feat: added new histogram panel

* feat: adding tests for cloudintegration api

* refactor: updating method

* ci: updated logs

* ci: fmt fixes

* refactor: removing unused vars

* refactor: updating test assertion

* refactor: worked on review comments

* fix: fixing tests

* refactor: using yield

* refactor: fixing lint issues

* refactor: cleaning tests

* refactor: review comments

* refactor: removing unused imports

* refactor: updating fixture name

---------

Co-authored-by: Vikrant Gupta <vikrant@signoz.io>

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

@@ -0,0 +1,117 @@
+import { useCallback, useLayoutEffect, useMemo, useRef } from 'react';
+import ChartWrapper from 'container/DashboardContainer/visualization/charts/ChartWrapper/ChartWrapper';
+import BarChartTooltip from 'lib/uPlotV2/components/Tooltip/BarChartTooltip';
+import {
+	BarTooltipProps,
+	TooltipRenderArgs,
+} from 'lib/uPlotV2/components/types';
+import { has } from 'lodash-es';
+import uPlot from 'uplot';
+
+import { BarChartProps } from '../types';
+import { stack } from './stackUtils';
+
+/** Returns true if the series at the given index is hidden (e.g. via legend toggle) */
+function isSeriesHidden(plot: uPlot, seriesIndex: number): boolean {
+	return !plot.series[seriesIndex]?.show;
+}
+
+export default function BarChart(props: BarChartProps): JSX.Element {
+	const { children, isStackedBarChart, config, data, ...rest } = props;
+
+	// Store unstacked source data so uPlot hooks can access it (hooks run outside React's render cycle)
+	const unstackedDataRef = useRef<uPlot.AlignedData | null>(null);
+	unstackedDataRef.current = isStackedBarChart ? data : null;
+
+	// Prevents re-entrant calls when we update chart data (avoids infinite loop in setData hook)
+	const isUpdatingChartRef = useRef(false);
+
+	const chartData = useMemo((): uPlot.AlignedData => {
+		if (!isStackedBarChart || !data || data.length < 2) {
+			return data as uPlot.AlignedData;
+		}
+		const noSeriesHidden = (): boolean => false; // include all series in initial stack
+		const { data: stacked } = stack(data as uPlot.AlignedData, noSeriesHidden);
+		return stacked;
+	}, [data, isStackedBarChart]);
+
+	const applyStackingToChart = useCallback((plot: uPlot): void => {
+		const unstacked = unstackedDataRef.current;
+		const hasValidData =
+			unstacked && plot.data && unstacked[0]?.length === plot.data[0]?.length;
+
+		if (!hasValidData || isUpdatingChartRef.current) {
+			return;
+		}
+
+		const shouldExcludeSeries = (idx: number): boolean =>
+			isSeriesHidden(plot, idx);
+		const { data: stacked, bands } = stack(unstacked, shouldExcludeSeries);
+
+		plot.delBand(null);
+		bands.forEach((band: uPlot.Band) => plot.addBand(band));
+
+		isUpdatingChartRef.current = true;
+		plot.setData(stacked);
+		isUpdatingChartRef.current = false;
+	}, []);
+
+	useLayoutEffect(() => {
+		if (!isStackedBarChart || !config) {
+			return undefined;
+		}
+
+		const onDataChange = (plot: uPlot): void => {
+			if (!isUpdatingChartRef.current) {
+				applyStackingToChart(plot);
+			}
+		};
+
+		const onSeriesVisibilityChange = (
+			plot: uPlot,
+			_seriesIdx: number | null,
+			opts: uPlot.Series,
+		): void => {
+			if (has(opts, 'focus')) {
+				return;
+			}
+			applyStackingToChart(plot);
+		};
+
+		const removeSetDataHook = config.addHook('setData', onDataChange);
+		const removeSetSeriesHook = config.addHook(
+			'setSeries',
+			onSeriesVisibilityChange,
+		);
+
+		return (): void => {
+			removeSetDataHook?.();
+			removeSetSeriesHook?.();
+		};
+	}, [isStackedBarChart, config, applyStackingToChart]);
+
+	const renderTooltip = useCallback(
+		(props: TooltipRenderArgs): React.ReactNode => {
+			const tooltipProps: BarTooltipProps = {
+				...props,
+				timezone: rest.timezone,
+				yAxisUnit: rest.yAxisUnit,
+				decimalPrecision: rest.decimalPrecision,
+				isStackedBarChart: isStackedBarChart,
+			};
+			return <BarChartTooltip {...tooltipProps} />;
+		},
+		[rest.timezone, rest.yAxisUnit, rest.decimalPrecision, isStackedBarChart],
+	);
+
+	return (
+		<ChartWrapper
+			{...rest}
+			config={config}
+			data={chartData}
+			renderTooltip={renderTooltip}
+		>
+			{children}
+		</ChartWrapper>
+	);
+}

frontend/src/container/DashboardContainer/visualization/charts/BarChart/stackUtils.ts

@@ -0,0 +1,57 @@
+import uPlot, { AlignedData } from 'uplot';
+
+/**
+ * Stack data cumulatively (top-down: first series = top, last = bottom).
+ * When omit(i) returns true for a series index, that series is excluded from stacking.
+ */
+export function stack(
+	data: AlignedData,
+	omit: (seriesIndex: number) => boolean,
+): { data: AlignedData; bands: uPlot.Band[] } {
+	const d0Len = data[0].length;
+	const n = data.length - 1;
+	const data2: (number | null)[][] = Array(n);
+	const accum = Array(d0Len).fill(0) as number[];
+
+	// Accumulate from last series upward: last = raw, first = total
+	for (let i = n; i >= 1; i--) {
+		const seriesData = data[i] as (number | null)[];
+		if (omit(i)) {
+			data2[i - 1] = seriesData;
+		} else {
+			data2[i - 1] = seriesData.map((v, idx) => {
+				const val = v == null ? 0 : Number(v);
+				return (accum[idx] += val);
+			});
+		}
+	}
+
+	const bands: uPlot.Band[] = [];
+	// Bands: [upper, lower] - fill between consecutive visible series
+	for (let i = 1; i < data.length; i++) {
+		if (!omit(i)) {
+			const nextIdx = data.findIndex((_, j) => j > i && !omit(j));
+			if (nextIdx >= 1) {
+				bands.push({ series: [i, nextIdx] });
+			}
+		}
+	}
+
+	return {
+		data: [data[0], ...data2] as AlignedData,
+		bands,
+	};
+}
+
+/**
+ * Returns band indices for initial stacked state (no series omitted).
+ * Top-down: first series at top, band fills between consecutive series.
+ * uPlot band format: [upperSeriesIdx, lowerSeriesIdx].
+ */
+export function getInitialStackedBands(seriesCount: number): uPlot.Band[] {
+	const bands: uPlot.Band[] = [];
+	for (let i = 1; i < seriesCount; i++) {
+		bands.push({ series: [i, i + 1] });
+	}
+	return bands;
+}

