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter)" +
+								" AND timestamp >= $start_datetime AND timestamp <= $end_datetime" +
+								" AND ts_bucket_start >= $start_timestamp - 1800 AND ts_bucket_start <= $end_timestamp",
+						},
+					},
+				},
+			},
+		},
+	},
+}

pkg/query-service/app/http_handler.go

@@ -2050,7 +2050,7 @@ func (aH *APIHandler) registerUser(w http.ResponseWriter, r *http.Request) {
 		return
 	}
 
-	organization := types.NewOrganization(req.OrgDisplayName)
+	organization := types.NewOrganization(req.OrgDisplayName, req.OrgName)
 	user, errv2 := aH.Signoz.Modules.User.CreateFirstUser(r.Context(), organization, req.Name, req.Email, req.Password)
 	if errv2 != nil {
 		render.Error(w, errv2)

pkg/querybuilder/collision.go

@@ -205,7 +205,7 @@ func AdjustKey(key *telemetrytypes.TelemetryFieldKey, keys map[string][]*telemet
 		key.Indexes = matchingKey.Indexes
 		key.Materialized = matchingKey.Materialized
 		key.JSONPlan = matchingKey.JSONPlan
-		
+
 		return actions
 	} else {
 		// multiple matching keys, set materialized only if all the keys are materialized

pkg/querybuilder/where_clause_visitor.go

@@ -483,6 +483,22 @@ func (v *filterExpressionVisitor) VisitComparison(ctx *grammar.ComparisonContext
 		value1 := v.Visit(values[0])
 		value2 := v.Visit(values[1])
 
+		switch value1.(type) {
+		case float64:
+			if _, ok := value2.(float64); !ok {
+				v.errors = append(v.errors, fmt.Sprintf("value type mismatch for key %s: expected number for both operands", keys[0].Name))
+				return ""
+			}
+		case string:
+			if _, ok := value2.(string); !ok {
+				v.errors = append(v.errors, fmt.Sprintf("value type mismatch for key %s: expected string for both operands", keys[0].Name))
+				return ""
+			}
+		default:
+			v.errors = append(v.errors, fmt.Sprintf("value type mismatch for key %s: operands must be number or string", keys[0].Name))
+			return ""
+		}
+
 		var conds []string
 		for _, key := range keys {
 			condition, err := v.conditionBuilder.ConditionFor(context.Background(), key, op, []any{value1, value2}, v.builder, v.startNs, v.endNs)
@@ -855,7 +871,7 @@ func (v *filterExpressionVisitor) VisitKey(ctx *grammar.KeyContext) any {
 	// 1. either user meant key ( this is already handled above in fieldKeysForName )
 	// 2. or user meant `attribute.key` we look up in the map for all possible field keys with name 'attribute.key'
 
-	// Note: 
+	// Note:
 	// If user only wants to search `attribute.key`, then they have to use `attribute.attribute.key`
 	// If user only wants to search `key`, then they have to use `key`
 	// If user wants to search both, they can use `attribute.key` and we will resolve the ambiguity

pkg/signoz/config.go

@@ -375,13 +375,6 @@ func mergeAndEnsureBackwardCompatibility(ctx context.Context, logger *slog.Logge
 		config.Flagger.Config.Boolean[flagger.FeatureKafkaSpanEval.String()] = os.Getenv("KAFKA_SPAN_EVAL") == "true"
 	}
 
-	if os.Getenv("INTERPOLATION_ENABLED") != "" {
-		logger.WarnContext(ctx, "[Deprecated] env INTERPOLATION_ENABLED is deprecated and scheduled for removal. Please use SIGNOZ_FLAGGER_CONFIG_BOOLEAN_INTERPOLATION__ENABLED instead.")
-		if config.Flagger.Config.Boolean == nil {
-			config.Flagger.Config.Boolean = make(map[string]bool)
-		}
-		config.Flagger.Config.Boolean[flagger.FeatureInterpolationEnabled.String()] = os.Getenv("INTERPOLATION_ENABLED") == "true"
-	}
 }
 
 func (config Config) Collect(_ context.Context, _ valuer.UUID) (map[string]any, error) {

pkg/signoz/openapi.go

@@ -1,7 +1,10 @@
 package signoz
 
 import (
+	"bytes"
 	"context"
+	"encoding/json"
+	"net/http"
 	"os"
 	"reflect"
 
@@ -22,10 +25,13 @@ import (
 	"github.com/SigNoz/signoz/pkg/modules/promote"
 	"github.com/SigNoz/signoz/pkg/modules/session"
 	"github.com/SigNoz/signoz/pkg/modules/user"
+	"github.com/SigNoz/signoz/pkg/querier"
 	"github.com/SigNoz/signoz/pkg/types/ctxtypes"
+	"github.com/gorilla/mux"
 	"github.com/swaggest/jsonschema-go"
 	"github.com/swaggest/openapi-go"
 	"github.com/swaggest/openapi-go/openapi3"
+	"gopkg.in/yaml.v2"
 )
 
 type OpenAPI struct {
@@ -57,6 +63,10 @@ func NewOpenAPI(ctx context.Context, instrumentation instrumentation.Instrumenta
 		return nil, err
 	}
 
+	// Register routes that live outside the APIServer modules
+	// so they are discovered by the OpenAPI walker.
+	registerQueryRoutes(apiserver.Router())
+
 	reflector := openapi3.NewReflector()
 	reflector.JSONSchemaReflector().DefaultOptions = append(reflector.JSONSchemaReflector().DefaultOptions, jsonschema.InterceptDefName(func(t reflect.Type, defaultDefName string) string {
 		if defaultDefName == "RenderSuccessResponse" {
@@ -90,10 +100,67 @@ func (openapi *OpenAPI) CreateAndWrite(path string) error {
 		return err
 	}
 
-	spec, err := openapi.reflector.Spec.MarshalYAML()
+	// The library's MarshalYAML does a JSON round-trip that converts all numbers
+	// to float64, causing large integers (e.g. epoch millisecond timestamps) to
+	// render in scientific notation (1.6409952e+12).
+	jsonData, err := openapi.reflector.Spec.MarshalJSON()
+	if err != nil {
+		return err
+	}
+
+	dec := json.NewDecoder(bytes.NewReader(jsonData))
+	dec.UseNumber()
+
+	var v any
+	if err := dec.Decode(&v); err != nil {
+		return err
+	}
+
+	convertJSONNumbers(v)
+
+	spec, err := yaml.Marshal(v)
 	if err != nil {
 		return err
 	}
 
 	return os.WriteFile(path, spec, 0o600)
 }
+
+// convertJSONNumbers recursively walks a decoded JSON structure and converts
+// json.Number values to int64 (preferred) or float64 so that YAML marshaling
+// renders them as plain numbers instead of quoted strings.
+func convertJSONNumbers(v interface{}) {
+	switch val := v.(type) {
+	case map[string]interface{}:
+		for k, elem := range val {
+			if n, ok := elem.(json.Number); ok {
+				if i, err := n.Int64(); err == nil {
+					val[k] = i
+				} else if f, err := n.Float64(); err == nil {
+					val[k] = f
+				}
+			} else {
+				convertJSONNumbers(elem)
+			}
+		}
+	case []interface{}:
+		for i, elem := range val {
+			if n, ok := elem.(json.Number); ok {
+				if i64, err := n.Int64(); err == nil {
+					val[i] = i64
+				} else if f, err := n.Float64(); err == nil {
+					val[i] = f
+				}
+			} else {
+				convertJSONNumbers(elem)
+			}
+		}
+	}
+}
+
+func registerQueryRoutes(router *mux.Router) {
+	router.Handle("/api/v5/query_range", handler.New(
+		func(http.ResponseWriter, *http.Request) {},
+		querier.QueryRangeV5OpenAPIDef,
+	)).Methods(http.MethodPost)
+}

pkg/signoz/provider.go

@@ -168,6 +168,7 @@ func NewSQLMigrationProviderFactories(
 		sqlmigration.NewMigratePublicDashboardsFactory(sqlstore),
 		sqlmigration.NewAddAnonymousPublicDashboardTransactionFactory(sqlstore),
 		sqlmigration.NewAddRootUserFactory(sqlstore, sqlschema),
+		sqlmigration.NewAddUserEmailOrgIDIndexFactory(sqlstore, sqlschema),
 	)
 }
 

pkg/sqlmigration/065_add_user_email_org_id_index.go

@@ -0,0 +1,61 @@
+package sqlmigration
+
+import (
+	"context"
+
+	"github.com/SigNoz/signoz/pkg/factory"
+	"github.com/SigNoz/signoz/pkg/sqlschema"
+	"github.com/SigNoz/signoz/pkg/sqlstore"
+	"github.com/uptrace/bun"
+	"github.com/uptrace/bun/migrate"
+)
+
+type addUserEmailOrgIDIndex struct {
+	sqlstore  sqlstore.SQLStore
+	sqlschema sqlschema.SQLSchema
+}
+
+func NewAddUserEmailOrgIDIndexFactory(sqlstore sqlstore.SQLStore, sqlschema sqlschema.SQLSchema) factory.ProviderFactory[SQLMigration, Config] {
+	return factory.NewProviderFactory(factory.MustNewName("add_user_email_org_id_index"), func(ctx context.Context, providerSettings factory.ProviderSettings, config Config) (SQLMigration, error) {
+		return &addUserEmailOrgIDIndex{
+			sqlstore:  sqlstore,
+			sqlschema: sqlschema,
+		}, nil
+	})
+}
+
+func (migration *addUserEmailOrgIDIndex) Register(migrations *migrate.Migrations) error {
+	if err := migrations.Register(migration.Up, migration.Down); err != nil {
+		return err
+	}
+
+	return nil
+}
+
+func (migration *addUserEmailOrgIDIndex) Up(ctx context.Context, db *bun.DB) error {
+	tx, err := db.BeginTx(ctx, nil)
+	if err != nil {
+		return err
+	}
+
+	defer func() {
+		_ = tx.Rollback()
+	}()
+
+	sqls := migration.sqlschema.Operator().CreateIndex(&sqlschema.UniqueIndex{TableName: "users", ColumnNames: []sqlschema.ColumnName{"email", "org_id"}})
+	for _, sql := range sqls {
+		if _, err := tx.ExecContext(ctx, string(sql)); err != nil {
+			return err
+		}
+	}
+
+	if err := tx.Commit(); err != nil {
+		return err
+	}
+
+	return nil
+}
+
+func (migration *addUserEmailOrgIDIndex) Down(ctx context.Context, db *bun.DB) error {
+	return nil
+}

pkg/telemetrylogs/field_mapper.go

@@ -61,13 +61,11 @@ var (
 	}
 )
 
-type fieldMapper struct {
-}
+type fieldMapper struct {}
 
 func NewFieldMapper() qbtypes.FieldMapper {
 	return &fieldMapper{}
 }
-
 func (m *fieldMapper) getColumn(_ context.Context, key *telemetrytypes.TelemetryFieldKey) (*schema.Column, error) {
 	switch key.FieldContext {
 	case telemetrytypes.FieldContextResource:
@@ -254,12 +252,27 @@ func (m *fieldMapper) buildFieldForJSON(key *telemetrytypes.TelemetryFieldKey) (
 					"plan length is less than 2 for promoted path: %s", key.Name)
 			}
 
-			// promoted column first then body_json column
-			// TODO(Piyush): Change this in future for better performance
-			expr = fmt.Sprintf("coalesce(%s, %s)",
-				fmt.Sprintf("dynamicElement(%s, '%s')", plan[1].FieldPath(), plan[1].TerminalConfig.ElemType.StringValue()),
-				expr,
+			node := plan[1]
+			promotedExpr := fmt.Sprintf(
+				"dynamicElement(%s, '%s')",
+				node.FieldPath(),
+				node.TerminalConfig.ElemType.StringValue(),
 			)
+
+			// dynamicElement returns NULL for scalar types or an empty array for array types.
+			if node.TerminalConfig.ElemType.IsArray {
+				expr = fmt.Sprintf(
+					"if(length(%s) > 0, %s, %s)",
+					promotedExpr,
+					promotedExpr,
+					expr,
+				)
+			} else {
+				// promoted column first then body_json column
+				// TODO(Piyush): Change this in future for better performance
+				expr = fmt.Sprintf("coalesce(%s, %s)", promotedExpr, expr)
+			}
+
 		}
 
 		return expr, nil
@@ -281,8 +294,7 @@ func (m *fieldMapper) buildArrayConcat(plan telemetrytypes.JSONAccessPlan) (stri
 	}
 
 	// Build arrayMap expressions for ALL available branches at the root level.
-	// Iterate branches in deterministic order (JSON then Dynamic) so generated SQL
-	// is stable across environments; map iteration order is random in Go.
+	// Iterate branches in deterministic order (JSON then Dynamic)
 	var arrayMapExpressions []string
 	for _, node := range plan {
 		for _, branchType := range node.BranchesInOrder() {

pkg/telemetrylogs/json_condition_builder.go

@@ -32,7 +32,6 @@ func NewJSONConditionBuilder(key *telemetrytypes.TelemetryFieldKey, valueType te
 
 // BuildCondition builds the full WHERE condition for body_json JSON paths
 func (c *jsonConditionBuilder) buildJSONCondition(operator qbtypes.FilterOperator, value any, sb *sqlbuilder.SelectBuilder) (string, error) {
-
 	conditions := []string{}
 	for _, node := range c.key.JSONPlan {
 		condition, err := c.emitPlannedCondition(node, operator, value, sb)
@@ -73,9 +72,9 @@ func (c *jsonConditionBuilder) buildTerminalCondition(node *telemetrytypes.JSONA
 
 			// switch operator for array membership checks
 			switch operator {
-			case qbtypes.FilterOperatorContains, qbtypes.FilterOperatorIn:
+			case qbtypes.FilterOperatorContains:
 				operator = qbtypes.FilterOperatorEqual
-			case qbtypes.FilterOperatorNotContains, qbtypes.FilterOperatorNotIn:
+			case qbtypes.FilterOperatorNotContains:
 				operator = qbtypes.FilterOperatorNotEqual
 			}
 		}
@@ -191,13 +190,14 @@ func (c *jsonConditionBuilder) buildArrayMembershipCondition(node *telemetrytype
 		arrayExpr = typedArrayExpr()
 	}
 
-	fieldExpr, value := querybuilder.DataTypeCollisionHandledFieldName(&localKeyCopy, value, "x", operator)
+	key := "x"
+	fieldExpr, value := querybuilder.DataTypeCollisionHandledFieldName(&localKeyCopy, value, key, operator)
 	op, err := c.applyOperator(sb, fieldExpr, operator, value)
 	if err != nil {
 		return "", err
 	}
 
-	return fmt.Sprintf("arrayExists(%s -> %s, %s)", fieldExpr, op, arrayExpr), nil
+	return fmt.Sprintf("arrayExists(%s -> %s, %s)", key, op, arrayExpr), nil
 }
 