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/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

@@ -0,0 +1,154 @@
+import { useEffect, useMemo, useRef, useState } from 'react';
+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';
+import { getTimeRange } from 'utils/getTimeRange';
+
+import BarChart from '../../charts/BarChart/BarChart';
+import ChartManager from '../../components/ChartManager/ChartManager';
+import { usePanelContextMenu } from '../../hooks/usePanelContextMenu';
+import { prepareBarPanelConfig, prepareBarPanelData } from './utils';
+
+function BarPanel(props: PanelWrapperProps): JSX.Element {
+	const {
+		panelMode,
+		queryResponse,
+		widget,
+		onDragSelect,
+		isFullViewMode,
+		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>();
+	const containerDimensions = useResizeObserver(graphRef);
+
+	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]);
+
+	useEffect((): void => {
+		const { startTime, endTime } = getTimeRange(queryResponse);
+
+		setMinTimeScale(startTime);
+		setMaxTimeScale(endTime);
+	}, [queryResponse]);
+
+	const {
+		coordinates,
+		popoverPosition,
+		onClose,
+		menuItemsConfig,
+		clickHandlerWithContextMenu,
+	} = usePanelContextMenu({
+		widget,
+		queryResponse,
+	});
+
+	const config = useMemo(() => {
+		return prepareBarPanelConfig({
+			widget,
+			isDarkMode,
+			currentQuery: widget.query,
+			onClick: clickHandlerWithContextMenu,
+			onDragSelect,
+			apiResponse: queryResponse?.data?.payload as MetricRangePayloadProps,
+			timezone,
+			panelMode,
+			minTimeScale: minTimeScale,
+			maxTimeScale: maxTimeScale,
+		});
+	}, [
+		widget,
+		isDarkMode,
+		queryResponse?.data?.payload,
+		clickHandlerWithContextMenu,
+		onDragSelect,
+		minTimeScale,
+		maxTimeScale,
+		timezone,
+		panelMode,
+	]);
+
+	const chartData = useMemo(() => {
+		if (!queryResponse?.data?.payload) {
+			return [];
+		}
+		return prepareBarPanelData(queryResponse?.data?.payload);
+	}, [queryResponse?.data?.payload]);
+
+	const layoutChildren = useMemo(() => {
+		if (!isFullViewMode) {
+			return null;
+		}
+		return (
+			<ChartManager
+				config={config}
+				alignedData={chartData}
+				yAxisUnit={widget.yAxisUnit}
+				onCancel={onToggleModelHandler}
+			/>
+		);
+	}, [
+		isFullViewMode,
+		config,
+		chartData,
+		widget.yAxisUnit,
+		onToggleModelHandler,
+	]);
+
+	return (
+		<div style={{ height: '100%', width: '100%' }} ref={graphRef}>
+			{containerDimensions.width > 0 && containerDimensions.height > 0 && (
+				<BarChart
+					config={config}
+					legendConfig={{
+						position: widget?.legendPosition ?? LegendPosition.BOTTOM,
+					}}
+					plotRef={(plot: uPlot | null): void => {
+						uPlotRef.current = plot;
+					}}
+					onDestroy={(): void => {
+						uPlotRef.current = null;
+					}}
+					yAxisUnit={widget.yAxisUnit}
+					decimalPrecision={widget.decimalPrecision}
+					timezone={timezone.value}
+					data={chartData as uPlot.AlignedData}
+					width={containerDimensions.width}
+					height={containerDimensions.height}
+					layoutChildren={layoutChildren}
+					isStackedBarChart={widget.stackedBarChart ?? false}
+				>
+					<ContextMenu
+						coordinates={coordinates}
+						popoverPosition={popoverPosition}
+						title={menuItemsConfig.header as string}
+						items={menuItemsConfig.items}
+						onClose={onClose}
+					/>
+				</BarChart>
+			)}
+		</div>
+	);
+}
+
+export default BarPanel;