 // recurseArrayHops recursively builds array traversal conditions
@@ -279,27 +279,31 @@ func (c *jsonConditionBuilder) applyOperator(sb *sqlbuilder.SelectBuilder, field
 	case qbtypes.FilterOperatorNotContains:
 		return sb.NotILike(fieldExpr, fmt.Sprintf("%%%v%%", value)), nil
 	case qbtypes.FilterOperatorIn, qbtypes.FilterOperatorNotIn:
-		// emulate IN/NOT IN using OR/AND over equals to leverage indexes consistently
 		values, ok := value.([]any)
 		if !ok {
 			values = []any{value}
 		}
-		conds := []string{}
-		for _, v := range values {
-			if operator == qbtypes.FilterOperatorIn {
-				conds = append(conds, sb.E(fieldExpr, v))
-			} else {
-				conds = append(conds, sb.NE(fieldExpr, v))
-			}
-		}
 		if operator == qbtypes.FilterOperatorIn {
-			return sb.Or(conds...), nil
+			return sb.In(fieldExpr, values...), nil
 		}
-		return sb.And(conds...), nil
+		return sb.NotIn(fieldExpr, values...), nil
 	case qbtypes.FilterOperatorExists:
 		return fmt.Sprintf("%s IS NOT NULL", fieldExpr), nil
 	case qbtypes.FilterOperatorNotExists:
 		return fmt.Sprintf("%s IS NULL", fieldExpr), nil
+	// between and not between
+	case qbtypes.FilterOperatorBetween, qbtypes.FilterOperatorNotBetween:
+		values, ok := value.([]any)
+		if !ok {
+			return "", qbtypes.ErrBetweenValues
+		}
+		if len(values) != 2 {
+			return "", qbtypes.ErrBetweenValues
+		}
+		if operator == qbtypes.FilterOperatorBetween {
+			return sb.Between(fieldExpr, values[0], values[1]), nil
+		}
+		return sb.NotBetween(fieldExpr, values[0], values[1]), nil
 	default:
 		return "", qbtypes.ErrUnsupportedOperator
 	}

pkg/telemetrylogs/json_stmt_builder_test.go

@@ -316,7 +316,7 @@ func TestStatementBuilderListQueryBody(t *testing.T) {
 				Limit:  10,
 			},
 			expected: qbtypes.Statement{
-				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(toFloat64(x) -> toFloat64(x) = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(toFloat64(x) -> toFloat64(x) = ?, arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> toFloat64(x) = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> toFloat64(x) = ?, arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
 				Args:     []any{uint64(1747945619), uint64(1747983448), "%1.65%", 1.65, "%1.65%", 1.65, "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
 				Warnings: []string{"Key `education[].parameters` is ambiguous, found 2 different combinations of field context / data type: [name=education[].parameters,context=body,datatype=[]float64,jsondatatype=Array(Nullable(Float64)) name=education[].parameters,context=body,datatype=[]dynamic,jsondatatype=Array(Dynamic)]."},
 			},
@@ -345,7 +345,7 @@ func TestStatementBuilderListQueryBody(t *testing.T) {
 				Limit:  10,
 			},
 			expected: qbtypes.Statement{
-				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> x = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> x = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
 				Args:     []any{uint64(1747945619), uint64(1747983448), "%true%", true, "%true%", true, "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
 				Warnings: []string{"Key `education[].parameters` is ambiguous, found 2 different combinations of field context / data type: [name=education[].parameters,context=body,datatype=[]float64,jsondatatype=Array(Nullable(Float64)) name=education[].parameters,context=body,datatype=[]dynamic,jsondatatype=Array(Dynamic)]."},
 			},
@@ -360,12 +360,55 @@ func TestStatementBuilderListQueryBody(t *testing.T) {
 				Limit:  10,
 			},
 			expected: qbtypes.Statement{
-				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(toString(x) -> toString(x) = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(x) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> toString(x) = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(x) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
 				Args:     []any{uint64(1747945619), uint64(1747983448), "%passed%", "passed", "%passed%", "passed", "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
 				Warnings: []string{"Key `education[].parameters` is ambiguous, found 2 different combinations of field context / data type: [name=education[].parameters,context=body,datatype=[]float64,jsondatatype=Array(Nullable(Float64)) name=education[].parameters,context=body,datatype=[]dynamic,jsondatatype=Array(Dynamic)]."},
 			},
 			expectedErr: nil,
 		},
+		{
+			name:        "Dynamic array IN Operator",
+			requestType: qbtypes.RequestTypeRaw,
+			query: qbtypes.QueryBuilderQuery[qbtypes.LogAggregation]{
+				Signal: telemetrytypes.SignalLogs,
+				Filter: &qbtypes.Filter{Expression: "body.education[].parameters IN [1.65, 1.99]"},
+				Limit:  10,
+			},
+			expected: qbtypes.Statement{
+				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(x -> toFloat64(x) IN (?, ?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.education`-> (arrayExists(x -> x IN (?, ?), arrayMap(x->dynamicElement(x, 'Array(Nullable(Float64))'), arrayFilter(x->(dynamicType(x) = 'Array(Nullable(Float64))'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Args:     []any{uint64(1747945619), uint64(1747983448), 1.65, 1.99, 1.65, 1.99, "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
+				Warnings: []string{"Key `education[].parameters` is ambiguous, found 2 different combinations of field context / data type: [name=education[].parameters,context=body,datatype=[]float64,jsondatatype=Array(Nullable(Float64)) name=education[].parameters,context=body,datatype=[]dynamic,jsondatatype=Array(Dynamic)]."},
+			},
+			expectedErr: nil,
+		},
+		{
+			name:        "Integer BETWEEN Operator",
+			requestType: qbtypes.RequestTypeRaw,
+			query: qbtypes.QueryBuilderQuery[qbtypes.LogAggregation]{
+				Signal: telemetrytypes.SignalLogs,
+				Filter: &qbtypes.Filter{Expression: "education[].awards[].semester BETWEEN 2 AND 4"},
+				Limit:  10,
+			},
+			expected: qbtypes.Statement{
+				Query: "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE (arrayExists(`body_json.education`-> (arrayExists(`body_json.education[].awards`-> toFloat64(dynamicElement(`body_json.education[].awards`.`semester`, 'Int64')) BETWEEN ? AND ?, dynamicElement(`body_json.education`.`awards`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')) OR arrayExists(`body_json.education[].awards`-> toFloat64(dynamicElement(`body_json.education[].awards`.`semester`, 'Int64')) BETWEEN ? AND ?, arrayMap(x->dynamicElement(x, 'JSON'), arrayFilter(x->(dynamicType(x) = 'JSON'), dynamicElement(`body_json.education`.`awards`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND (arrayExists(`body_json.education`-> (arrayExists(`body_json.education[].awards`-> toFloat64(dynamicElement(`body_json.education[].awards`.`semester`, 'Int64')) BETWEEN ? AND ?, dynamicElement(`body_json.education`.`awards`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')) OR arrayExists(`body_json.education[].awards`-> toFloat64(dynamicElement(`body_json.education[].awards`.`semester`, 'Int64')) BETWEEN ? AND ?, arrayMap(x->dynamicElement(x, 'JSON'), arrayFilter(x->(dynamicType(x) = 'JSON'), dynamicElement(`body_json.education`.`awards`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Args:  []any{float64(2), float64(4), float64(2), float64(4), uint64(1747945619), uint64(1747983448), float64(2), float64(4), float64(2), float64(4), "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
+			},
+			expectedErr: nil,
+		},
+		{
+			name:        "Integer IN Operator",
+			requestType: qbtypes.RequestTypeRaw,
+			query: qbtypes.QueryBuilderQuery[qbtypes.LogAggregation]{
+				Signal: telemetrytypes.SignalLogs,
+				Filter: &qbtypes.Filter{Expression: "education[].awards[].semester IN [2, 4]"},
+				Limit:  10,
+			},
+			expected: qbtypes.Statement{
+				Query: "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE (arrayExists(`body_json.education`-> (arrayExists(`body_json.education[].awards`-> toFloat64(dynamicElement(`body_json.education[].awards`.`semester`, 'Int64')) IN (?, ?), dynamicElement(`body_json.education`.`awards`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')) OR arrayExists(`body_json.education[].awards`-> toFloat64(dynamicElement(`body_json.education[].awards`.`semester`, 'Int64')) IN (?, ?), arrayMap(x->dynamicElement(x, 'JSON'), arrayFilter(x->(dynamicType(x) = 'JSON'), dynamicElement(`body_json.education`.`awards`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND (arrayExists(`body_json.education`-> (arrayExists(`body_json.education[].awards`-> toFloat64(dynamicElement(`body_json.education[].awards`.`semester`, 'Int64')) IN (?, ?), dynamicElement(`body_json.education`.`awards`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')) OR arrayExists(`body_json.education[].awards`-> toFloat64(dynamicElement(`body_json.education[].awards`.`semester`, 'Int64')) IN (?, ?), arrayMap(x->dynamicElement(x, 'JSON'), arrayFilter(x->(dynamicType(x) = 'JSON'), dynamicElement(`body_json.education`.`awards`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Args:  []any{float64(2), float64(4), float64(2), float64(4), uint64(1747945619), uint64(1747983448), float64(2), float64(4), float64(2), float64(4), "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
+			},
+			expectedErr: nil,
+		},
 		{
 			name:        "Equals to 'sports' inside array of awards",
 			requestType: qbtypes.RequestTypeRaw,
@@ -389,7 +432,7 @@ func TestStatementBuilderListQueryBody(t *testing.T) {
 				Limit:  10,
 			},
 			expected: qbtypes.Statement{
-				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.interests`-> arrayExists(`body_json.interests[].entities`-> arrayExists(`body_json.interests[].entities[].reviews`-> arrayExists(`body_json.interests[].entities[].reviews[].entries`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(Int64))')) OR arrayExists(toFloat64(x) -> toFloat64(x) = ?, dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(Int64))'))), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata`.`positions`, 'Array(JSON(max_dynamic_types=0, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews[].entries`.`metadata`, 'Array(JSON(max_dynamic_types=1, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews`.`entries`, 'Array(JSON(max_dynamic_types=2, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities`.`reviews`, 'Array(JSON(max_dynamic_types=4, max_dynamic_paths=0))')), dynamicElement(`body_json.interests`.`entities`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')), dynamicElement(body_json.`interests`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.interests`-> arrayExists(`body_json.interests[].entities`-> arrayExists(`body_json.interests[].entities[].reviews`-> arrayExists(`body_json.interests[].entities[].reviews[].entries`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`-> (arrayExists(x -> LOWER(x) LIKE LOWER(?), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(String))')) OR arrayExists(toFloat64OrNull(x) -> toFloat64OrNull(x) = ?, dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(String))'))), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata`.`positions`, 'Array(JSON(max_dynamic_types=0, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews[].entries`.`metadata`, 'Array(JSON(max_dynamic_types=1, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews`.`entries`, 'Array(JSON(max_dynamic_types=2, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities`.`reviews`, 'Array(JSON(max_dynamic_types=4, max_dynamic_paths=0))')), dynamicElement(`body_json.interests`.`entities`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')), dynamicElement(body_json.`interests`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.interests`-> arrayExists(`body_json.interests[].entities`-> arrayExists(`body_json.interests[].entities[].reviews`-> arrayExists(`body_json.interests[].entities[].reviews[].entries`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(Int64))')) OR arrayExists(x -> toFloat64(x) = ?, dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(Int64))'))), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata`.`positions`, 'Array(JSON(max_dynamic_types=0, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews[].entries`.`metadata`, 'Array(JSON(max_dynamic_types=1, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews`.`entries`, 'Array(JSON(max_dynamic_types=2, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities`.`reviews`, 'Array(JSON(max_dynamic_types=4, max_dynamic_paths=0))')), dynamicElement(`body_json.interests`.`entities`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')), dynamicElement(body_json.`interests`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.interests`-> arrayExists(`body_json.interests[].entities`-> arrayExists(`body_json.interests[].entities[].reviews`-> arrayExists(`body_json.interests[].entities[].reviews[].entries`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`-> (arrayExists(x -> LOWER(x) LIKE LOWER(?), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(String))')) OR arrayExists(x -> toFloat64OrNull(x) = ?, dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(String))'))), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata`.`positions`, 'Array(JSON(max_dynamic_types=0, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews[].entries`.`metadata`, 'Array(JSON(max_dynamic_types=1, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews`.`entries`, 'Array(JSON(max_dynamic_types=2, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities`.`reviews`, 'Array(JSON(max_dynamic_types=4, max_dynamic_paths=0))')), dynamicElement(`body_json.interests`.`entities`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')), dynamicElement(body_json.`interests`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
 				Args:     []any{uint64(1747945619), uint64(1747983448), "%4%", float64(4), "%4%", float64(4), "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
 				Warnings: []string{"Key `interests[].entities[].reviews[].entries[].metadata[].positions[].ratings` is ambiguous, found 2 different combinations of field context / data type: [name=interests[].entities[].reviews[].entries[].metadata[].positions[].ratings,context=body,datatype=[]int64,jsondatatype=Array(Nullable(Int64)) name=interests[].entities[].reviews[].entries[].metadata[].positions[].ratings,context=body,datatype=[]string,jsondatatype=Array(Nullable(String))]."},
 			},
@@ -404,7 +447,7 @@ func TestStatementBuilderListQueryBody(t *testing.T) {
 				Limit:  10,
 			},
 			expected: qbtypes.Statement{
-				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.interests`-> arrayExists(`body_json.interests[].entities`-> arrayExists(`body_json.interests[].entities[].reviews`-> arrayExists(`body_json.interests[].entities[].reviews[].entries`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(Int64))')) OR arrayExists(toString(x) -> toString(x) = ?, dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(Int64))'))), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata`.`positions`, 'Array(JSON(max_dynamic_types=0, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews[].entries`.`metadata`, 'Array(JSON(max_dynamic_types=1, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews`.`entries`, 'Array(JSON(max_dynamic_types=2, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities`.`reviews`, 'Array(JSON(max_dynamic_types=4, max_dynamic_paths=0))')), dynamicElement(`body_json.interests`.`entities`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')), dynamicElement(body_json.`interests`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.interests`-> arrayExists(`body_json.interests[].entities`-> arrayExists(`body_json.interests[].entities[].reviews`-> arrayExists(`body_json.interests[].entities[].reviews[].entries`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`-> (arrayExists(x -> LOWER(x) LIKE LOWER(?), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(String))')) OR arrayExists(x -> x = ?, dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(String))'))), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata`.`positions`, 'Array(JSON(max_dynamic_types=0, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews[].entries`.`metadata`, 'Array(JSON(max_dynamic_types=1, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews`.`entries`, 'Array(JSON(max_dynamic_types=2, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities`.`reviews`, 'Array(JSON(max_dynamic_types=4, max_dynamic_paths=0))')), dynamicElement(`body_json.interests`.`entities`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')), dynamicElement(body_json.`interests`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.interests`-> arrayExists(`body_json.interests[].entities`-> arrayExists(`body_json.interests[].entities[].reviews`-> arrayExists(`body_json.interests[].entities[].reviews[].entries`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(Int64))')) OR arrayExists(x -> toString(x) = ?, dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(Int64))'))), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata`.`positions`, 'Array(JSON(max_dynamic_types=0, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews[].entries`.`metadata`, 'Array(JSON(max_dynamic_types=1, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews`.`entries`, 'Array(JSON(max_dynamic_types=2, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities`.`reviews`, 'Array(JSON(max_dynamic_types=4, max_dynamic_paths=0))')), dynamicElement(`body_json.interests`.`entities`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')), dynamicElement(body_json.`interests`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.interests`-> arrayExists(`body_json.interests[].entities`-> arrayExists(`body_json.interests[].entities[].reviews`-> arrayExists(`body_json.interests[].entities[].reviews[].entries`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`-> (arrayExists(x -> LOWER(x) LIKE LOWER(?), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(String))')) OR arrayExists(x -> x = ?, dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(String))'))), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata`.`positions`, 'Array(JSON(max_dynamic_types=0, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews[].entries`.`metadata`, 'Array(JSON(max_dynamic_types=1, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews`.`entries`, 'Array(JSON(max_dynamic_types=2, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities`.`reviews`, 'Array(JSON(max_dynamic_types=4, max_dynamic_paths=0))')), dynamicElement(`body_json.interests`.`entities`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')), dynamicElement(body_json.`interests`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
 				Args:     []any{uint64(1747945619), uint64(1747983448), "%Good%", "Good", "%Good%", "Good", "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
 				Warnings: []string{"Key `interests[].entities[].reviews[].entries[].metadata[].positions[].ratings` is ambiguous, found 2 different combinations of field context / data type: [name=interests[].entities[].reviews[].entries[].metadata[].positions[].ratings,context=body,datatype=[]int64,jsondatatype=Array(Nullable(Int64)) name=interests[].entities[].reviews[].entries[].metadata[].positions[].ratings,context=body,datatype=[]string,jsondatatype=Array(Nullable(String))]."},
 			},
@@ -492,7 +535,7 @@ func TestStatementBuilderListQueryBodyPromoted(t *testing.T) {
 		disableBodyJSONQuery(t)
 	}()
 
-	statementBuilder := buildJSONTestStatementBuilder(t, "education")
+	statementBuilder := buildJSONTestStatementBuilder(t, "education", "tags")
 	cases := []struct {
 		name        string
 		requestType qbtypes.RequestType
@@ -500,6 +543,20 @@ func TestStatementBuilderListQueryBodyPromoted(t *testing.T) {
 		expected    qbtypes.Statement
 		expectedErr error
 	}{
+		{
+			name:        "Has Array promoted uses body fallback",
+			requestType: qbtypes.RequestTypeRaw,
+			query: qbtypes.QueryBuilderQuery[qbtypes.LogAggregation]{
+				Signal: telemetrytypes.SignalLogs,
+				Filter: &qbtypes.Filter{Expression: "has(body.tags, 'production')"},
+				Limit:  10,
+			},
+			expected: qbtypes.Statement{
+				Query: "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND has(if(length(dynamicElement(body_json_promoted.`tags`, 'Array(Nullable(String))')) > 0, dynamicElement(body_json_promoted.`tags`, 'Array(Nullable(String))'), dynamicElement(body_json.`tags`, 'Array(Nullable(String))')), ?) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Args:  []any{uint64(1747945619), uint64(1747983448), "production", "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
+			},
+			expectedErr: nil,
+		},
 		{
 			name:        "Key inside Array(JSON) exists",
 			requestType: qbtypes.RequestTypeRaw,
@@ -551,7 +608,7 @@ func TestStatementBuilderListQueryBodyPromoted(t *testing.T) {
 				Limit:  10,
 			},
 			expected: qbtypes.Statement{
-				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(toFloat64(x) -> toFloat64(x) = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(toFloat64(x) -> toFloat64(x) = ?, dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))'))) OR (arrayExists(`body_json.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(toFloat64(x) -> toFloat64(x) = ?, arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(toFloat64(x) -> toFloat64(x) = ?, arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> toFloat64(x) = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> toFloat64(x) = ?, dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))'))) OR (arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> toFloat64(x) = ?, arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> toFloat64(x) = ?, arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
 				Args:     []any{uint64(1747945619), uint64(1747983448), "%1.65%", 1.65, "%1.65%", 1.65, "%1.65%", 1.65, "%1.65%", 1.65, "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
 				Warnings: []string{"Key `education[].parameters` is ambiguous, found 2 different combinations of field context / data type: [name=education[].parameters,context=body,datatype=[]float64,materialized=true,jsondatatype=Array(Nullable(Float64)) name=education[].parameters,context=body,datatype=[]dynamic,materialized=true,jsondatatype=Array(Dynamic)]."},
 			},
@@ -580,7 +637,7 @@ func TestStatementBuilderListQueryBodyPromoted(t *testing.T) {
 				Limit:  10,
 			},
 			expected: qbtypes.Statement{
-				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> x = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> x = ?, dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))'))) OR (arrayExists(`body_json.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> x = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> x = ?, dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))'))) OR (arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
 				Args:     []any{uint64(1747945619), uint64(1747983448), "%true%", true, "%true%", true, "%true%", true, "%true%", true, "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
 				Warnings: []string{"Key `education[].parameters` is ambiguous, found 2 different combinations of field context / data type: [name=education[].parameters,context=body,datatype=[]float64,materialized=true,jsondatatype=Array(Nullable(Float64)) name=education[].parameters,context=body,datatype=[]dynamic,materialized=true,jsondatatype=Array(Dynamic)]."},
 			},
@@ -595,7 +652,7 @@ func TestStatementBuilderListQueryBodyPromoted(t *testing.T) {
 				Limit:  10,
 			},
 			expected: qbtypes.Statement{
-				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(toString(x) -> toString(x) = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(toString(x) -> toString(x) = ?, dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))'))) OR (arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(x) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(x -> LOWER(x) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> toString(x) = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> toString(x) = ?, dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))'))) OR (arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(x) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(x -> LOWER(x) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
 				Args:     []any{uint64(1747945619), uint64(1747983448), "%passed%", "passed", "%passed%", "passed", "%passed%", "passed", "%passed%", "passed", "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
 				Warnings: []string{"Key `education[].parameters` is ambiguous, found 2 different combinations of field context / data type: [name=education[].parameters,context=body,datatype=[]float64,materialized=true,jsondatatype=Array(Nullable(Float64)) name=education[].parameters,context=body,datatype=[]dynamic,materialized=true,jsondatatype=Array(Dynamic)]."},
 			},

pkg/telemetrylogs/json_string.go

@@ -3,12 +3,12 @@ package telemetrylogs
 import (
 	"context"
 	"fmt"
+	"reflect"
 	"strconv"
 	"strings"
 
 	qbtypes "github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
 	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
-	"github.com/SigNoz/signoz/pkg/valuer"
 )
 
 func parseStrValue(valueStr string, operator qbtypes.FilterOperator) (telemetrytypes.FieldDataType, any) {
@@ -41,31 +41,55 @@ func parseStrValue(valueStr string, operator qbtypes.FilterOperator) (telemetryt
 }
 
 func InferDataType(value any, operator qbtypes.FilterOperator, key *telemetrytypes.TelemetryFieldKey) (telemetrytypes.FieldDataType, any) {
-	// check if the value is a int, float, string, bool
-	valueType := telemetrytypes.FieldDataTypeUnspecified
-	switch v := value.(type) {
-	case []any:
-		// take the first element and infer the type
-		if len(v) > 0 {
-			valueType, _ = InferDataType(v[0], operator, key)
+	if operator.IsArrayOperator() && reflect.ValueOf(value).Kind() != reflect.Slice {
+		value = []any{value}
+	}
+
+	// closure to calculate the data type of the value
+	var closure func(value any, key *telemetrytypes.TelemetryFieldKey) (telemetrytypes.FieldDataType, any)
+	closure = func(value any, key *telemetrytypes.TelemetryFieldKey) (telemetrytypes.FieldDataType, any) {
+		// check if the value is a int, float, string, bool
+		valueType := telemetrytypes.FieldDataTypeUnspecified
+		switch v := value.(type) {
+		case []any:
+			// take the first element and infer the type
+			var scalerType telemetrytypes.FieldDataType
+			if len(v) > 0 {
+				// Note: [[...]] Slices inside Slices are not handled yet
+				if reflect.ValueOf(v[0]).Kind() == reflect.Slice {
+					return telemetrytypes.FieldDataTypeUnspecified, value
+				}
+
+				scalerType, _ = closure(v[0], key)
+			}
+
+			arrayType := telemetrytypes.ScalerFieldTypeToArrayFieldType[scalerType]
+			switch {
+			// decide on the field data type based on the key
+			case key.FieldDataType.IsArray():
+				return arrayType, v
+			default:
+				// TODO(Piyush): backward compatibility for the old String based JSON QB queries
+				if strings.HasSuffix(key.Name, telemetrytypes.ArrayAnyIndexSuffix) {
+					return arrayType, v
+				}
+				return scalerType, v
+			}
+		case uint8, uint16, uint32, uint64, int, int8, int16, int32, int64:
+			valueType = telemetrytypes.FieldDataTypeInt64
+		case float32, float64:
+			valueType = telemetrytypes.FieldDataTypeFloat64
+		case string:
+			valueType, value = parseStrValue(v, operator)
+		case bool:
+			valueType = telemetrytypes.FieldDataTypeBool
 		}
-		return valueType, v
-	case uint8, uint16, uint32, uint64, int, int8, int16, int32, int64:
-		valueType = telemetrytypes.FieldDataTypeInt64
-	case float32, float64:
-		valueType = telemetrytypes.FieldDataTypeFloat64
-	case string:
-		valueType, value = parseStrValue(v, operator)
-	case bool:
-		valueType = telemetrytypes.FieldDataTypeBool
+
+		return valueType, value
 	}
 
-	// check if it is array
-	if strings.HasSuffix(key.Name, "[*]") || strings.HasSuffix(key.Name, "[]") {
-		valueType = telemetrytypes.FieldDataType{String: valuer.NewString(fmt.Sprintf("[]%s", valueType.StringValue()))}
-	}
-
-	return valueType, value
+	// calculate the data type of the value
+	return closure(value, key)
 }
 
 func getBodyJSONPath(key *telemetrytypes.TelemetryFieldKey) string {

pkg/telemetrylogs/stmt_builder_test.go

@@ -421,6 +421,38 @@ func TestStatementBuilderListQueryResourceTests(t *testing.T) {
 			},
 			expectedErr: nil,
 		},
+		{
+			name:        "IN operator with json search",
+			requestType: qbtypes.RequestTypeRaw,
+			query: qbtypes.QueryBuilderQuery[qbtypes.LogAggregation]{
+				Signal: telemetrytypes.SignalLogs,
+				Filter: &qbtypes.Filter{
+					Expression: "body.user_names[*] IN 'john_doe'",
+				},
+				Limit: 10,
+			},
+			expected: qbtypes.Statement{
+				Query: "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((JSONExtract(JSON_QUERY(body, '$.\"user_names\"[*]'), 'Array(String)') = ?) AND JSON_EXISTS(body, '$.\"user_names\"[*]')) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Args:  []any{uint64(1747945619), uint64(1747983448), "john_doe", "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
+			},
+			expectedErr: nil,
+		},
+		{
+			name:        "has with json search",
+			requestType: qbtypes.RequestTypeRaw,
+			query: qbtypes.QueryBuilderQuery[qbtypes.LogAggregation]{
+				Signal: telemetrytypes.SignalLogs,
+				Filter: &qbtypes.Filter{
+					Expression: "has(body.user_names[*], 'john_doe')",
+				},
+				Limit: 10,
+			},
+			expected: qbtypes.Statement{
+				Query: "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND has(JSONExtract(JSON_QUERY(body, '$.\"user_names\"[*]'), 'Array(String)'), ?) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Args:  []any{uint64(1747945619), uint64(1747983448), "john_doe", "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
+			},
+			expectedErr: nil,
+		},
 	}
 
 	mockMetadataStore := telemetrytypestest.NewMockMetadataStore()

pkg/telemetrymetadata/body_json_metadata.go

@@ -112,7 +112,8 @@ func (t *telemetryMetaStore) buildBodyJSONPaths(ctx context.Context,
 	}
 
 	for _, fieldKey := range fieldKeys {
-		fieldKey.Materialized = promoted.Contains(fieldKey.Name)
+		promotedKey := strings.Split(fieldKey.Name, telemetrytypes.ArraySep)[0]
+		fieldKey.Materialized = promoted.Contains(promotedKey)
 		fieldKey.Indexes = indexes[fieldKey.Name]
 	}
 
@@ -501,7 +502,8 @@ func (t *telemetryMetaStore) GetPromotedPaths(ctx context.Context, paths ...stri
 	sb := sqlbuilder.Select("path").From(fmt.Sprintf("%s.%s", DBName, PromotedPathsTableName))
 	pathConditions := []string{}
 	for _, path := range paths {
-		pathConditions = append(pathConditions, sb.Equal("path", path))
+		split := strings.Split(path, telemetrytypes.ArraySep)
+		pathConditions = append(pathConditions, sb.Equal("path", split[0]))
 	}
 	sb.Where(sb.Or(pathConditions...))
 

pkg/telemetrymeter/statement_builder.go

@@ -5,6 +5,7 @@ import (
 	"fmt"
 	"log/slog"
 
+	"github.com/SigNoz/signoz/pkg/errors"
 	"github.com/SigNoz/signoz/pkg/factory"
 	"github.com/SigNoz/signoz/pkg/querybuilder"
 	"github.com/SigNoz/signoz/pkg/telemetrymetrics"
@@ -73,7 +74,7 @@ func (b *meterQueryStatementBuilder) buildPipelineStatement(
 		cteArgs      [][]any
 	)
 
-	if b.metricsStatementBuilder.CanShortCircuitDelta(query) {
+	if qbtypes.CanShortCircuitDelta(query.Aggregations[0]) {
 		// spatial_aggregation_cte directly for certain delta queries
 		if frag, args, err := b.buildTemporalAggDeltaFastPath(ctx, start, end, query, keys, variables); err != nil {
 			return nil, err
@@ -91,8 +92,9 @@ func (b *meterQueryStatementBuilder) buildPipelineStatement(
 		}
 
 		// spatial_aggregation_cte
-		frag, args := b.buildSpatialAggregationCTE(ctx, start, end, query, keys)
-		if frag != "" {
+		if frag, args, err := b.buildSpatialAggregationCTE(ctx, start, end, query, keys); err != nil {
+			return nil, err
+		} else if frag != "" {
 			cteFragments = append(cteFragments, frag)
 			cteArgs = append(cteArgs, args)
 		}
@@ -122,13 +124,16 @@ func (b *meterQueryStatementBuilder) buildTemporalAggDeltaFastPath(
 	for _, g := range query.GroupBy {
 		col, err := b.fm.ColumnExpressionFor(ctx, &g.TelemetryFieldKey, keys)
 		if err != nil {
-			return "", []any{}, err
+			return "", nil, err
 		}
 		sb.SelectMore(col)
 	}
 
 	tbl := WhichSamplesTableToUse(start, end, query.Aggregations[0].Type, query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints)
-	aggCol := AggregationColumnForSamplesTable(start, end, query.Aggregations[0].Type, query.Aggregations[0].Temporality, query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints)
+	aggCol, err := AggregationColumnForSamplesTable(start, end, query.Aggregations[0].Type, query.Aggregations[0].Temporality, query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints)
+	if err != nil {
+		return "", nil, err
+	}
 	if query.Aggregations[0].TimeAggregation == metrictypes.TimeAggregationRate {
 		aggCol = fmt.Sprintf("%s/%d", aggCol, stepSec)
 	}
@@ -150,7 +155,7 @@ func (b *meterQueryStatementBuilder) buildTemporalAggDeltaFastPath(
 			Variables:        variables,
 		}, start, end)
 		if err != nil {
-			return "", []any{}, err
+			return "", nil, err
 		}
 	}
 	if filterWhere != nil {
@@ -208,8 +213,11 @@ func (b *meterQueryStatementBuilder) buildTemporalAggDelta(
 	}
 
 	tbl := WhichSamplesTableToUse(start, end, query.Aggregations[0].Type, query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints)
-	aggCol := AggregationColumnForSamplesTable(start, end, query.Aggregations[0].Type, query.Aggregations[0].Temporality,
+	aggCol, err := AggregationColumnForSamplesTable(start, end, query.Aggregations[0].Type, query.Aggregations[0].Temporality,
 		query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints)
+	if err != nil {
+		return "", nil, err
+	}
 	if query.Aggregations[0].TimeAggregation == metrictypes.TimeAggregationRate {
 		aggCol = fmt.Sprintf("%s/%d", aggCol, stepSec)
 	}
@@ -278,7 +286,10 @@ func (b *meterQueryStatementBuilder) buildTemporalAggCumulativeOrUnspecified(
 	}
 
 	tbl := WhichSamplesTableToUse(start, end, query.Aggregations[0].Type, query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints)
-	aggCol := AggregationColumnForSamplesTable(start, end, query.Aggregations[0].Type, query.Aggregations[0].Temporality, query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints)
+	aggCol, err := AggregationColumnForSamplesTable(start, end, query.Aggregations[0].Type, query.Aggregations[0].Temporality, query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints)
+	if err != nil {
+		return "", nil, err
+	}
 	baseSb.SelectMore(fmt.Sprintf("%s AS per_series_value", aggCol))
 
 	baseSb.From(fmt.Sprintf("%s.%s AS points", DBName, tbl))
@@ -315,25 +326,23 @@ func (b *meterQueryStatementBuilder) buildTemporalAggCumulativeOrUnspecified(
 