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

@@ -0,0 +1,108 @@
+import { Timezone } from 'components/CustomTimePicker/timezoneUtils';
+import { PANEL_TYPES } from 'constants/queryBuilder';
+import { getInitialStackedBands } from 'container/DashboardContainer/visualization/charts/BarChart/stackUtils';
+import { getLegend } from 'lib/dashboard/getQueryResults';
+import getLabelName from 'lib/getLabelName';
+import { OnClickPluginOpts } from 'lib/uPlotLib/plugins/onClickPlugin';
+import {
+	DrawStyle,
+	LineInterpolation,
+	LineStyle,
+	VisibilityMode,
+} 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 { Query } from 'types/api/queryBuilder/queryBuilderData';
+import { QueryData } from 'types/api/widgets/getQuery';
+import { AlignedData } from 'uplot';
+
+import { PanelMode } from '../types';
+import { fillMissingXAxisTimestamps, getXAxisTimestamps } from '../utils';
+import { buildBaseConfig } from '../utils/baseConfigBuilder';
+
+export function prepareBarPanelData(
+	apiResponse: MetricRangePayloadProps,
+): AlignedData {
+	const seriesList = apiResponse?.data?.result || [];
+	const timestampArr = getXAxisTimestamps(seriesList);
+	const yAxisValuesArr = fillMissingXAxisTimestamps(timestampArr, seriesList);
+	return [timestampArr, ...yAxisValuesArr];
+}
+
+export function prepareBarPanelConfig({
+	widget,
+	isDarkMode,
+	currentQuery,
+	onClick,
+	onDragSelect,
+	apiResponse,
+	timezone,
+	panelMode,
+	minTimeScale,
+	maxTimeScale,
+}: {
+	widget: Widgets;
+	isDarkMode: boolean;
+	currentQuery: Query;
+	onClick: OnClickPluginOpts['onClick'];
+	onDragSelect: (startTime: number, endTime: number) => void;
+	apiResponse: MetricRangePayloadProps;
+	timezone: Timezone;
+	panelMode: PanelMode;
+	minTimeScale?: number;
+	maxTimeScale?: number;
+}): UPlotConfigBuilder {
+	const builder = buildBaseConfig({
+		widget,
+		isDarkMode,
+		onClick,
+		onDragSelect,
+		apiResponse,
+		timezone,
+		panelMode,
+		panelType: PANEL_TYPES.BAR,
+		minTimeScale,
+		maxTimeScale,
+	});
+
+	builder.setCursor({
+		focus: {
+			prox: 1e3,
+		},
+	});
+
+	if (widget.stackedBarChart) {
+		const seriesCount = (apiResponse?.data?.result?.length ?? 0) + 1; // +1 for 1-based uPlot series indices
+		builder.setBands(getInitialStackedBands(seriesCount));
+	}
+
+	const seriesList: QueryData[] = apiResponse?.data?.result || [];
+	seriesList.forEach((series) => {
+		const baseLabelName = getLabelName(
+			series.metric,
+			series.queryName || '', // query
+			series.legend || '',
+		);
+
+		const label = currentQuery
+			? getLegend(series, currentQuery, baseLabelName)
+			: baseLabelName;
+
+		builder.addSeries({
+			scaleKey: 'y',
+			drawStyle: DrawStyle.Bar,
+			panelType: PANEL_TYPES.BAR,
+			label: label,
+			colorMapping: widget.customLegendColors ?? {},
+			spanGaps: false,
+			lineStyle: LineStyle.Solid,
+			lineInterpolation: LineInterpolation.Spline,
+			showPoints: VisibilityMode.Never,
+			pointSize: 5,
+			isDarkMode,
+		});
+	});
+
+	return builder;
+}

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

@@ -0,0 +1,121 @@
+import { useEffect, useMemo, useRef } from 'react';
+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 { useDashboard } from 'providers/Dashboard/Dashboard';
+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';
+
+function HistogramPanel(props: PanelWrapperProps): JSX.Element {
+	const {
+		panelMode,
+		queryResponse,
+		widget,
+		isFullViewMode,
+		onToggleModelHandler,
+	} = props;
+	const uPlotRef = useRef<uPlot | null>(null);
+	const { toScrollWidgetId, setToScrollWidgetId } = useDashboard();
+	const graphRef = useRef<HTMLDivElement>(null);
+	const containerDimensions = useResizeObserver(graphRef);
+
+	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]);
+
+	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) {
+			return null;
+		}
+		return (
+			<ChartManager
+				config={config}
+				alignedData={chartData}
+				yAxisUnit={widget.yAxisUnit}
+				onCancel={onToggleModelHandler}
+			/>
+		);
+	}, [
+		isFullViewMode,
+		config,
+		chartData,
+		widget.yAxisUnit,
+		onToggleModelHandler,
+	]);
+
+	return (
+		<div style={{ height: '100%', width: '100%' }} 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/utils.ts

@@ -0,0 +1,214 @@
+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, VisibilityMode } from 'lib/uPlotV2/config/types';
+import { UPlotConfigBuilder } from 'lib/uPlotV2/config/UPlotConfigBuilder';
+import { incrRoundDn } from 'lib/uPlotV2/utils/scale';
+import { Widgets } from 'types/api/dashboard/getAll';
+import { MetricRangePayloadProps } from 'types/api/metrics/getQueryRange';
+import { AlignedData } from 'uplot';
+
+import { PanelMode } from '../types';
+import { buildBaseConfig } from '../utils/baseConfigBuilder';
+import {
+	addNullToFirstHistogram,
+	histogram,
+	join,
+	replaceUndefinedWithNull,
+	roundDecimals,
+} 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 histograms: AlignedData[] = frames
+		.filter((frame) => frame.length > 0)
+		.map((frame) => histogram(frame, getBucket, HIST_SORT));
+
+	if (histograms.length === 0) {
+		return [[]];
+	}
+
+	const joined = join(histograms);
+	replaceUndefinedWithNull(joined);
+	addNullToFirstHistogram(joined, bucketSize);
+	return joined;
+}
+
+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,
+	});
+
+	const currentQuery = widget.query;
+
+	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,
+			showPoints: VisibilityMode.Never,
+			pointSize: 5,
+			isDarkMode,
+		});
+	});
+
+	return builder;
+}