 	switch query.Aggregations[0].TimeAggregation {
 	case metrictypes.TimeAggregationRate:
-		rateExpr := fmt.Sprintf(telemetrymetrics.RateWithoutNegative, start, start)
 		wrapped := sqlbuilder.NewSelectBuilder()
 		wrapped.Select("ts")
 		for _, g := range query.GroupBy {
 			wrapped.SelectMore(fmt.Sprintf("`%s`", g.TelemetryFieldKey.Name))
 		}
-		wrapped.SelectMore(fmt.Sprintf("%s AS per_series_value", rateExpr))
+		wrapped.SelectMore(fmt.Sprintf("%s AS per_series_value", telemetrymetrics.RateTmpl))
 		wrapped.From(fmt.Sprintf("(%s) WINDOW rate_window AS (PARTITION BY fingerprint ORDER BY fingerprint, ts)", innerQuery))
 		q, args := wrapped.BuildWithFlavor(sqlbuilder.ClickHouse, innerArgs...)
 		return fmt.Sprintf("__temporal_aggregation_cte AS (%s)", q), args, nil
 
 	case metrictypes.TimeAggregationIncrease:
-		incExpr := fmt.Sprintf(telemetrymetrics.IncreaseWithoutNegative, start, start)
 		wrapped := sqlbuilder.NewSelectBuilder()
 		wrapped.Select("ts")
 		for _, g := range query.GroupBy {
 			wrapped.SelectMore(fmt.Sprintf("`%s`", g.TelemetryFieldKey.Name))
 		}
-		wrapped.SelectMore(fmt.Sprintf("%s AS per_series_value", incExpr))
+		wrapped.SelectMore(fmt.Sprintf("%s AS per_series_value", telemetrymetrics.IncreaseTmpl))
 		wrapped.From(fmt.Sprintf("(%s) WINDOW rate_window AS (PARTITION BY fingerprint ORDER BY fingerprint, ts)", innerQuery))
 		q, args := wrapped.BuildWithFlavor(sqlbuilder.ClickHouse, innerArgs...)
 		return fmt.Sprintf("__temporal_aggregation_cte AS (%s)", q), args, nil
@@ -348,7 +357,15 @@ func (b *meterQueryStatementBuilder) buildSpatialAggregationCTE(
 	_ uint64,
 	query qbtypes.QueryBuilderQuery[qbtypes.MetricAggregation],
 	_ map[string][]*telemetrytypes.TelemetryFieldKey,
-) (string, []any) {
+) (string, []any, error) {
+
+	if query.Aggregations[0].SpaceAggregation.IsZero() {
+		return "", nil, errors.Newf(
+			errors.TypeInvalidInput,
+			errors.CodeInvalidInput,
+			"invalid space aggregation, should be one of the following: [`sum`, `avg`, `min`, `max`, `count`]",
+		)
+	}
 	sb := sqlbuilder.NewSelectBuilder()
 
 	sb.Select("ts")
@@ -365,5 +382,5 @@ func (b *meterQueryStatementBuilder) buildSpatialAggregationCTE(
 	sb.GroupBy(querybuilder.GroupByKeys(query.GroupBy)...)
 
 	q, args := sb.BuildWithFlavor(sqlbuilder.ClickHouse)
-	return fmt.Sprintf("__spatial_aggregation_cte AS (%s)", q), args
+	return fmt.Sprintf("__spatial_aggregation_cte AS (%s)", q), args, nil
 }

pkg/telemetrymeter/stmt_builder_test.go

@@ -51,7 +51,7 @@ func TestStatementBuilder(t *testing.T) {
 				},
 			},
 			expected: qbtypes.Statement{
-				Query: "WITH __temporal_aggregation_cte AS (SELECT ts, `service.name`, If((per_series_value - lagInFrame(per_series_value, 1, 0) OVER rate_window) < 0, per_series_value / (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(1747785600000))) OVER rate_window), (per_series_value - lagInFrame(per_series_value, 1, 0) OVER rate_window) / (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(1747785600000))) OVER rate_window)) AS per_series_value FROM (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(86400)) AS ts, JSONExtractString(labels, 'service.name') AS `service.name`, max(value) AS per_series_value FROM signoz_meter.distributed_samples AS points WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? AND JSONExtractString(labels, 'service.name') = ? AND LOWER(temporality) LIKE LOWER(?) GROUP BY fingerprint, ts, `service.name` ORDER BY fingerprint, ts) WINDOW rate_window AS (PARTITION BY fingerprint ORDER BY fingerprint, ts)), __spatial_aggregation_cte AS (SELECT ts, `service.name`, sum(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts, `service.name`) SELECT * FROM __spatial_aggregation_cte",
+				Query: "WITH __temporal_aggregation_cte AS (SELECT ts, `service.name`, multiIf(row_number() OVER rate_window = 1, nan, (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) < 0, per_series_value / (ts - lagInFrame(ts, 1) OVER rate_window), (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) / (ts - lagInFrame(ts, 1) OVER rate_window)) AS per_series_value FROM (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(86400)) AS ts, JSONExtractString(labels, 'service.name') AS `service.name`, max(value) AS per_series_value FROM signoz_meter.distributed_samples AS points WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? AND JSONExtractString(labels, 'service.name') = ? AND LOWER(temporality) LIKE LOWER(?) GROUP BY fingerprint, ts, `service.name` ORDER BY fingerprint, ts) WINDOW rate_window AS (PARTITION BY fingerprint ORDER BY fingerprint, ts)), __spatial_aggregation_cte AS (SELECT ts, `service.name`, sum(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts, `service.name`) SELECT * FROM __spatial_aggregation_cte ORDER BY `service.name`, ts",
 				Args:  []any{"signoz_calls_total", uint64(1747785600000), uint64(1747983420000), "cartservice", "cumulative", 0},
 			},
 			expectedErr: nil,
@@ -84,7 +84,7 @@ func TestStatementBuilder(t *testing.T) {
 				},
 			},
 			expected: qbtypes.Statement{
-				Query: "WITH __spatial_aggregation_cte AS (SELECT toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(86400)) AS ts, JSONExtractString(labels, 'service.name') AS `service.name`, sum(value)/86400 AS value FROM signoz_meter.distributed_samples AS points WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? AND JSONExtractString(labels, 'service.name') = ? AND LOWER(temporality) LIKE LOWER(?) GROUP BY ts, `service.name`) SELECT * FROM __spatial_aggregation_cte",
+				Query: "WITH __spatial_aggregation_cte AS (SELECT toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(86400)) AS ts, JSONExtractString(labels, 'service.name') AS `service.name`, sum(value)/86400 AS value FROM signoz_meter.distributed_samples AS points WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? AND JSONExtractString(labels, 'service.name') = ? AND LOWER(temporality) LIKE LOWER(?) GROUP BY ts, `service.name`) SELECT * FROM __spatial_aggregation_cte ORDER BY `service.name`, ts",
 				Args:  []any{"signoz_calls_total", uint64(1747872000000), uint64(1747983420000), "cartservice", "delta"},
 			},
 			expectedErr: nil,
@@ -117,7 +117,7 @@ func TestStatementBuilder(t *testing.T) {
 				},
 			},
 			expected: qbtypes.Statement{
-				Query: "WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(86400)) AS ts, JSONExtractString(labels, 'service.name') AS `service.name`, sum(value)/86400 AS per_series_value FROM signoz_meter.distributed_samples AS points WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? AND JSONExtractString(labels, 'service.name') = ? AND LOWER(temporality) LIKE LOWER(?) GROUP BY fingerprint, ts, `service.name` ORDER BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, `service.name`, avg(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts, `service.name`) SELECT * FROM __spatial_aggregation_cte",
+				Query: "WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(86400)) AS ts, JSONExtractString(labels, 'service.name') AS `service.name`, sum(value)/86400 AS per_series_value FROM signoz_meter.distributed_samples AS points WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? AND JSONExtractString(labels, 'service.name') = ? AND LOWER(temporality) LIKE LOWER(?) GROUP BY fingerprint, ts, `service.name` ORDER BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, `service.name`, avg(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts, `service.name`) SELECT * FROM __spatial_aggregation_cte ORDER BY `service.name`, ts",
 				Args:  []any{"signoz_calls_total", uint64(1747872000000), uint64(1747983420000), "cartservice", "delta", 0},
 			},
 			expectedErr: nil,
@@ -150,7 +150,7 @@ func TestStatementBuilder(t *testing.T) {
 				},
 			},
 			expected: qbtypes.Statement{
-				Query: "WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(86400)) AS ts, JSONExtractString(labels, 'host.name') AS `host.name`, avg(value) AS per_series_value FROM signoz_meter.distributed_samples AS points WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? AND JSONExtractString(labels, 'host.name') = ? AND LOWER(temporality) LIKE LOWER(?) GROUP BY fingerprint, ts, `host.name` ORDER BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, `host.name`, sum(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts, `host.name`) SELECT * FROM __spatial_aggregation_cte",
+				Query: "WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(86400)) AS ts, JSONExtractString(labels, 'host.name') AS `host.name`, avg(value) AS per_series_value FROM signoz_meter.distributed_samples AS points WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? AND JSONExtractString(labels, 'host.name') = ? AND LOWER(temporality) LIKE LOWER(?) GROUP BY fingerprint, ts, `host.name` ORDER BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, `host.name`, sum(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts, `host.name`) SELECT * FROM __spatial_aggregation_cte ORDER BY `host.name`, ts",
 				Args:  []any{"system.memory.usage", uint64(1747872000000), uint64(1747983420000), "big-data-node-1", "unspecified", 0},
 			},
 			expectedErr: nil,

pkg/telemetrymeter/tables.go

@@ -3,6 +3,7 @@ package telemetrymeter
 import (
 	"time"
 
+	"github.com/SigNoz/signoz/pkg/errors"
 	"github.com/SigNoz/signoz/pkg/types/metrictypes"
 )
 
@@ -63,7 +64,7 @@ func AggregationColumnForSamplesTable(
 	temporality metrictypes.Temporality,
 	timeAggregation metrictypes.TimeAggregation,
 	tableHints *metrictypes.MetricTableHints,
-) string {
+) (string, error) {
 	tableName := WhichSamplesTableToUse(start, end, metricType, timeAggregation, tableHints)
 	var aggregationColumn string
 	switch temporality {
@@ -190,5 +191,13 @@ func AggregationColumnForSamplesTable(
 		}
 
 	}
-	return aggregationColumn
+
+	if aggregationColumn == "" {
+		return "", errors.Newf(
+			errors.TypeInvalidInput,
+			errors.CodeInvalidInput,
+			"invalid time aggregation, should be one of the following: [`latest`, `sum`, `avg`, `min`, `max`, `count`, `rate`, `increase`]",
+		)
+	}
+	return aggregationColumn, nil
 }

pkg/telemetrymetrics/condition_builder.go

@@ -29,13 +29,7 @@ func (c *conditionBuilder) conditionFor(
 	sb *sqlbuilder.SelectBuilder,
 ) (string, error) {
 
-	switch operator {
-	case qbtypes.FilterOperatorContains,
-		qbtypes.FilterOperatorNotContains,
-		qbtypes.FilterOperatorILike,
-		qbtypes.FilterOperatorNotILike,
-		qbtypes.FilterOperatorLike,
-		qbtypes.FilterOperatorNotLike:
+	if operator.IsStringSearchOperator() {
 		value = querybuilder.FormatValueForContains(value)
 	}
 
@@ -44,6 +38,18 @@ func (c *conditionBuilder) conditionFor(
 		return "", err
 	}
 
+	// TODO(srikanthccv): use the same data type collision handling when metrics schemas are updated
+	switch v := value.(type) {
+	case float64:
+		tblFieldName = fmt.Sprintf("toFloat64OrNull(%s)", tblFieldName)
+	case []any:
+		if len(v) > 0 && (operator == qbtypes.FilterOperatorBetween || operator == qbtypes.FilterOperatorNotBetween) {
+			if _, ok := v[0].(float64); ok {
+				tblFieldName = fmt.Sprintf("toFloat64OrNull(%s)", tblFieldName)
+			}
+		}
+	}
+
 	switch operator {
 	case qbtypes.FilterOperatorEqual:
 		return sb.E(tblFieldName, value), nil

pkg/telemetrymetrics/statement_builder.go

@@ -5,67 +5,27 @@ import (
 	"fmt"
 	"log/slog"
 
+	"github.com/SigNoz/signoz/pkg/errors"
 	"github.com/SigNoz/signoz/pkg/factory"
 	"github.com/SigNoz/signoz/pkg/flagger"
 	"github.com/SigNoz/signoz/pkg/querybuilder"
-	"github.com/SigNoz/signoz/pkg/types/featuretypes"
 	"github.com/SigNoz/signoz/pkg/types/metrictypes"
 	qbtypes "github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
 	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
-	"github.com/SigNoz/signoz/pkg/valuer"
 	"github.com/huandu/go-sqlbuilder"
 	"golang.org/x/exp/slices"
 )
 
 const (
-	RateWithoutNegative     = `If((per_series_value - lagInFrame(per_series_value, 1, 0) OVER rate_window) < 0, per_series_value / (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(%d))) OVER rate_window), (per_series_value - lagInFrame(per_series_value, 1, 0) OVER rate_window) / (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(%d))) OVER rate_window))`
-	IncreaseWithoutNegative = `If((per_series_value - lagInFrame(per_series_value, 1, 0) OVER rate_window) < 0, per_series_value, ((per_series_value - lagInFrame(per_series_value, 1, 0) OVER rate_window) / (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(%d))) OVER rate_window)) * (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(%d))) OVER rate_window))`
+	RateTmpl = `multiIf(row_number() OVER rate_window = 1, nan, (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) < 0, per_series_value / (ts - lagInFrame(ts, 1) OVER rate_window), (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) / (ts - lagInFrame(ts, 1) OVER rate_window))`
 
-	RateWithoutNegativeMultiTemporality     = `IF(LOWER(temporality) LIKE LOWER('delta'), %s, IF((%s - lagInFrame(%s, 1, 0) OVER rate_window) < 0, %s / (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(%d))) OVER rate_window), (%s - lagInFrame(%s, 1, 0) OVER rate_window) / (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(%d))) OVER rate_window))) AS per_series_value`
-	IncreaseWithoutNegativeMultiTemporality = `IF(LOWER(temporality) LIKE LOWER('delta'), %s, IF((%s - lagInFrame(%s, 1, 0) OVER rate_window) < 0, %s, ((%s - lagInFrame(%s, 1, 0) OVER rate_window) / (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(%d))) OVER rate_window)) * (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(%d))) OVER rate_window))) AS per_series_value`
-	OthersMultiTemporality                  = `IF(LOWER(temporality) LIKE LOWER('delta'), %s, %s) AS per_series_value`
+	IncreaseTmpl = `multiIf(row_number() OVER rate_window = 1, nan, (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) < 0, per_series_value, per_series_value - lagInFrame(per_series_value, 1) OVER rate_window)`
 
-	RateWithInterpolation = `
-		CASE 
-			WHEN row_number() OVER rate_window = 1 THEN 
-				-- First row: try to interpolate using next value
-				CASE 
-					WHEN leadInFrame(per_series_value, 1) OVER rate_window IS NOT NULL THEN
-						-- Assume linear growth to next point
-						(leadInFrame(per_series_value, 1) OVER rate_window - per_series_value) / 
-						(leadInFrame(ts, 1) OVER rate_window - ts)
-					ELSE 
-						0  -- No next value either, can't interpolate
-				END
-			WHEN (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) < 0 THEN
-				-- Counter reset detected
-				per_series_value / (ts - lagInFrame(ts, 1) OVER rate_window)
-			ELSE 
-				-- Normal case: calculate rate
-				(per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) / 
-				(ts - lagInFrame(ts, 1) OVER rate_window)
-		END`
+	RateMultiTemporalityTmpl = `IF(LOWER(temporality) LIKE LOWER('delta'), %s, multiIf(row_number() OVER rate_window = 1, nan, (%s - lagInFrame(%s, 1) OVER rate_window) < 0, %s / (ts - lagInFrame(ts, 1) OVER rate_window), (%s - lagInFrame(%s, 1) OVER rate_window) / (ts - lagInFrame(ts, 1) OVER rate_window))) AS per_series_value`
 
-	IncreaseWithInterpolation = `
-		CASE 
-			WHEN row_number() OVER rate_window = 1 THEN 
-				-- First row: try to interpolate using next value
-				CASE 
-					WHEN leadInFrame(per_series_value, 1) OVER rate_window IS NOT NULL THEN
-						-- Calculate the interpolated increase for this interval
-						((leadInFrame(per_series_value, 1) OVER rate_window - per_series_value) / 
-						 (leadInFrame(ts, 1) OVER rate_window - ts)) * 
-						(leadInFrame(ts, 1) OVER rate_window - ts)
-					ELSE 
-						0  -- No next value either, can't interpolate
-				END
-			WHEN (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) < 0 THEN
-				-- Counter reset detected: the increase is the current value
-				per_series_value
-			ELSE 
-				-- Normal case: calculate increase
-				(per_series_value - lagInFrame(per_series_value, 1) OVER rate_window)
-		END`
+	IncreaseMultiTemporality = `IF(LOWER(temporality) LIKE LOWER('delta'), %s, multiIf(row_number() OVER rate_window = 1, nan, (%s - lagInFrame(%s, 1) OVER rate_window) < 0, %s, (%s - lagInFrame(%s, 1) OVER rate_window))) AS per_series_value`
+
+	OthersMultiTemporality = `IF(LOWER(temporality) LIKE LOWER('delta'), %s, %s) AS per_series_value`
 )
 
 type MetricQueryStatementBuilder struct {
@@ -147,54 +107,6 @@ func (b *MetricQueryStatementBuilder) Build(
 	return b.buildPipelineStatement(ctx, start, end, query, keys, variables)
 }
 
-// Fast‑path (no fingerprint grouping)
-// canShortCircuitDelta returns true if we can use the optimized query
-// for the given query
-// This is used to avoid the group by fingerprint thus improving the performance
-// for certain queries
-// cases where we can short circuit:
-// 1. time aggregation = (rate|increase) and space aggregation = sum
-//   - rate = sum(value)/step, increase = sum(value) - sum of sums is same as sum of all values
-//
-// 2. time aggregation = sum and space aggregation = sum
-//   - sum of sums is same as sum of all values
-//
-// 3. time aggregation = min and space aggregation = min
-//   - min of mins is same as min of all values
-//
-// 4. time aggregation = max and space aggregation = max
-//   - max of maxs is same as max of all values
-//
-// 5. special case exphist, there is no need for per series/fingerprint aggregation
-// we can directly use the quantilesDDMerge function
-//
-// all of this is true only for delta metrics
-func (b *MetricQueryStatementBuilder) CanShortCircuitDelta(q qbtypes.QueryBuilderQuery[qbtypes.MetricAggregation]) bool {
-	if q.Aggregations[0].Temporality != metrictypes.Delta {
-		return false
-	}
-
-	ta := q.Aggregations[0].TimeAggregation
-	sa := q.Aggregations[0].SpaceAggregation
-
-	if (ta == metrictypes.TimeAggregationRate || ta == metrictypes.TimeAggregationIncrease) && sa == metrictypes.SpaceAggregationSum {
-		return true
-	}
-	if ta == metrictypes.TimeAggregationSum && sa == metrictypes.SpaceAggregationSum {
-		return true
-	}
-	if ta == metrictypes.TimeAggregationMin && sa == metrictypes.SpaceAggregationMin {
-		return true
-	}
-	if ta == metrictypes.TimeAggregationMax && sa == metrictypes.SpaceAggregationMax {
-		return true
-	}
-	if q.Aggregations[0].Type == metrictypes.ExpHistogramType && sa.IsPercentile() {
-		return true
-	}
-	return false
-}
-
 func (b *MetricQueryStatementBuilder) buildPipelineStatement(
 	ctx context.Context,
 	start, end uint64,
@@ -211,7 +123,7 @@ func (b *MetricQueryStatementBuilder) buildPipelineStatement(
 	origTimeAgg := query.Aggregations[0].TimeAggregation
 	origGroupBy := slices.Clone(query.GroupBy)
 
-	if query.Aggregations[0].SpaceAggregation.IsPercentile() &&
+	if (query.Aggregations[0].SpaceAggregation.IsPercentile() || query.Aggregations[0].SpaceAggregation == metrictypes.SpaceAggregationHistogramCount) &&
 		query.Aggregations[0].Type != metrictypes.ExpHistogramType {
 		// add le in the group by if doesn't exist
 		leExists := false
@@ -242,7 +154,11 @@ func (b *MetricQueryStatementBuilder) buildPipelineStatement(
 		}
 
 		// make the time aggregation rate and space aggregation sum
-		query.Aggregations[0].TimeAggregation = metrictypes.TimeAggregationRate
+		if query.Aggregations[0].SpaceAggregation.IsPercentile() {
+			query.Aggregations[0].TimeAggregation = metrictypes.TimeAggregationRate
+		} else {
+			query.Aggregations[0].TimeAggregation = metrictypes.TimeAggregationIncrease
+		}
 		query.Aggregations[0].SpaceAggregation = metrictypes.SpaceAggregationSum
 	}
 
@@ -256,10 +172,11 @@ func (b *MetricQueryStatementBuilder) buildPipelineStatement(
 		return nil, err
 	}
 
-	if b.CanShortCircuitDelta(query) {
+	if qbtypes.CanShortCircuitDelta(query.Aggregations[0]) {
 		// spatial_aggregation_cte directly for certain delta queries
-		frag, args := b.buildTemporalAggDeltaFastPath(start, end, query, timeSeriesCTE, timeSeriesCTEArgs)
-		if frag != "" {
+		if frag, args, err := b.buildTemporalAggDeltaFastPath(start, end, query, timeSeriesCTE, timeSeriesCTEArgs); err != nil {
+			return nil, err
+		} else if frag != "" {
 			cteFragments = append(cteFragments, frag)
 			cteArgs = append(cteArgs, args)
 		}
@@ -273,8 +190,9 @@ func (b *MetricQueryStatementBuilder) buildPipelineStatement(
 		}
 
 		// spatial_aggregation_cte
-		frag, args := b.buildSpatialAggregationCTE(ctx, start, end, query, keys)
-		if frag != "" {
+		if frag, args, err := b.buildSpatialAggregationCTE(ctx, start, end, query, keys); err != nil {
+			return nil, err
+		} else if frag != "" {
 			cteFragments = append(cteFragments, frag)
 			cteArgs = append(cteArgs, args)
 		}
@@ -294,7 +212,7 @@ func (b *MetricQueryStatementBuilder) buildTemporalAggDeltaFastPath(
 	query qbtypes.QueryBuilderQuery[qbtypes.MetricAggregation],
 	timeSeriesCTE string,
 	timeSeriesCTEArgs []any,
-) (string, []any) {
+) (string, []any, error) {
 	stepSec := int64(query.StepInterval.Seconds())
 
 	sb := sqlbuilder.NewSelectBuilder()
@@ -307,11 +225,15 @@ func (b *MetricQueryStatementBuilder) buildTemporalAggDeltaFastPath(
 		sb.SelectMore(fmt.Sprintf("`%s`", g.TelemetryFieldKey.Name))
 	}
 
-	aggCol := AggregationColumnForSamplesTable(
+	aggCol, err := AggregationColumnForSamplesTable(
 		start, end, query.Aggregations[0].Type, query.Aggregations[0].Temporality,
 		query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints,
 	)
+	if err != nil {
+		return "", nil, err
+	}
 	if query.Aggregations[0].TimeAggregation == metrictypes.TimeAggregationRate {
+		// TODO(srikanthccv): should it be step interval or use [start_time_unix_nano](https://github.com/open-telemetry/opentelemetry-proto/blob/d3fb76d70deb0874692bd0ebe03148580d85f3bb/opentelemetry/proto/metrics/v1/metrics.proto#L400C11-L400C31)?
 		aggCol = fmt.Sprintf("%s/%d", aggCol, stepSec)
 	}
 
@@ -334,7 +256,7 @@ func (b *MetricQueryStatementBuilder) buildTemporalAggDeltaFastPath(
 	sb.GroupBy(querybuilder.GroupByKeys(query.GroupBy)...)
 
 	q, args := sb.BuildWithFlavor(sqlbuilder.ClickHouse, timeSeriesCTEArgs...)
-	return fmt.Sprintf("__spatial_aggregation_cte AS (%s)", q), args
+	return fmt.Sprintf("__spatial_aggregation_cte AS (%s)", q), args, nil
 }
 
 func (b *MetricQueryStatementBuilder) buildTimeSeriesCTE(
@@ -437,8 +359,12 @@ func (b *MetricQueryStatementBuilder) buildTemporalAggDelta(
 		sb.SelectMore(fmt.Sprintf("`%s`", g.TelemetryFieldKey.Name))
 	}
 
-	aggCol := AggregationColumnForSamplesTable(start, end, query.Aggregations[0].Type, query.Aggregations[0].Temporality, query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints)
+	aggCol, err := AggregationColumnForSamplesTable(start, end, query.Aggregations[0].Type, query.Aggregations[0].Temporality, query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints)
+	if err != nil {
+		return "", nil, err
+	}
 	if query.Aggregations[0].TimeAggregation == metrictypes.TimeAggregationRate {
+		// TODO(srikanthccv): should it be step interval or use [start_time_unix_nano](https://github.com/open-telemetry/opentelemetry-proto/blob/d3fb76d70deb0874692bd0ebe03148580d85f3bb/opentelemetry/proto/metrics/v1/metrics.proto#L400C11-L400C31)?
 		aggCol = fmt.Sprintf("%s/%d", aggCol, stepSec)
 	}
 
@@ -461,7 +387,7 @@ func (b *MetricQueryStatementBuilder) buildTemporalAggDelta(
 }
 
 func (b *MetricQueryStatementBuilder) buildTemporalAggCumulativeOrUnspecified(
-	ctx context.Context,
+	_ context.Context,
 	start, end uint64,
 	query qbtypes.QueryBuilderQuery[qbtypes.MetricAggregation],
 	timeSeriesCTE string,
@@ -479,7 +405,10 @@ func (b *MetricQueryStatementBuilder) buildTemporalAggCumulativeOrUnspecified(
 		baseSb.SelectMore(fmt.Sprintf("`%s`", g.TelemetryFieldKey.Name))
 	}
 
-	aggCol := AggregationColumnForSamplesTable(start, end, query.Aggregations[0].Type, query.Aggregations[0].Temporality, query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints)
+	aggCol, err := AggregationColumnForSamplesTable(start, end, query.Aggregations[0].Type, query.Aggregations[0].Temporality, query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints)
+	if err != nil {
+		return "", nil, err
+	}
 	baseSb.SelectMore(fmt.Sprintf("%s AS per_series_value", aggCol))
 
 	tbl := WhichSamplesTableToUse(start, end, query.Aggregations[0].Type, query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints)
@@ -496,36 +425,25 @@ func (b *MetricQueryStatementBuilder) buildTemporalAggCumulativeOrUnspecified(
 
 	innerQuery, innerArgs := baseSb.BuildWithFlavor(sqlbuilder.ClickHouse, timeSeriesCTEArgs...)
 
-	// ! TODO (balanikaran) Get OrgID via function parameter instead of valuer.GenerateUUID()
-	interpolationEnabled := b.flagger.BooleanOrEmpty(ctx, flagger.FeatureInterpolationEnabled, featuretypes.NewFlaggerEvaluationContext(valuer.GenerateUUID()))
-
 	switch query.Aggregations[0].TimeAggregation {
 	case metrictypes.TimeAggregationRate:
-		rateExpr := fmt.Sprintf(RateWithoutNegative, start, start)
-		if interpolationEnabled {
-			rateExpr = RateWithInterpolation
-		}
 		wrapped := sqlbuilder.NewSelectBuilder()
 		wrapped.Select("ts")
 		for _, g := range query.GroupBy {
 			wrapped.SelectMore(fmt.Sprintf("`%s`", g.TelemetryFieldKey.Name))
 		}
-		wrapped.SelectMore(fmt.Sprintf("%s AS per_series_value", rateExpr))
+		wrapped.SelectMore(fmt.Sprintf("%s AS per_series_value", RateTmpl))
 		wrapped.From(fmt.Sprintf("(%s) WINDOW rate_window AS (PARTITION BY fingerprint ORDER BY fingerprint, ts)", innerQuery))
 		q, args := wrapped.BuildWithFlavor(sqlbuilder.ClickHouse, innerArgs...)
 		return fmt.Sprintf("__temporal_aggregation_cte AS (%s)", q), args, nil
 
 	case metrictypes.TimeAggregationIncrease:
-		incExpr := fmt.Sprintf(IncreaseWithoutNegative, start, start)
-		if interpolationEnabled {
-			incExpr = IncreaseWithInterpolation
-		}
 		wrapped := sqlbuilder.NewSelectBuilder()
 		wrapped.Select("ts")
 		for _, g := range query.GroupBy {
 			wrapped.SelectMore(fmt.Sprintf("`%s`", g.TelemetryFieldKey.Name))
 		}
-		wrapped.SelectMore(fmt.Sprintf("%s AS per_series_value", incExpr))
+		wrapped.SelectMore(fmt.Sprintf("%s AS per_series_value", IncreaseTmpl))
 		wrapped.From(fmt.Sprintf("(%s) WINDOW rate_window AS (PARTITION BY fingerprint ORDER BY fingerprint, ts)", innerQuery))
 		q, args := wrapped.BuildWithFlavor(sqlbuilder.ClickHouse, innerArgs...)
 		return fmt.Sprintf("__temporal_aggregation_cte AS (%s)", q), args, nil
@@ -534,7 +452,6 @@ func (b *MetricQueryStatementBuilder) buildTemporalAggCumulativeOrUnspecified(
 	}
 }
 
-// because RateInterpolation is not enabled anywhere due to some gaps in the logic wrt cache handling, it hasn't been considered for the multi temporality
 func (b *MetricQueryStatementBuilder) buildTemporalAggForMultipleTemporalities(
 	_ context.Context,
 	start, end uint64,
@@ -553,18 +470,32 @@ func (b *MetricQueryStatementBuilder) buildTemporalAggForMultipleTemporalities(
 		sb.SelectMore(fmt.Sprintf("`%s`", g.TelemetryFieldKey.Name))
 	}
 