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 +1,181 @@
+/* eslint-disable sonarjs/cognitive-complexity */
+/* eslint-disable @typescript-eslint/ban-ts-comment */
+/* eslint-disable no-param-reassign */
+import {
+	NULL_EXPAND,
+	NULL_REMOVE,
+	NULL_RETAIN,
+} from 'container/PanelWrapper/constants';
+import { AlignedData } from 'uplot';
+
+export function incrRoundDn(num: number, incr: number): number {
+	return Math.floor(num / incr) * incr;
+}
+
+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;
+}
+
+function nullExpand(
+	yVals: Array<number | null>,
+	nullIdxs: number[],
+	alignedLen: number,
+): void {
+	for (let i = 0, xi, lastNullIdx = -1; i < nullIdxs.length; i++) {
+		const nullIdx = nullIdxs[i];
+
+		if (nullIdx > lastNullIdx) {
+			xi = nullIdx - 1;
+			while (xi >= 0 && yVals[xi] == null) {
+				yVals[xi--] = null;
+			}
+
+			xi = nullIdx + 1;
+			while (xi < alignedLen && yVals[xi] == null) {
+				yVals[(lastNullIdx = xi++)] = null;
+			}
+		}
+	}
+}
+
+export function join(
+	tables: AlignedData[],
+	nullModes?: number[][],
+): AlignedData {
+	let xVals: Set<number>;
+
+	// eslint-disable-next-line prefer-const
+	xVals = new Set();
+
+	for (let ti = 0; ti < tables.length; ti++) {
+		const t = tables[ti];
+		const xs = t[0];
+		const len = xs.length;
+
+		for (let i = 0; i < len; i++) {
+			xVals.add(xs[i]);
+		}
+	}
+
+	const data = [Array.from(xVals).sort((a, b) => a - b)];
+
+	const alignedLen = data[0].length;
+
+	const xIdxs = new Map();
+
+	for (let i = 0; i < alignedLen; i++) {
+		xIdxs.set(data[0][i], i);
+	}
+
+	for (let ti = 0; ti < tables.length; ti++) {
+		const t = tables[ti];
+		const xs = t[0];
+
+		for (let si = 1; si < t.length; si++) {
+			const ys = t[si];
+
+			const yVals = Array(alignedLen).fill(undefined);
+
+			const nullMode = nullModes ? nullModes[ti][si] : NULL_RETAIN;
+
+			const nullIdxs = [];
+
+			for (let i = 0; i < ys.length; i++) {
+				const yVal = ys[i];
+				const alignedIdx = xIdxs.get(xs[i]);
+
+				if (yVal === null) {
+					if (nullMode !== NULL_REMOVE) {
+						yVals[alignedIdx] = yVal;
+
+						if (nullMode === NULL_EXPAND) {
+							nullIdxs.push(alignedIdx);
+						}
+					}
+				} else {
+					yVals[alignedIdx] = yVal;
+				}
+			}
+
+			nullExpand(yVals, nullIdxs, alignedLen);
+
+			data.push(yVals);
+		}
+	}
+
+	return data as AlignedData;
+}
+
+export function histogram(
+	vals: number[],
+	getBucket: (v: number) => number,
+	sort?: ((a: number, b: number) => number) | null,
+): AlignedData {
+	const hist = new Map();
+
+	for (let i = 0; i < vals.length; i++) {
+		let v = vals[i];
+
+		if (v != null) {
+			v = getBucket(v);
+		}
+
+		const entry = hist.get(v);
+
+		if (entry) {
+			entry.count++;
+		} else {
+			hist.set(v, { value: v, count: 1 });
+		}
+	}
+
+	const bins = [...hist.values()];
+
+	// eslint-disable-next-line @typescript-eslint/no-unused-expressions
+	sort && bins.sort((a, b) => sort(a.value, b.value));
+
+	const values = Array(bins.length);
+	const counts = Array(bins.length);
+
+	for (let i = 0; i < bins.length; i++) {
+		values[i] = bins[i].value;
+		counts[i] = bins[i].count;
+	}
+
+	return [values, counts];
+}
+
+export function replaceUndefinedWithNull(data: AlignedData): AlignedData {
+	const arrays = data as (number | null | undefined)[][];
+	for (let i = 0; i < arrays.length; i++) {
+		for (let j = 0; j < arrays[i].length; j++) {
+			if (arrays[i][j] === undefined) {
+				arrays[i][j] = null;
+			}
+		}
+	}
+	return data;
+}
+
+export function addNullToFirstHistogram(
+	data: AlignedData,
+	bucketSize: number,
+): void {
+	const histograms = data as (number | null)[][];
+	if (
+		histograms.length > 0 &&
+		histograms[0].length > 0 &&
+		histograms[0][0] !== null
+	) {
+		histograms[0].unshift(histograms[0][0] - bucketSize);
+		for (let i = 1; i < histograms.length; i++) {
+			histograms[i].unshift(null);
+		}
+	}
+}

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

@@ -0,0 +1,31 @@
+import { useMemo } from 'react';
+
+import { BarTooltipProps, TooltipContentItem } from '../types';
+import Tooltip from './Tooltip';
+import { buildTooltipContent } from './utils';
+
+export default function BarChartTooltip(props: BarTooltipProps): JSX.Element {
+	const content = useMemo(
+		(): TooltipContentItem[] =>
+			buildTooltipContent({
+				data: props.uPlotInstance.data,
+				series: props.uPlotInstance.series,
+				dataIndexes: props.dataIndexes,
+				activeSeriesIndex: props.seriesIndex,
+				uPlotInstance: props.uPlotInstance,
+				yAxisUnit: props.yAxisUnit ?? '',
+				decimalPrecision: props.decimalPrecision,
+				isStackedBarChart: props.isStackedBarChart,
+			}),
+		[
+			props.uPlotInstance,
+			props.seriesIndex,
+			props.dataIndexes,
+			props.yAxisUnit,
+			props.decimalPrecision,
+			props.isStackedBarChart,
+		],
+	);
+
+	return <Tooltip {...props} content={content} />;
+}

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/Tooltip/utils.ts

@@ -25,16 +25,28 @@ export function getTooltipBaseValue({
 	index,
 	dataIndex,
 	isStackedBarChart,
+	series,
 }: {
 	data: AlignedData;
 	index: number;
 	dataIndex: number;
 	isStackedBarChart?: boolean;
+	series?: Series[];
 }): number | null {
 	let baseValue = data[index][dataIndex] ?? null;
-	if (isStackedBarChart && index + 1 < data.length && baseValue !== null) {
-		const nextValue = data[index + 1][dataIndex] ?? null;
-		if (nextValue !== null) {
+	// Top-down stacking (first series at top): raw = stacked[i] - stacked[nextVisible].
+	// When series are hidden, we must use the next *visible* series, not index+1,
+	// since hidden series keep raw values and would produce negative/wrong results.
+	if (isStackedBarChart && baseValue !== null && series) {
+		let nextVisibleIdx = -1;
+		for (let j = index + 1; j < series.length; j++) {
+			if (series[j]?.show) {
+				nextVisibleIdx = j;
+				break;
+			}
+		}
+		if (nextVisibleIdx >= 1) {
+			const nextValue = data[nextVisibleIdx][dataIndex] ?? 0;
 			baseValue = baseValue - nextValue;
 		}
 	}
@@ -80,6 +92,7 @@ export function buildTooltipContent({
 			index,
 			dataIndex,
 			isStackedBarChart,
+			series,
 		});
 
 		const isActive = index === activeSeriesIndex;

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/UPlotSeriesBuilder.ts

@@ -1,8 +1,10 @@
+import { PANEL_TYPES } from 'constants/queryBuilder';
 import { themeColors } from 'constants/theme';
 import { generateColor } from 'lib/uPlotLib/utils/generateColor';
 import uPlot, { Series } from 'uplot';
 
 import {
+	BarAlignment,
 	ConfigBuilder,
 	DrawStyle,
 	LineInterpolation,
@@ -18,15 +20,10 @@ import {
 export class UPlotSeriesBuilder extends ConfigBuilder<SeriesProps, Series> {
 	private buildLineConfig({
 		lineColor,
-		lineWidth,
-		lineStyle,
-		lineCap,
 	}: {
 		lineColor: string;
-		lineWidth?: number;
-		lineStyle?: LineStyle;
-		lineCap?: Series.Cap;
 	}): Partial<Series> {
+		const { lineWidth, lineStyle, lineCap } = this.props;
 		const lineConfig: Partial<Series> = {
 			stroke: lineColor,
 			width: lineWidth ?? 2,
@@ -39,21 +36,28 @@ export class UPlotSeriesBuilder extends ConfigBuilder<SeriesProps, Series> {
 		if (lineCap) {
 			lineConfig.cap = lineCap;
 		}
+
+		if (this.props.panelType === PANEL_TYPES.BAR) {
+			lineConfig.fill = lineColor;
+		} else if (this.props.panelType === PANEL_TYPES.HISTOGRAM) {
+			lineConfig.fill = `${lineColor}40`;
+		}
+
 		return lineConfig;
 	}
 
 	/**
 	 * Build path configuration
 	 */
-	private buildPathConfig({
-		pathBuilder,
-		drawStyle,
-		lineInterpolation,
-	}: {
-		pathBuilder?: Series.PathBuilder | null;
-		drawStyle: DrawStyle;
-		lineInterpolation?: LineInterpolation;
-	}): Partial<Series> {
+	private buildPathConfig(): Partial<Series> {
+		const {
+			pathBuilder,
+			drawStyle,
+			lineInterpolation,
+			barAlignment,
+			barMaxWidth,
+			barWidthFactor,
+		} = this.props;
 		if (pathBuilder) {
 			return { paths: pathBuilder };
 		}
@@ -70,7 +74,13 @@ export class UPlotSeriesBuilder extends ConfigBuilder<SeriesProps, Series> {
 					idx0: number,
 					idx1: number,
 				): Series.Paths | null => {
-					const pathsBuilder = getPathBuilder(drawStyle, lineInterpolation);
+					const pathsBuilder = getPathBuilder({
+						drawStyle,
+						lineInterpolation,
+						barAlignment,
+						barMaxWidth,
+						barWidthFactor,
+					});
 
 					return pathsBuilder(self, seriesIdx, idx0, idx1);
 				},
@@ -85,21 +95,17 @@ export class UPlotSeriesBuilder extends ConfigBuilder<SeriesProps, Series> {
 	 */
 	private buildPointsConfig({
 		lineColor,
-		lineWidth,
-		pointSize,
-		pointsBuilder,
-		pointsFilter,
-		drawStyle,
-		showPoints,
 	}: {
 		lineColor: string;
-		lineWidth?: number;
-		pointSize?: number;
-		pointsBuilder: Series.Points.Show | null;
-		pointsFilter: Series.Points.Filter | null;
-		drawStyle: DrawStyle;
-		showPoints?: VisibilityMode;
 	}): Partial<Series.Points> {
+		const {
+			lineWidth,
+			pointSize,
+			pointsBuilder,
+			pointsFilter,
+			drawStyle,
+			showPoints,
+		} = this.props;
 		const pointsConfig: Partial<Series.Points> = {
 			stroke: lineColor,
 			fill: lineColor,
@@ -136,44 +142,16 @@ export class UPlotSeriesBuilder extends ConfigBuilder<SeriesProps, Series> {
 	}
 
 	getConfig(): Series {
-		const {
-			drawStyle,
-			pathBuilder,
-			pointsBuilder,
-			pointsFilter,
-			lineInterpolation,
-			lineWidth,
-			lineStyle,
-			lineCap,
-			showPoints,
-			pointSize,
-			scaleKey,
-			label,
-			spanGaps,
-			show = true,
-		} = this.props;
+		const { scaleKey, label, spanGaps, show = true } = this.props;
 
 		const lineColor = this.getLineColor();
 
 		const lineConfig = this.buildLineConfig({
 			lineColor,
-			lineWidth,
-			lineStyle,
-			lineCap,
-		});
-		const pathConfig = this.buildPathConfig({
-			pathBuilder,
-			drawStyle,
-			lineInterpolation,
 		});
+		const pathConfig = this.buildPathConfig();
 		const pointsConfig = this.buildPointsConfig({
 			lineColor,
-			lineWidth,
-			pointSize,
-			pointsBuilder: pointsBuilder ?? null,
-			pointsFilter: pointsFilter ?? null,
-			drawStyle,
-			showPoints,
 		});
 
 		return {
@@ -203,10 +181,19 @@ let builders: PathBuilders | null = null;
 /**
  * Get path builder based on draw style and interpolation
  */
-function getPathBuilder(
-	style: DrawStyle,
-	lineInterpolation?: LineInterpolation,
-): Series.PathBuilder {
+function getPathBuilder({
+	drawStyle,
+	lineInterpolation,
+	barAlignment = BarAlignment.Center,
+	barWidthFactor = 0.6,
+	barMaxWidth = 200,
+}: {
+	drawStyle: DrawStyle;
+	lineInterpolation?: LineInterpolation;
+	barAlignment?: BarAlignment;
+	barMaxWidth?: number;
+	barWidthFactor?: number;
+}): Series.PathBuilder {
 	const pathBuilders = uPlot.paths;
 
 	if (!builders) {
@@ -226,7 +213,18 @@ function getPathBuilder(
 		};
 	}
 
-	if (style === DrawStyle.Line) {
+	if (drawStyle === DrawStyle.Bar) {
+		const barsCfgKey = `bars|${barAlignment}|${barWidthFactor}|${barMaxWidth}`;
+		if (!builders[barsCfgKey] && pathBuilders.bars) {
+			builders[barsCfgKey] = pathBuilders.bars({
+				size: [barWidthFactor, barMaxWidth],
+				align: barAlignment,
+			});
+		}
+		return builders[barsCfgKey];
+	}
+
+	if (drawStyle === DrawStyle.Line) {
 		if (lineInterpolation === LineInterpolation.StepBefore) {
 			return builders.stepBefore;
 		}