-	aggForDeltaTemporality := AggregationColumnForSamplesTable(start, end, query.Aggregations[0].Type, metrictypes.Delta, query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints)
-	aggForCumulativeTemporality := AggregationColumnForSamplesTable(start, end, query.Aggregations[0].Type, metrictypes.Cumulative, query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints)
+	aggForDeltaTemporality, err := AggregationColumnForSamplesTable(start, end, query.Aggregations[0].Type, metrictypes.Delta, query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints)
+	if err != nil {
+		return "", nil, err
+	}
+	aggForCumulativeTemporality, err := AggregationColumnForSamplesTable(start, end, query.Aggregations[0].Type, metrictypes.Cumulative, query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints)
+	if err != nil {
+		return "", nil, err
+	}
 	if query.Aggregations[0].TimeAggregation == metrictypes.TimeAggregationRate {
 		aggForDeltaTemporality = fmt.Sprintf("%s/%d", aggForDeltaTemporality, stepSec)
 	}
 
 	switch query.Aggregations[0].TimeAggregation {
 	case metrictypes.TimeAggregationRate:
-		rateExpr := fmt.Sprintf(RateWithoutNegativeMultiTemporality, aggForDeltaTemporality, aggForCumulativeTemporality, aggForCumulativeTemporality, aggForCumulativeTemporality, start, aggForCumulativeTemporality, aggForCumulativeTemporality, start)
+		rateExpr := fmt.Sprintf(RateMultiTemporalityTmpl,
+			aggForDeltaTemporality,
+			aggForCumulativeTemporality, aggForCumulativeTemporality, aggForCumulativeTemporality,
+			aggForCumulativeTemporality, aggForCumulativeTemporality,
+		)
 		sb.SelectMore(rateExpr)
 	case metrictypes.TimeAggregationIncrease:
-		increaseExpr := fmt.Sprintf(IncreaseWithoutNegativeMultiTemporality, aggForDeltaTemporality, aggForCumulativeTemporality, aggForCumulativeTemporality, aggForCumulativeTemporality, aggForCumulativeTemporality, aggForCumulativeTemporality, start, start)
+		increaseExpr := fmt.Sprintf(IncreaseMultiTemporality,
+			aggForDeltaTemporality,
+			aggForCumulativeTemporality, aggForCumulativeTemporality, aggForCumulativeTemporality,
+			aggForCumulativeTemporality, aggForCumulativeTemporality,
+		)
 		sb.SelectMore(increaseExpr)
 	default:
 		expr := fmt.Sprintf(OthersMultiTemporality, aggForDeltaTemporality, aggForCumulativeTemporality)
@@ -592,7 +523,14 @@ func (b *MetricQueryStatementBuilder) buildSpatialAggregationCTE(
 	_ uint64,
 	query qbtypes.QueryBuilderQuery[qbtypes.MetricAggregation],
 	_ map[string][]*telemetrytypes.TelemetryFieldKey,
-) (string, []any) {
+) (string, []any, error) {
+	if query.Aggregations[0].SpaceAggregation.IsZero() {
+		return "", nil, errors.Newf(
+			errors.TypeInvalidInput,
+			errors.CodeInvalidInput,
+			"invalid space aggregation, should be one of the following: [`sum`, `avg`, `min`, `max`, `count`, `p50`, `p75`, `p90`, `p95`, `p99`, `histogram_count`]",
+		)
+	}
 	sb := sqlbuilder.NewSelectBuilder()
 
 	sb.Select("ts")
@@ -609,7 +547,7 @@ func (b *MetricQueryStatementBuilder) buildSpatialAggregationCTE(
 	sb.GroupBy(querybuilder.GroupByKeys(query.GroupBy)...)
 
 	q, args := sb.BuildWithFlavor(sqlbuilder.ClickHouse)
-	return fmt.Sprintf("__spatial_aggregation_cte AS (%s)", q), args
+	return fmt.Sprintf("__spatial_aggregation_cte AS (%s)", q), args, nil
 }
 
 func (b *MetricQueryStatementBuilder) BuildFinalSelect(
@@ -641,10 +579,36 @@ func (b *MetricQueryStatementBuilder) BuildFinalSelect(
 			quantile,
 		))
 		sb.From("__spatial_aggregation_cte")
-		for _, g := range query.GroupBy {
-			sb.GroupBy(fmt.Sprintf("`%s`", g.TelemetryFieldKey.Name))
-		}
+		sb.GroupBy(querybuilder.GroupByKeys(query.GroupBy)...)
 		sb.GroupBy("ts")
+		if query.Having != nil && query.Having.Expression != "" {
+			rewriter := querybuilder.NewHavingExpressionRewriter()
+			rewrittenExpr := rewriter.RewriteForMetrics(query.Having.Expression, query.Aggregations)
+			sb.Having(rewrittenExpr)
+		}
+	} else if query.Aggregations[0].SpaceAggregation == metrictypes.SpaceAggregationHistogramCount {
+		sb.Select("ts")
+
+		for _, g := range query.GroupBy {
+			sb.SelectMore(fmt.Sprintf("`%s`", g.TelemetryFieldKey.Name))
+		}
+
+		switch query.Aggregations[0].SpaceAggregationParam.(type) {
+		case metrictypes.ComparisonSpaceAggregationParam:
+			aggQuery, err := AggregationQueryForHistogramCount(query.Aggregations[0].SpaceAggregationParam.(metrictypes.ComparisonSpaceAggregationParam))
+			if err != nil {
+				return nil, err
+			}
+			sb.SelectMore(aggQuery)
+		default:
+			return nil, errors.New(errors.TypeInvalidInput, errors.CodeInvalidInput, "no aggregation param provided for histogram count")
+		}
+
+		sb.From("__spatial_aggregation_cte")
+
+		sb.GroupBy(querybuilder.GroupByKeys(query.GroupBy)...)
+		sb.GroupBy("ts")
+
 		if query.Having != nil && query.Having.Expression != "" {
 			rewriter := querybuilder.NewHavingExpressionRewriter()
 			rewrittenExpr := rewriter.RewriteForMetrics(query.Having.Expression, query.Aggregations)
@@ -659,6 +623,8 @@ func (b *MetricQueryStatementBuilder) BuildFinalSelect(
 			sb.Where(rewrittenExpr)
 		}
 	}
+	sb.OrderBy(querybuilder.GroupByKeys(query.GroupBy)...)
+	sb.OrderBy("ts")
 
 	q, a := sb.BuildWithFlavor(sqlbuilder.ClickHouse)
 	return &qbtypes.Statement{Query: combined + q, Args: append(args, a...)}, nil

pkg/telemetrymetrics/stmt_builder_test.go

@@ -50,7 +50,7 @@ func TestStatementBuilder(t *testing.T) {
 				},
 			},
 			expected: qbtypes.Statement{
-				Query: "WITH __temporal_aggregation_cte AS (SELECT ts, `service.name`, If((per_series_value - lagInFrame(per_series_value, 1, 0) OVER rate_window) < 0, per_series_value / (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(1747947360000))) OVER rate_window), (per_series_value - lagInFrame(per_series_value, 1, 0) OVER rate_window) / (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(1747947360000))) OVER rate_window)) AS per_series_value FROM (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(30)) AS ts, `service.name`, max(value) AS per_series_value FROM signoz_metrics.distributed_samples_v4 AS points INNER JOIN (SELECT fingerprint, JSONExtractString(labels, 'service.name') AS `service.name` FROM signoz_metrics.time_series_v4_6hrs WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? AND JSONExtractString(labels, 'service.name') = ? GROUP BY fingerprint, `service.name`) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts, `service.name` ORDER BY fingerprint, ts) WINDOW rate_window AS (PARTITION BY fingerprint ORDER BY fingerprint, ts)), __spatial_aggregation_cte AS (SELECT ts, `service.name`, sum(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts, `service.name`) SELECT * FROM __spatial_aggregation_cte",
+				Query: "WITH __temporal_aggregation_cte AS (SELECT ts, `service.name`, multiIf(row_number() OVER rate_window = 1, nan, (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) < 0, per_series_value / (ts - lagInFrame(ts, 1) OVER rate_window), (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) / (ts - lagInFrame(ts, 1) OVER rate_window)) AS per_series_value FROM (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(30)) AS ts, `service.name`, max(value) AS per_series_value FROM signoz_metrics.distributed_samples_v4 AS points INNER JOIN (SELECT fingerprint, JSONExtractString(labels, 'service.name') AS `service.name` FROM signoz_metrics.time_series_v4_6hrs WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? AND JSONExtractString(labels, 'service.name') = ? GROUP BY fingerprint, `service.name`) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts, `service.name` ORDER BY fingerprint, ts) WINDOW rate_window AS (PARTITION BY fingerprint ORDER BY fingerprint, ts)), __spatial_aggregation_cte AS (SELECT ts, `service.name`, sum(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts, `service.name`) SELECT * FROM __spatial_aggregation_cte ORDER BY `service.name`, ts",
 				Args:  []any{"signoz_calls_total", uint64(1747936800000), uint64(1747983420000), "cumulative", false, "cartservice", "signoz_calls_total", uint64(1747947360000), uint64(1747983420000), 0},
 			},
 			expectedErr: nil,
@@ -83,7 +83,7 @@ func TestStatementBuilder(t *testing.T) {
 				},
 			},
 			expected: qbtypes.Statement{
-				Query: "WITH __temporal_aggregation_cte AS (SELECT ts, `service.name`, If((per_series_value - lagInFrame(per_series_value, 1, 0) OVER rate_window) < 0, per_series_value / (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(1747947360000))) OVER rate_window), (per_series_value - lagInFrame(per_series_value, 1, 0) OVER rate_window) / (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(1747947360000))) OVER rate_window)) AS per_series_value FROM (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(30)) AS ts, `service.name`, max(value) AS per_series_value FROM signoz_metrics.distributed_samples_v4 AS points INNER JOIN (SELECT fingerprint, JSONExtractString(labels, 'service.name') AS `service.name` FROM signoz_metrics.time_series_v4_6hrs WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? AND (match(JSONExtractString(labels, 'materialized.key.name'), ?) OR JSONExtractString(labels, 'service.name') = ?) GROUP BY fingerprint, `service.name`) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts, `service.name` ORDER BY fingerprint, ts) WINDOW rate_window AS (PARTITION BY fingerprint ORDER BY fingerprint, ts)), __spatial_aggregation_cte AS (SELECT ts, `service.name`, sum(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts, `service.name`) SELECT * FROM __spatial_aggregation_cte",
+				Query: "WITH __temporal_aggregation_cte AS (SELECT ts, `service.name`, multiIf(row_number() OVER rate_window = 1, nan, (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) < 0, per_series_value / (ts - lagInFrame(ts, 1) OVER rate_window), (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) / (ts - lagInFrame(ts, 1) OVER rate_window)) AS per_series_value FROM (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(30)) AS ts, `service.name`, max(value) AS per_series_value FROM signoz_metrics.distributed_samples_v4 AS points INNER JOIN (SELECT fingerprint, JSONExtractString(labels, 'service.name') AS `service.name` FROM signoz_metrics.time_series_v4_6hrs WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? AND (match(JSONExtractString(labels, 'materialized.key.name'), ?) OR JSONExtractString(labels, 'service.name') = ?) GROUP BY fingerprint, `service.name`) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts, `service.name` ORDER BY fingerprint, ts) WINDOW rate_window AS (PARTITION BY fingerprint ORDER BY fingerprint, ts)), __spatial_aggregation_cte AS (SELECT ts, `service.name`, sum(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts, `service.name`) SELECT * FROM __spatial_aggregation_cte ORDER BY `service.name`, ts",
 				Args:  []any{"signoz_calls_total", uint64(1747936800000), uint64(1747983420000), "cumulative", false, "cartservice", "cartservice", "signoz_calls_total", uint64(1747947360000), uint64(1747983420000), 0},
 			},
 			expectedErr: nil,
@@ -116,7 +116,7 @@ func TestStatementBuilder(t *testing.T) {
 				},
 			},
 			expected: qbtypes.Statement{
-				Query: "WITH __spatial_aggregation_cte AS (SELECT toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(30)) AS ts, `service.name`, sum(value)/30 AS value FROM signoz_metrics.distributed_samples_v4 AS points INNER JOIN (SELECT fingerprint, JSONExtractString(labels, 'service.name') AS `service.name` FROM signoz_metrics.time_series_v4_6hrs WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? AND JSONExtractString(labels, 'service.name') = ? GROUP BY fingerprint, `service.name`) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY ts, `service.name`) SELECT * FROM __spatial_aggregation_cte",
+				Query: "WITH __spatial_aggregation_cte AS (SELECT toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(30)) AS ts, `service.name`, sum(value)/30 AS value FROM signoz_metrics.distributed_samples_v4 AS points INNER JOIN (SELECT fingerprint, JSONExtractString(labels, 'service.name') AS `service.name` FROM signoz_metrics.time_series_v4_6hrs WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? AND JSONExtractString(labels, 'service.name') = ? GROUP BY fingerprint, `service.name`) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY ts, `service.name`) SELECT * FROM __spatial_aggregation_cte ORDER BY `service.name`, ts",
 				Args:  []any{"signoz_calls_total", uint64(1747936800000), uint64(1747983420000), "delta", false, "cartservice", "signoz_calls_total", uint64(1747947390000), uint64(1747983420000)},
 			},
 			expectedErr: nil,
@@ -148,7 +148,7 @@ func TestStatementBuilder(t *testing.T) {
 				},
 			},
 			expected: qbtypes.Statement{
-				Query: "WITH __spatial_aggregation_cte AS (SELECT toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(30)) AS ts, `service.name`, `le`, sum(value)/30 AS value FROM signoz_metrics.distributed_samples_v4 AS points INNER JOIN (SELECT fingerprint, JSONExtractString(labels, 'service.name') AS `service.name`, JSONExtractString(labels, 'le') AS `le` FROM signoz_metrics.time_series_v4_6hrs WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? AND JSONExtractString(labels, 'service.name') = ? GROUP BY fingerprint, `service.name`, `le`) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY ts, `service.name`, `le`) SELECT ts, `service.name`, histogramQuantile(arrayMap(x -> toFloat64(x), groupArray(le)), groupArray(value), 0.950) AS value FROM __spatial_aggregation_cte GROUP BY `service.name`, ts",
+				Query: "WITH __spatial_aggregation_cte AS (SELECT toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(30)) AS ts, `service.name`, `le`, sum(value)/30 AS value FROM signoz_metrics.distributed_samples_v4 AS points INNER JOIN (SELECT fingerprint, JSONExtractString(labels, 'service.name') AS `service.name`, JSONExtractString(labels, 'le') AS `le` FROM signoz_metrics.time_series_v4_6hrs WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? AND JSONExtractString(labels, 'service.name') = ? GROUP BY fingerprint, `service.name`, `le`) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY ts, `service.name`, `le`) SELECT ts, `service.name`, histogramQuantile(arrayMap(x -> toFloat64(x), groupArray(le)), groupArray(value), 0.950) AS value FROM __spatial_aggregation_cte GROUP BY `service.name`, ts ORDER BY `service.name`, ts",
 				Args:  []any{"signoz_latency", uint64(1747936800000), uint64(1747983420000), "delta", false, "cartservice", "signoz_latency", uint64(1747947390000), uint64(1747983420000)},
 			},
 			expectedErr: nil,
@@ -181,7 +181,7 @@ func TestStatementBuilder(t *testing.T) {
 				},
 			},
 			expected: qbtypes.Statement{
-				Query: "WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(30)) AS ts, `host.name`, avg(value) AS per_series_value FROM signoz_metrics.distributed_samples_v4 AS points INNER JOIN (SELECT fingerprint, JSONExtractString(labels, 'host.name') AS `host.name` FROM signoz_metrics.time_series_v4_6hrs WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? AND JSONExtractString(labels, 'host.name') = ? GROUP BY fingerprint, `host.name`) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts, `host.name` ORDER BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, `host.name`, sum(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts, `host.name`) SELECT * FROM __spatial_aggregation_cte",
+				Query: "WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(30)) AS ts, `host.name`, avg(value) AS per_series_value FROM signoz_metrics.distributed_samples_v4 AS points INNER JOIN (SELECT fingerprint, JSONExtractString(labels, 'host.name') AS `host.name` FROM signoz_metrics.time_series_v4_6hrs WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? AND JSONExtractString(labels, 'host.name') = ? GROUP BY fingerprint, `host.name`) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts, `host.name` ORDER BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, `host.name`, sum(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts, `host.name`) SELECT * FROM __spatial_aggregation_cte ORDER BY `host.name`, ts",
 				Args:  []any{"system.memory.usage", uint64(1747936800000), uint64(1747983420000), "unspecified", false, "big-data-node-1", "system.memory.usage", uint64(1747947390000), uint64(1747983420000), 0},
 			},
 			expectedErr: nil,
@@ -210,7 +210,7 @@ func TestStatementBuilder(t *testing.T) {
 				},
 			},
 			expected: qbtypes.Statement{
-				Query: "WITH __temporal_aggregation_cte AS (SELECT ts, `service.name`, `le`, If((per_series_value - lagInFrame(per_series_value, 1, 0) OVER rate_window) < 0, per_series_value / (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(1747947390000))) OVER rate_window), (per_series_value - lagInFrame(per_series_value, 1, 0) OVER rate_window) / (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(1747947390000))) OVER rate_window)) AS per_series_value FROM (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(30)) AS ts, `service.name`, `le`, max(value) AS per_series_value FROM signoz_metrics.distributed_samples_v4 AS points INNER JOIN (SELECT fingerprint, JSONExtractString(labels, 'service.name') AS `service.name`, JSONExtractString(labels, 'le') AS `le` FROM signoz_metrics.time_series_v4_6hrs WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? GROUP BY fingerprint, `service.name`, `le`) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts, `service.name`, `le` ORDER BY fingerprint, ts) WINDOW rate_window AS (PARTITION BY fingerprint ORDER BY fingerprint, ts)), __spatial_aggregation_cte AS (SELECT ts, `service.name`, `le`, sum(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts, `service.name`, `le`) SELECT ts, `service.name`, histogramQuantile(arrayMap(x -> toFloat64(x), groupArray(le)), groupArray(value), 0.950) AS value FROM __spatial_aggregation_cte GROUP BY `service.name`, ts",
+				Query: "WITH __temporal_aggregation_cte AS (SELECT ts, `service.name`, `le`, multiIf(row_number() OVER rate_window = 1, nan, (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) < 0, per_series_value / (ts - lagInFrame(ts, 1) OVER rate_window), (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) / (ts - lagInFrame(ts, 1) OVER rate_window)) AS per_series_value FROM (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(30)) AS ts, `service.name`, `le`, max(value) AS per_series_value FROM signoz_metrics.distributed_samples_v4 AS points INNER JOIN (SELECT fingerprint, JSONExtractString(labels, 'service.name') AS `service.name`, JSONExtractString(labels, 'le') AS `le` FROM signoz_metrics.time_series_v4_6hrs WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? GROUP BY fingerprint, `service.name`, `le`) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts, `service.name`, `le` ORDER BY fingerprint, ts) WINDOW rate_window AS (PARTITION BY fingerprint ORDER BY fingerprint, ts)), __spatial_aggregation_cte AS (SELECT ts, `service.name`, `le`, sum(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts, `service.name`, `le`) SELECT ts, `service.name`, histogramQuantile(arrayMap(x -> toFloat64(x), groupArray(le)), groupArray(value), 0.950) AS value FROM __spatial_aggregation_cte GROUP BY `service.name`, ts ORDER BY `service.name`, ts",
 				Args:  []any{"http_server_duration_bucket", uint64(1747936800000), uint64(1747983420000), "cumulative", false, "http_server_duration_bucket", uint64(1747947390000), uint64(1747983420000), 0},
 			},
 			expectedErr: nil,