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

@@ -126,7 +126,45 @@ export enum VisibilityMode {
 	Never = 'never',
 }
 
-export interface SeriesProps {
+/**
+ * Props for configuring lines
+ */
+export interface LineConfig {
+	lineColor?: string;
+	lineInterpolation?: LineInterpolation;
+	lineStyle?: LineStyle;
+	lineWidth?: number;
+	lineCap?: Series.Cap;
+}
+
+/**
+ * Alignment of bars
+ */
+export enum BarAlignment {
+	After = 1,
+	Before = -1,
+	Center = 0,
+}
+
+/**
+ * Props for configuring bars
+ */
+export interface BarConfig {
+	barAlignment?: BarAlignment;
+	barMaxWidth?: number;
+	barWidthFactor?: number;
+}
+
+/**
+ * Props for configuring points
+ */
+export interface PointsConfig {
+	pointColor?: string;
+	pointSize?: number;
+	showPoints?: VisibilityMode;
+}
+
+export interface SeriesProps extends LineConfig, PointsConfig, BarConfig {
 	scaleKey: string;
 	label?: string;
 	panelType: PANEL_TYPES;
@@ -137,20 +175,7 @@ export interface SeriesProps {
 	pointsBuilder?: Series.Points.Show;
 	show?: boolean;
 	spanGaps?: boolean;
-
 	isDarkMode?: boolean;
-
-	// Line config
-	lineColor?: string;
-	lineInterpolation?: LineInterpolation;
-	lineStyle?: LineStyle;
-	lineWidth?: number;
-	lineCap?: Series.Cap;
-
-	// Points config
-	pointColor?: string;
-	pointSize?: number;
-	showPoints?: VisibilityMode;
 }
 
 export interface LegendItem {

pkg/querier/querier.go

@@ -278,7 +278,7 @@ func (q *querier) QueryRange(ctx context.Context, orgID valuer.UUID, req *qbtype
 	var metricTemporality map[string]metrictypes.Temporality
 	if len(metricNames) > 0 {
 		var err error
-		metricTemporality, err = q.metadataStore.FetchTemporalityMulti(ctx, metricNames...)
+		metricTemporality, err = q.metadataStore.FetchTemporalityMulti(ctx, req.Start, req.End, metricNames...)
 		if err != nil {
 			q.logger.WarnContext(ctx, "failed to fetch metric temporality", "error", err, "metrics", metricNames)
 			// Continue without temporality - statement builder will handle unspecified

pkg/telemetrymetadata/metadata.go

@@ -1597,12 +1597,12 @@ func (t *telemetryMetaStore) GetAllValues(ctx context.Context, fieldValueSelecto
 	return values, complete, nil
 }
 
-func (t *telemetryMetaStore) FetchTemporality(ctx context.Context, metricName string) (metrictypes.Temporality, error) {
+func (t *telemetryMetaStore) FetchTemporality(ctx context.Context, queryTimeRangeStartTs, queryTimeRangeEndTs uint64, metricName string) (metrictypes.Temporality, error) {
 	if metricName == "" {
 		return metrictypes.Unknown, errors.Newf(errors.TypeInternal, errors.CodeInternal, "metric name cannot be empty")
 	}
 
-	temporalityMap, err := t.FetchTemporalityMulti(ctx, metricName)
+	temporalityMap, err := t.FetchTemporalityMulti(ctx, queryTimeRangeStartTs, queryTimeRangeEndTs, metricName)
 	if err != nil {
 		return metrictypes.Unknown, err
 	}
@@ -1615,13 +1615,13 @@ func (t *telemetryMetaStore) FetchTemporality(ctx context.Context, metricName st
 	return temporality, nil
 }
 
-func (t *telemetryMetaStore) FetchTemporalityMulti(ctx context.Context, metricNames ...string) (map[string]metrictypes.Temporality, error) {
+func (t *telemetryMetaStore) FetchTemporalityMulti(ctx context.Context, queryTimeRangeStartTs, queryTimeRangeEndTs uint64, metricNames ...string) (map[string]metrictypes.Temporality, error) {
 	if len(metricNames) == 0 {
 		return make(map[string]metrictypes.Temporality), nil
 	}
 
 	result := make(map[string]metrictypes.Temporality)
-	metricsTemporality, err := t.fetchMetricsTemporality(ctx, metricNames...)
+	metricsTemporality, err := t.fetchMetricsTemporality(ctx, queryTimeRangeStartTs, queryTimeRangeEndTs, metricNames...)
 	if err != nil {
 		return nil, err
 	}
@@ -1630,8 +1630,12 @@ func (t *telemetryMetaStore) FetchTemporalityMulti(ctx context.Context, metricNa
 
 	// For metrics not found in the database, set to Unknown
 	for _, metricName := range metricNames {
-		if temporality, exists := metricsTemporality[metricName]; exists {
-			result[metricName] = temporality
+		if temporality, exists := metricsTemporality[metricName]; exists && len(temporality) > 0 {
+			if len(temporality) > 1 {
+				result[metricName] = metrictypes.Multiple
+			} else {
+				result[metricName] = temporality[0]
+			}
 			continue
 		}
 		if temporality, exists := meterMetricsTemporality[metricName]; exists {
@@ -1644,8 +1648,10 @@ func (t *telemetryMetaStore) FetchTemporalityMulti(ctx context.Context, metricNa
 	return result, nil
 }
 
-func (t *telemetryMetaStore) fetchMetricsTemporality(ctx context.Context, metricNames ...string) (map[string]metrictypes.Temporality, error) {
-	result := make(map[string]metrictypes.Temporality)
+func (t *telemetryMetaStore) fetchMetricsTemporality(ctx context.Context, queryTimeRangeStartTs, queryTimeRangeEndTs uint64, metricNames ...string) (map[string][]metrictypes.Temporality, error) {
+	result := make(map[string][]metrictypes.Temporality)
+
+	adjustedStartTs, adjustedEndTs, tsTableName, _ := telemetrymetrics.WhichTSTableToUse(queryTimeRangeStartTs, queryTimeRangeEndTs, nil)
 
 	// Build query to fetch temporality for all metrics
 	// We use attr_string_value where attr_name = '__temporality__'
@@ -1653,14 +1659,18 @@ func (t *telemetryMetaStore) fetchMetricsTemporality(ctx context.Context, metric
 	// and metric_name column contains temporality value, so we use the correct mapping
 	sb := sqlbuilder.Select(
 		"metric_name",
-		"argMax(temporality, last_reported_unix_milli) as temporality",
-	).From(t.metricsDBName + "." + t.metricsFieldsTblName)
+		"temporality",
+	).
+		From(t.metricsDBName + "." + tsTableName)
 
 	// Filter by metric names (in the temporality column due to data mix-up)
-	sb.Where(sb.In("metric_name", metricNames))
+	sb.Where(
+		sb.In("metric_name", metricNames),
+		sb.GTE("unix_milli", adjustedStartTs),
+		sb.LT("unix_milli", adjustedEndTs),
+	)
 
-	// Group by metric name to get one temporality per metric
-	sb.GroupBy("metric_name")
+	sb.GroupBy("metric_name", "temporality")
 
 	query, args := sb.BuildWithFlavor(sqlbuilder.ClickHouse)
 
@@ -1692,8 +1702,12 @@ func (t *telemetryMetaStore) fetchMetricsTemporality(ctx context.Context, metric
 			// Unknown or empty temporality
 			temporality = metrictypes.Unknown
 		}
-
-		result[metricName] = temporality
+		if temporality != metrictypes.Unknown {
+			result[metricName] = append(result[metricName], temporality)
+		}
+	}
+	if err := rows.Err(); err != nil {
+		return nil, errors.Wrapf(err, errors.TypeInternal, errors.CodeInternal, "error iterating over metrics temporality rows")
 	}
 
 	return result, nil

pkg/telemetrymetrics/statement_builder.go

@@ -21,6 +21,10 @@ 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))`
 
+	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`
+
 	RateWithInterpolation = `
 		CASE 
 			WHEN row_number() OVER rate_window = 1 THEN 
@@ -377,7 +381,7 @@ func (b *MetricQueryStatementBuilder) buildTimeSeriesCTE(
 		sb.LTE("unix_milli", end),
 	)
 
-	if query.Aggregations[0].Temporality != metrictypes.Unknown {
+	if query.Aggregations[0].Temporality != metrictypes.Multiple && query.Aggregations[0].Temporality != metrictypes.Unknown {
 		sb.Where(sb.ILike("temporality", query.Aggregations[0].Temporality.StringValue()))
 	}
 
@@ -407,8 +411,10 @@ func (b *MetricQueryStatementBuilder) buildTemporalAggregationCTE(
 ) (string, []any, error) {
 	if query.Aggregations[0].Temporality == metrictypes.Delta {
 		return b.buildTemporalAggDelta(ctx, start, end, query, timeSeriesCTE, timeSeriesCTEArgs)
+	} else if query.Aggregations[0].Temporality != metrictypes.Multiple {
+		return b.buildTemporalAggCumulativeOrUnspecified(ctx, start, end, query, timeSeriesCTE, timeSeriesCTEArgs)
 	}
-	return b.buildTemporalAggCumulativeOrUnspecified(ctx, start, end, query, timeSeriesCTE, timeSeriesCTEArgs)
+	return b.buildTemporalAggForMultipleTemporalities(ctx, start, end, query, timeSeriesCTE, timeSeriesCTEArgs)
 }
 
 func (b *MetricQueryStatementBuilder) buildTemporalAggDelta(
@@ -528,6 +534,58 @@ 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,
+	query qbtypes.QueryBuilderQuery[qbtypes.MetricAggregation],
+	timeSeriesCTE string,
+	timeSeriesCTEArgs []any,
+) (string, []any, error) {
+	stepSec := int64(query.StepInterval.Seconds())
+	sb := sqlbuilder.NewSelectBuilder()
+
+	sb.SelectMore(fmt.Sprintf(
+		"toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(%d)) AS ts",
+		stepSec,
+	))
+	for _, g := range query.GroupBy {
+		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)
+	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)
+		sb.SelectMore(rateExpr)
+	case metrictypes.TimeAggregationIncrease:
+		increaseExpr := fmt.Sprintf(IncreaseWithoutNegativeMultiTemporality, aggForDeltaTemporality, aggForCumulativeTemporality, aggForCumulativeTemporality, aggForCumulativeTemporality, aggForCumulativeTemporality, aggForCumulativeTemporality, start, start)
+		sb.SelectMore(increaseExpr)
+	default:
+		expr := fmt.Sprintf(OthersMultiTemporality, aggForDeltaTemporality, aggForCumulativeTemporality)
+		sb.SelectMore(expr)
+	}
+
+	tbl := WhichSamplesTableToUse(start, end, query.Aggregations[0].Type, query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints)
+	sb.From(fmt.Sprintf("%s.%s AS points", DBName, tbl))
+	sb.JoinWithOption(sqlbuilder.InnerJoin, timeSeriesCTE, "points.fingerprint = filtered_time_series.fingerprint")
+	sb.Where(
+		sb.In("metric_name", query.Aggregations[0].MetricName),
+		sb.GTE("unix_milli", start),
+		sb.LT("unix_milli", end),
+	)
+	sb.GroupBy("fingerprint", "ts", "temporality")
+	sb.GroupBy(querybuilder.GroupByKeys(query.GroupBy)...)
+	queryWithoutWindow, args := sb.BuildWithFlavor(sqlbuilder.ClickHouse, timeSeriesCTEArgs...)
+	queryWithWindowAndOrder := queryWithoutWindow + " WINDOW rate_window AS (PARTITION BY fingerprint ORDER BY fingerprint ASC, ts ASC) ORDER BY ts"
+	return fmt.Sprintf("__temporal_aggregation_cte AS (%s)", queryWithWindowAndOrder), args, nil
+}
+
 func (b *MetricQueryStatementBuilder) buildSpatialAggregationCTE(
 	_ context.Context,
 	_ uint64,

pkg/types/integration.go

@@ -151,7 +151,8 @@ func (c *AccountConfig) Value() (driver.Value, error) {
 	if err != nil {
 		return nil, errors.WrapInternalf(err, errors.CodeInternal, "couldn't serialize cloud account config to JSON")
 	}
-	return serialized, nil
+	// Return as string instead of []byte to ensure PostgreSQL stores as text, not bytea
+	return string(serialized), nil
 }
 