pkg/telemetrymetrics/tables.go

@@ -1,8 +1,10 @@
 package telemetrymetrics
 
 import (
+	"fmt"
 	"time"
 
+	"github.com/SigNoz/signoz/pkg/errors"
 	"github.com/SigNoz/signoz/pkg/types/metrictypes"
 )
 
@@ -168,7 +170,7 @@ func AggregationColumnForSamplesTable(
 	temporality metrictypes.Temporality,
 	timeAggregation metrictypes.TimeAggregation,
 	tableHints *metrictypes.MetricTableHints,
-) string {
+) (string, error) {
 	tableName := WhichSamplesTableToUse(start, end, metricType, timeAggregation, tableHints)
 	var aggregationColumn string
 	switch temporality {
@@ -298,5 +300,26 @@ func AggregationColumnForSamplesTable(
 			}
 		}
 	}
-	return aggregationColumn
+	if aggregationColumn == "" {
+		return "", errors.Newf(
+			errors.TypeInvalidInput,
+			errors.CodeInvalidInput,
+			"invalid time aggregation, should be one of the following: [`latest`, `sum`, `avg`, `min`, `max`, `count`, `rate`, `increase`]",
+		)
+	}
+	return aggregationColumn, nil
+}
+
+func AggregationQueryForHistogramCount(params metrictypes.ComparisonSpaceAggregationParam) (string, error) {
+	histogramCountLimit := params.Limit
+
+	switch params.Operater {
+	case "<=":
+		return fmt.Sprintf("argMaxIf(value, toFloat64(le), toFloat64(le) <= %f) + (argMinIf(value, toFloat64(le), toFloat64(le) > %f) - argMaxIf(value, toFloat64(le), toFloat64(le) <= %f)) * (%f - maxIf(toFloat64(le), toFloat64(le) <= %f)) / (minIf(toFloat64(le), toFloat64(le) > %f) - maxIf(toFloat64(le), toFloat64(le) <= %f)) AS value", histogramCountLimit, histogramCountLimit, histogramCountLimit, histogramCountLimit, histogramCountLimit, histogramCountLimit, histogramCountLimit), nil
+	case ">":
+		return fmt.Sprintf("argMax(value, toFloat64(le)) - (argMaxIf(value, toFloat64(le), toFloat64(le) < %f) + (argMinIf(value, toFloat64(le), toFloat64(le) >= %f) - argMaxIf(value, toFloat64(le), toFloat64(le) < %f)) * (%f - maxIf(toFloat64(le), toFloat64(le) < %f)) / (minIf(toFloat64(le), toFloat64(le) >= %f) - maxIf(toFloat64(le), toFloat64(le) <= %f))) AS value", histogramCountLimit, histogramCountLimit, histogramCountLimit, histogramCountLimit, histogramCountLimit, histogramCountLimit, histogramCountLimit), nil
+	default:
+		return "", errors.New(errors.TypeInvalidInput, errors.CodeInvalidInput, "invalid space aggregation operator, should be one of the following: [`<=`, `>`]")
+	}
+
 }

pkg/telemetrytraces/condition_builder.go

@@ -35,13 +35,7 @@ func (c *conditionBuilder) conditionFor(
 	sb *sqlbuilder.SelectBuilder,
 ) (string, error) {
 
-	switch operator {
-	case qbtypes.FilterOperatorContains,
-		qbtypes.FilterOperatorNotContains,
-		qbtypes.FilterOperatorILike,
-		qbtypes.FilterOperatorNotILike,
-		qbtypes.FilterOperatorLike,
-		qbtypes.FilterOperatorNotLike:
+	if operator.IsStringSearchOperator() {
 		value = querybuilder.FormatValueForContains(value)
 	}
 

pkg/types/metrictypes/metrictypes.go

@@ -2,6 +2,7 @@ package metrictypes
 
 import (
 	"database/sql/driver"
+	"fmt"
 	"strings"
 
 	"github.com/SigNoz/signoz/pkg/errors"
@@ -172,7 +173,6 @@ var (
 
 func (TimeAggregation) Enum() []any {
 	return []any{
-		TimeAggregationUnspecified,
 		TimeAggregationLatest,
 		TimeAggregationSum,
 		TimeAggregationAvg,
@@ -190,22 +190,22 @@ type SpaceAggregation struct {
 }
 
 var (
-	SpaceAggregationUnspecified  = SpaceAggregation{valuer.NewString("")}
-	SpaceAggregationSum          = SpaceAggregation{valuer.NewString("sum")}
-	SpaceAggregationAvg          = SpaceAggregation{valuer.NewString("avg")}
-	SpaceAggregationMin          = SpaceAggregation{valuer.NewString("min")}
-	SpaceAggregationMax          = SpaceAggregation{valuer.NewString("max")}
-	SpaceAggregationCount        = SpaceAggregation{valuer.NewString("count")}
-	SpaceAggregationPercentile50 = SpaceAggregation{valuer.NewString("p50")}
-	SpaceAggregationPercentile75 = SpaceAggregation{valuer.NewString("p75")}
-	SpaceAggregationPercentile90 = SpaceAggregation{valuer.NewString("p90")}
-	SpaceAggregationPercentile95 = SpaceAggregation{valuer.NewString("p95")}
-	SpaceAggregationPercentile99 = SpaceAggregation{valuer.NewString("p99")}
+	SpaceAggregationUnspecified    = SpaceAggregation{valuer.NewString("")}
+	SpaceAggregationSum            = SpaceAggregation{valuer.NewString("sum")}
+	SpaceAggregationAvg            = SpaceAggregation{valuer.NewString("avg")}
+	SpaceAggregationMin            = SpaceAggregation{valuer.NewString("min")}
+	SpaceAggregationMax            = SpaceAggregation{valuer.NewString("max")}
+	SpaceAggregationCount          = SpaceAggregation{valuer.NewString("count")}
+	SpaceAggregationPercentile50   = SpaceAggregation{valuer.NewString("p50")}
+	SpaceAggregationPercentile75   = SpaceAggregation{valuer.NewString("p75")}
+	SpaceAggregationPercentile90   = SpaceAggregation{valuer.NewString("p90")}
+	SpaceAggregationPercentile95   = SpaceAggregation{valuer.NewString("p95")}
+	SpaceAggregationPercentile99   = SpaceAggregation{valuer.NewString("p99")}
+	SpaceAggregationHistogramCount = SpaceAggregation{valuer.NewString("histogram_count")}
 )
 
 func (SpaceAggregation) Enum() []any {
 	return []any{
-		SpaceAggregationUnspecified,
 		SpaceAggregationSum,
 		SpaceAggregationAvg,
 		SpaceAggregationMin,
@@ -216,6 +216,7 @@ func (SpaceAggregation) Enum() []any {
 		SpaceAggregationPercentile90,
 		SpaceAggregationPercentile95,
 		SpaceAggregationPercentile99,
+		SpaceAggregationHistogramCount,
 	}
 }
 
@@ -258,3 +259,22 @@ type MetricTableHints struct {
 type MetricValueFilter struct {
 	Value float64
 }
+
+type SpaceAggregationParam interface {
+	StringValue() string
+}
+
+type NoSpaceAggregationParam struct{}
+
+func (_ NoSpaceAggregationParam) StringValue() string {
+	return "{}"
+}
+
+type ComparisonSpaceAggregationParam struct {
+	Operater string  `json:"operator"`
+	Limit    float64 `json:"limit"`
+}
+
+func (cso ComparisonSpaceAggregationParam) StringValue() string {
+	return fmt.Sprintf("{\"operator\": \"%s\", \"limit\": \"%f\"}", cso.Operater, cso.Limit)
+}

pkg/types/organization.go

@@ -25,23 +25,7 @@ type Organization struct {
 	DisplayName string `bun:"display_name,type:text,notnull" json:"displayName"`
 }
 
-func NewOrganization(displayName string) *Organization {
-	id := valuer.GenerateUUID()
-	return &Organization{
-		Identifiable: Identifiable{
-			ID: id,
-		},
-		TimeAuditable: TimeAuditable{
-			CreatedAt: time.Now(),
-			UpdatedAt: time.Now(),
-		},
-		// Name: "default/main", TODO: take the call and uncomment this later
-		DisplayName: displayName,
-		Key:         NewOrganizationKey(id),
-	}
-}
-
-func NewOrganizationWithName(name string) *Organization {
+func NewOrganization(displayName string, name string) *Organization {
 	id := valuer.GenerateUUID()
 	return &Organization{
 		Identifiable: Identifiable{
@@ -52,7 +36,7 @@ func NewOrganizationWithName(name string) *Organization {
 			UpdatedAt: time.Now(),
 		},
 		Name:        name,
-		DisplayName: name,
+		DisplayName: displayName,
 		Key:         NewOrganizationKey(id),
 	}
 }

pkg/types/querybuildertypes/querybuildertypesv5/builder_elements.go

@@ -10,10 +10,35 @@ import (
 	"github.com/SigNoz/signoz/pkg/types/metrictypes"
 	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
 	"github.com/SigNoz/signoz/pkg/valuer"
+	"github.com/swaggest/jsonschema-go"
 )
 
 type Step struct{ time.Duration }
 
+var _ jsonschema.Exposer = Step{}
+
+// JSONSchema returns a custom schema for Step that accepts either a duration string or a number (seconds).
+func (Step) JSONSchema() (jsonschema.Schema, error) {
+	s := jsonschema.Schema{}
+	s.WithDescription("Step interval. Accepts a Go duration string (e.g., \"60s\", \"1m\", \"1h\") or a number representing seconds (e.g., 60).")
+
+	strSchema := jsonschema.Schema{}
+	strSchema.WithType(jsonschema.String.Type())
+	strSchema.WithExamples("60s", "5m", "1h")
+	strSchema.WithDescription("Duration string (e.g., \"60s\", \"5m\", \"1h\").")
+
+	numSchema := jsonschema.Schema{}
+	numSchema.WithType(jsonschema.Number.Type())
+	numSchema.WithExamples(60, 300, 3600)
+	numSchema.WithDescription("Duration in seconds.")
+
+	s.OneOf = []jsonschema.SchemaOrBool{
+		strSchema.ToSchemaOrBool(),
+		numSchema.ToSchemaOrBool(),
+	}
+	return s, nil
+}
+
 func (s *Step) UnmarshalJSON(b []byte) error {
 	if len(b) == 0 {
 		return nil
@@ -152,7 +177,20 @@ func (f FilterOperator) IsStringSearchOperator() bool {
 		FilterOperatorILike,
 		FilterOperatorNotILike,
 		FilterOperatorLike,
-		FilterOperatorNotLike:
+		FilterOperatorNotLike,
+		FilterOperatorRegexp,
+		FilterOperatorNotRegexp:
+		return true
+	default:
+		return false
+	}
+}
+
+// IsArrayOperator returns true if the operator works with array values only
+func (f FilterOperator) IsArrayOperator() bool {
+	switch f {
+	case FilterOperatorIn, FilterOperatorNotIn,
+		FilterOperatorBetween, FilterOperatorNotBetween:
 		return true
 	default:
 		return false
@@ -168,6 +206,14 @@ var (
 	OrderDirectionDesc = OrderDirection{valuer.NewString("desc")}
 )
 
+// Enum returns the acceptable values for OrderDirection.
+func (OrderDirection) Enum() []any {
+	return []any{
+		OrderDirectionAsc,
+		OrderDirectionDesc,
+	}
+}
+
 var (
 	OrderDirectionMap = map[string]OrderDirection{
 		"asc":  OrderDirectionAsc,
@@ -190,6 +236,19 @@ var (
 	ReduceToMedian  = ReduceTo{valuer.NewString("median")}
 )
 
+// Enum returns the acceptable values for ReduceTo.
+func (ReduceTo) Enum() []any {
+	return []any{
+		ReduceToSum,
+		ReduceToCount,
+		ReduceToAvg,
+		ReduceToMin,
+		ReduceToMax,
+		ReduceToLast,
+		ReduceToMedian,
+	}
+}
+
 // FunctionReduceTo applies the reduceTo operator to a time series and returns a new series with the reduced value
 // reduceTo can be one of: last, sum, avg, min, max, count, median
 // if reduceTo is not recognized, the function returns the original series
@@ -387,6 +446,8 @@ type MetricAggregation struct {
 	TimeAggregation metrictypes.TimeAggregation `json:"timeAggregation"`
 	// space aggregation to apply to the query
 	SpaceAggregation metrictypes.SpaceAggregation `json:"spaceAggregation"`
+	// param for space aggregation if needed
+	SpaceAggregationParam metrictypes.SpaceAggregationParam `json:"spaceAggregationParam"`
 	// table hints to use for the query
 	TableHints *metrictypes.MetricTableHints `json:"-"`
 	// value filter to apply to the query
@@ -395,6 +456,40 @@ type MetricAggregation struct {
 	ReduceTo ReduceTo `json:"reduceTo,omitempty"`
 }
 
+func (m *MetricAggregation) UnmarshalJSON(data []byte) error {
+	type Alias MetricAggregation
+	aux := &struct {
+		SpaceAggregationParam json.RawMessage `json:"spaceAggregationParam"`
+		*Alias
+	}{
+		Alias: (*Alias)(m),
+	}
+
+	if err := json.Unmarshal(data, &aux); err != nil {
+		return err
+	}
+
+	// If no param provided
+	if len(aux.SpaceAggregationParam) == 0 || string(aux.SpaceAggregationParam) == "null" {
+		m.SpaceAggregationParam = metrictypes.NoSpaceAggregationParam{}
+		return nil
+	}
+
+	switch m.SpaceAggregation {
+	case metrictypes.SpaceAggregationHistogramCount:
+		var p metrictypes.ComparisonSpaceAggregationParam
+		if err := json.Unmarshal(aux.SpaceAggregationParam, &p); err != nil {
+			return err
+		}
+		m.SpaceAggregationParam = p
+
+	default:
+		m.SpaceAggregationParam = metrictypes.NoSpaceAggregationParam{}
+	}
+
+	return nil
+}
+
 // Copy creates a deep copy of MetricAggregation
 func (m MetricAggregation) Copy() MetricAggregation {
 	c := m

pkg/types/querybuildertypes/querybuildertypesv5/builder_query.go

@@ -3,6 +3,7 @@ package querybuildertypesv5
 import (
 	"fmt"
 
+	"github.com/SigNoz/signoz/pkg/types/metrictypes"
 	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
 )
 
@@ -174,3 +175,54 @@ func (q *QueryBuilderQuery[T]) Normalize() {
 	}
 
 }
+
+// Fast‑path (no fingerprint grouping)
+// canShortCircuitDelta returns true if we can use the optimized query
+// for the given query
+// This is used to avoid the group by fingerprint thus improving the performance
+// for certain queries
+// cases where we can short circuit:
+// 1. time aggregation = (rate|increase) and space aggregation = sum
+//   - rate = sum(value)/step, increase = sum(value) - sum of sums is same as sum of all values
+//
+// 2. time aggregation = sum and space aggregation = sum
+//   - sum of sums is same as sum of all values
+//
+// 3. time aggregation = min and space aggregation = min
+//   - min of mins is same as min of all values
+//
+// 4. time aggregation = max and space aggregation = max
+//   - max of maxs is same as max of all values
+//
+// 5. special case exphist, there is no need for per series/fingerprint aggregation
+// we can directly use the quantilesDDMerge function
+//
+// all of this is true only for delta metrics
+func CanShortCircuitDelta(metricAgg MetricAggregation) bool {
+
+	if metricAgg.Temporality != metrictypes.Delta {
+		return false
+	}
+
+	ta := metricAgg.TimeAggregation
+	sa := metricAgg.SpaceAggregation
+
+	if (ta == metrictypes.TimeAggregationRate || ta == metrictypes.TimeAggregationIncrease) &&
+		sa == metrictypes.SpaceAggregationSum {
+		return true
+	}
+	if ta == metrictypes.TimeAggregationSum && sa == metrictypes.SpaceAggregationSum {
+		return true
+	}
+	if ta == metrictypes.TimeAggregationMin && sa == metrictypes.SpaceAggregationMin {
+		return true
+	}
+	if ta == metrictypes.TimeAggregationMax && sa == metrictypes.SpaceAggregationMax {
+		return true
+	}
+	if metricAgg.Type == metrictypes.ExpHistogramType && sa.IsPercentile() {
+		return true
+	}
+
+	return false
+}

pkg/types/querybuildertypes/querybuildertypesv5/functions.go

@@ -36,6 +36,30 @@ var (
 	FunctionNameFillZero      = FunctionName{valuer.NewString("fillZero")}
 )
 
+// Enum returns the acceptable values for FunctionName.
+func (FunctionName) Enum() []any {
+	return []any{
+		FunctionNameCutOffMin,
+		FunctionNameCutOffMax,
+		FunctionNameClampMin,
+		FunctionNameClampMax,
+		FunctionNameAbsolute,
+		FunctionNameRunningDiff,
+		FunctionNameLog2,
+		FunctionNameLog10,
+		FunctionNameCumulativeSum,
+		FunctionNameEWMA3,
+		FunctionNameEWMA5,
+		FunctionNameEWMA7,
+		FunctionNameMedian3,
+		FunctionNameMedian5,
+		FunctionNameMedian7,
+		FunctionNameTimeShift,
+		FunctionNameAnomaly,
+		FunctionNameFillZero,
+	}
+}
+
 // Validate checks if the FunctionName is valid and one of the known types
 func (fn FunctionName) Validate() error {
 	validFunctions := []FunctionName{

pkg/types/querybuildertypes/querybuildertypesv5/join.go

@@ -16,6 +16,17 @@ var (
 	JoinTypeCross = JoinType{valuer.NewString("cross")}
 )
 
+// Enum returns the acceptable values for JoinType.
+func (JoinType) Enum() []any {
+	return []any{
+		JoinTypeInner,
+		JoinTypeLeft,
+		JoinTypeRight,
+		JoinTypeFull,
+		JoinTypeCross,
+	}
+}
+
 type QueryRef struct {
 	Name string `json:"name"`
 }

pkg/types/querybuildertypes/querybuildertypesv5/qb.go

@@ -12,6 +12,7 @@ import (
 var (
 	ErrColumnNotFound      = errors.Newf(errors.TypeNotFound, errors.CodeNotFound, "field not found")
 	ErrBetweenValues       = errors.Newf(errors.TypeInvalidInput, errors.CodeInvalidInput, "(not) between operator requires two values")
+	ErrBetweenValuesType   = errors.Newf(errors.TypeInvalidInput, errors.CodeInvalidInput, "(not) between operator requires two values of the number type")
 	ErrInValues            = errors.Newf(errors.TypeInvalidInput, errors.CodeInvalidInput, "(not) in operator requires a list of values")
 	ErrUnsupportedOperator = errors.Newf(errors.TypeInvalidInput, errors.CodeInvalidInput, "unsupported operator")
 )

pkg/types/querybuildertypes/querybuildertypesv5/query.go

@@ -2,6 +2,8 @@ package querybuildertypesv5
 
 import (
 	"context"
+
+	"github.com/swaggest/jsonschema-go"
 )
 
 type Query interface {
@@ -29,4 +31,12 @@ type ExecStats struct {
 	StepIntervals map[string]uint64 `json:"stepIntervals,omitempty"`
 }
 
+var _ jsonschema.Preparer = &ExecStats{}
+
+// PrepareJSONSchema adds description to the ExecStats schema.
+func (e *ExecStats) PrepareJSONSchema(schema *jsonschema.Schema) error {
+	schema.WithDescription("Execution statistics for the query, including rows scanned, bytes scanned, and duration.")
+	return nil
+}
+
 type TimeRange struct{ From, To uint64 } // ms since epoch

pkg/types/querybuildertypes/querybuildertypesv5/query_type.go

@@ -16,3 +16,17 @@ var (
 	QueryTypeClickHouseSQL = QueryType{valuer.NewString("clickhouse_sql")}
 	QueryTypePromQL        = QueryType{valuer.NewString("promql")}
 )
+
+// Enum returns the acceptable values for QueryType.
+func (QueryType) Enum() []any {
+	return []any{
+		QueryTypeBuilder,
+		QueryTypeFormula,
+		// Not yet supported.
+		// QueryTypeSubQuery,
+		// QueryTypeJoin,
+		QueryTypeTraceOperator,
+		QueryTypeClickHouseSQL,
+		QueryTypePromQL,
+	}
+}

pkg/types/querybuildertypes/querybuildertypesv5/req.go

@@ -9,6 +9,7 @@ import (
 	"github.com/SigNoz/signoz/pkg/types/metrictypes"
 	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
 	"github.com/SigNoz/signoz/pkg/valuer"
+	"github.com/swaggest/jsonschema-go"
 )
 
 type QueryEnvelope struct {
@@ -18,6 +19,71 @@ type QueryEnvelope struct {
 	Spec any `json:"spec"`
 }
 
+// queryEnvelopeBuilderTrace is the OpenAPI schema for a QueryEnvelope with type=builder_query and signal=traces.
+type queryEnvelopeBuilderTrace struct {
+	Type QueryType                           `json:"type" description:"The type of the query."`
+	Spec QueryBuilderQuery[TraceAggregation] `json:"spec" description:"The trace builder query specification."`
+}
+
+// queryEnvelopeBuilderLog is the OpenAPI schema for a QueryEnvelope with type=builder_query and signal=logs.
+type queryEnvelopeBuilderLog struct {
+	Type QueryType                         `json:"type" description:"The type of the query."`
+	Spec QueryBuilderQuery[LogAggregation] `json:"spec" description:"The log builder query specification."`
+}
+
+// queryEnvelopeBuilderMetric is the OpenAPI schema for a QueryEnvelope with type=builder_query and signal=metrics.
+type queryEnvelopeBuilderMetric struct {
+	Type QueryType                            `json:"type" description:"The type of the query."`
+	Spec QueryBuilderQuery[MetricAggregation] `json:"spec" description:"The metric builder query specification."`
+}
+
+// queryEnvelopeFormula is the OpenAPI schema for a QueryEnvelope with type=builder_formula.
+type queryEnvelopeFormula struct {
+	Type QueryType           `json:"type" description:"The type of the query."`
+	Spec QueryBuilderFormula `json:"spec" description:"The formula specification."`
+}
+
+// queryEnvelopeJoin is the OpenAPI schema for a QueryEnvelope with type=builder_join.
+// type queryEnvelopeJoin struct {
+// 	Type QueryType        `json:"type" description:"The type of the query."`
+// 	Spec QueryBuilderJoin `json:"spec" description:"The join specification."`
+// }
+
+// queryEnvelopeTraceOperator is the OpenAPI schema for a QueryEnvelope with type=builder_trace_operator.
+type queryEnvelopeTraceOperator struct {
+	Type QueryType                 `json:"type" description:"The type of the query."`
+	Spec QueryBuilderTraceOperator `json:"spec" description:"The trace operator specification."`
+}
+
+// queryEnvelopePromQL is the OpenAPI schema for a QueryEnvelope with type=promql.
+type queryEnvelopePromQL struct {
+	Type QueryType `json:"type" description:"The type of the query."`
+	Spec PromQuery `json:"spec" description:"The PromQL query specification."`
+}
+
+// queryEnvelopeClickHouseSQL is the OpenAPI schema for a QueryEnvelope with type=clickhouse_sql.
+type queryEnvelopeClickHouseSQL struct {
+	Type QueryType       `json:"type" description:"The type of the query."`
+	Spec ClickHouseQuery `json:"spec" description:"The ClickHouse SQL query specification."`
+}
+
+var _ jsonschema.OneOfExposer = QueryEnvelope{}
+
+// JSONSchemaOneOf returns the oneOf variants for the QueryEnvelope discriminated union.
+// Each variant represents a different query type with its corresponding spec schema.
+func (QueryEnvelope) JSONSchemaOneOf() []any {
+	return []any{
+		queryEnvelopeBuilderTrace{},
+		queryEnvelopeBuilderLog{},
+		queryEnvelopeBuilderMetric{},
+		queryEnvelopeFormula{},
+		// queryEnvelopeJoin{},
+		queryEnvelopeTraceOperator{},
+		queryEnvelopePromQL{},
+		queryEnvelopeClickHouseSQL{},
+	}
+}
+
 // implement custom json unmarshaler for the QueryEnvelope
 func (q *QueryEnvelope) UnmarshalJSON(data []byte) error {
 	var shadow struct {
@@ -75,7 +141,7 @@ func (q *QueryEnvelope) UnmarshalJSON(data []byte) error {
 
 	case QueryTypeFormula:
 		var spec QueryBuilderFormula
-		// TODO: use json.Unmarshal here after implementing custom unmarshaler for QueryBuilderFormula
+		// TODO(srikanthccv): use json.Unmarshal here after implementing custom unmarshaler for QueryBuilderFormula
 		if err := UnmarshalJSONWithContext(shadow.Spec, &spec, "formula spec"); err != nil {
 			return wrapUnmarshalError(err, "invalid formula spec: %v", err)
 		}
@@ -83,7 +149,7 @@ func (q *QueryEnvelope) UnmarshalJSON(data []byte) error {
 
 	case QueryTypeJoin:
 		var spec QueryBuilderJoin
-		// TODO: use json.Unmarshal here after implementing custom unmarshaler for QueryBuilderJoin
+		// TODO(srikanthccv): use json.Unmarshal here after implementing custom unmarshaler for QueryBuilderJoin
 		if err := UnmarshalJSONWithContext(shadow.Spec, &spec, "join spec"); err != nil {
 			return wrapUnmarshalError(err, "invalid join spec: %v", err)
 		}
@@ -98,7 +164,7 @@ func (q *QueryEnvelope) UnmarshalJSON(data []byte) error {
 
 	case QueryTypePromQL:
 		var spec PromQuery
-		// TODO: use json.Unmarshal here after implementing custom unmarshaler for PromQuery
+		// TODO(srikanthccv): use json.Unmarshal here after implementing custom unmarshaler for PromQuery
 		if err := UnmarshalJSONWithContext(shadow.Spec, &spec, "PromQL spec"); err != nil {
 			return wrapUnmarshalError(err, "invalid PromQL spec: %v", err)
 		}
@@ -106,7 +172,7 @@ func (q *QueryEnvelope) UnmarshalJSON(data []byte) error {
 
 	case QueryTypeClickHouseSQL:
 		var spec ClickHouseQuery
-		// TODO: use json.Unmarshal here after implementing custom unmarshaler for ClickHouseQuery
+		// TODO(srikanthccv): use json.Unmarshal here after implementing custom unmarshaler for ClickHouseQuery
 		if err := UnmarshalJSONWithContext(shadow.Spec, &spec, "ClickHouse SQL spec"); err != nil {
 			return wrapUnmarshalError(err, "invalid ClickHouse SQL spec: %v", err)
 		}
@@ -130,6 +196,12 @@ type CompositeQuery struct {
 	Queries []QueryEnvelope `json:"queries"`
 }
 
+// PrepareJSONSchema adds description to the CompositeQuery schema.
+func (c *CompositeQuery) PrepareJSONSchema(schema *jsonschema.Schema) error {
+	schema.WithDescription("Composite query containing one or more query envelopes. Each query envelope specifies its type and corresponding spec.")
+	return nil
+}
+
 // UnmarshalJSON implements custom JSON unmarshaling to provide better error messages
 func (c *CompositeQuery) UnmarshalJSON(data []byte) error {
 	type Alias CompositeQuery
@@ -192,6 +264,16 @@ var (
 	TextBoxVariableType = VariableType{valuer.NewString("text")}
 )
 
+// Enum returns the acceptable values for VariableType.
+func (VariableType) Enum() []any {
+	return []any{
+		QueryVariableType,
+		DynamicVariableType,
+		CustomVariableType,
+		TextBoxVariableType,
+	}
+}
+
 type VariableItem struct {
 	Type  VariableType `json:"type"`
 	Value any          `json:"value"`
@@ -217,6 +299,12 @@ type QueryRangeRequest struct {
 	FormatOptions *FormatOptions `json:"formatOptions,omitempty"`
 }
 
+// PrepareJSONSchema adds description to the QueryRangeRequest schema.
+func (q *QueryRangeRequest) PrepareJSONSchema(schema *jsonschema.Schema) error {
+	schema.WithDescription("Request body for the v5 query range endpoint. Supports builder queries (traces, logs, metrics), formulas, joins, trace operators, PromQL, and ClickHouse SQL queries.")
+	return nil
+}
+
 func (r *QueryRangeRequest) StepIntervalForQuery(name string) int64 {
 	stepsMap := make(map[string]int64)
 	for _, query := range r.CompositeQuery.Queries {
@@ -439,7 +527,7 @@ func (r *QueryRangeRequest) GetQueriesSupportingZeroDefault() map[string]bool {
 		expr = strings.ToLower(expr)
 		// only pure additive/counting operations should default to zero,
 		// while statistical/analytical operations should show gaps when there's no data to analyze.
-		// TODO: use newExprVisitor for getting the function used in the expression
+		// TODO(srikanthccv): use newExprVisitor for getting the function used in the expression
 		if strings.HasPrefix(expr, "count(") ||
 			strings.HasPrefix(expr, "count_distinct(") ||
 			strings.HasPrefix(expr, "sum(") ||