 type AgentReport struct {
@@ -186,7 +187,8 @@ func (r *AgentReport) Value() (driver.Value, error) {
 			err, errors.CodeInternal, "couldn't serialize agent report to JSON",
 		)
 	}
-	return serialized, nil
+	// Return as string instead of []byte to ensure PostgreSQL stores as text, not bytea
+	return string(serialized), nil
 }
 
 type CloudIntegrationService struct {
@@ -240,5 +242,6 @@ func (c *CloudServiceConfig) Value() (driver.Value, error) {
 			err, errors.CodeInternal, "couldn't serialize cloud service config to JSON",
 		)
 	}
-	return serialized, nil
+	// Return as string instead of []byte to ensure PostgreSQL stores as text, not bytea
+	return string(serialized), nil
 }

pkg/types/metrictypes/metrictypes.go

@@ -19,6 +19,7 @@ var (
 	Cumulative  = Temporality{valuer.NewString("cumulative")}
 	Unspecified = Temporality{valuer.NewString("unspecified")}
 	Unknown     = Temporality{valuer.NewString("")}
+	Multiple    = Temporality{valuer.NewString("__multiple__")}
 )
 
 func (t Temporality) Value() (driver.Value, error) {

pkg/types/telemetrytypes/store.go

@@ -27,10 +27,10 @@ type MetadataStore interface {
 	GetAllValues(ctx context.Context, fieldValueSelector *FieldValueSelector) (*TelemetryFieldValues, bool, error)
 
 	// FetchTemporality fetches the temporality for metric
-	FetchTemporality(ctx context.Context, metricName string) (metrictypes.Temporality, error)
+	FetchTemporality(ctx context.Context, queryTimeRangeStartTs, queryTimeRangeEndTs uint64, metricName string) (metrictypes.Temporality, error)
 
 	// FetchTemporalityMulti fetches the temporality for multiple metrics
-	FetchTemporalityMulti(ctx context.Context, metricNames ...string) (map[string]metrictypes.Temporality, error)
+	FetchTemporalityMulti(ctx context.Context, queryTimeRangeStartTs, queryTimeRangeEndTs uint64, metricNames ...string) (map[string]metrictypes.Temporality, error)
 
 	// ListLogsJSONIndexes lists the JSON indexes for the logs table.
 	ListLogsJSONIndexes(ctx context.Context, filters ...string) (map[string][]schemamigrator.Index, error)

pkg/types/telemetrytypes/telemetrytypestest/metadata_store.go

@@ -265,7 +265,7 @@ func (m *MockMetadataStore) SetAllValues(lookupKey string, values *telemetrytype
 }
 
 // FetchTemporality fetches the temporality for a metric
-func (m *MockMetadataStore) FetchTemporality(ctx context.Context, metricName string) (metrictypes.Temporality, error) {
+func (m *MockMetadataStore) FetchTemporality(ctx context.Context, queryTimeRangeStartTs, queryTimeRangeEndTs uint64, metricName string) (metrictypes.Temporality, error) {
 	if temporality, exists := m.TemporalityMap[metricName]; exists {
 		return temporality, nil
 	}
@@ -273,7 +273,7 @@ func (m *MockMetadataStore) FetchTemporality(ctx context.Context, metricName str
 }
 
 // FetchTemporalityMulti fetches the temporality for multiple metrics
-func (m *MockMetadataStore) FetchTemporalityMulti(ctx context.Context, metricNames ...string) (map[string]metrictypes.Temporality, error) {
+func (m *MockMetadataStore) FetchTemporalityMulti(ctx context.Context, queryTimeRangeStartTs, queryTimeRangeEndTs uint64, metricNames ...string) (map[string]metrictypes.Temporality, error) {
 	result := make(map[string]metrictypes.Temporality)
 
 	for _, metricName := range metricNames {

tests/integration/conftest.py

@@ -20,6 +20,7 @@ pytest_plugins = [
     "fixtures.idputils",
     "fixtures.notification_channel",
     "fixtures.alerts",
+    "fixtures.cloudintegrations",
 ]
 
 

tests/integration/fixtures/cloudintegrations.py

@@ -0,0 +1,88 @@
+"""Fixtures for cloud integration tests."""
+from typing import Callable, Optional
+from http import HTTPStatus
+
+import pytest
+import requests
+
+from fixtures import types
+from fixtures.logger import setup_logger
+from fixtures.auth import USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD
+
+logger = setup_logger(__name__)
+
+@pytest.fixture(scope="function")
+def create_cloud_integration_account(
+    request: pytest.FixtureRequest,
+    signoz: types.SigNoz,
+) -> Callable[[str, str], dict]:
+    created_account_id: Optional[str] = None
+    cloud_provider_used: Optional[str] = None
+
+    def _create(
+        admin_token: str,
+        cloud_provider: str = "aws",
+    ) -> dict:
+        nonlocal created_account_id, cloud_provider_used
+        endpoint = (
+            f"/api/v1/cloud-integrations/{cloud_provider}/accounts/generate-connection-url"
+        )
+
+        request_payload = {
+            "account_config": {"regions": ["us-east-1"]},
+            "agent_config": {
+                "region": "us-east-1",
+                "ingestion_url": "https://ingest.test.signoz.cloud",
+                "ingestion_key": "test-ingestion-key-123456",
+                "signoz_api_url": "https://test-deployment.test.signoz.cloud",
+                "signoz_api_key": "test-api-key-789",
+                "version": "v0.0.8",
+            },
+        }
+
+        response = requests.post(
+            signoz.self.host_configs["8080"].get(endpoint),
+            headers={"Authorization": f"Bearer {admin_token}"},
+            json=request_payload,
+            timeout=10,
+        )
+
+        assert (
+            response.status_code == HTTPStatus.OK
+        ), f"Failed to create test account: {response.status_code}"
+
+        data = response.json().get("data", response.json())
+        created_account_id = data.get("account_id")
+        cloud_provider_used = cloud_provider
+
+        return data
+
+    def _disconnect(admin_token: str, cloud_provider: str) -> requests.Response:
+        assert created_account_id
+        disconnect_endpoint = (
+            f"/api/v1/cloud-integrations/{cloud_provider}/accounts/{created_account_id}/disconnect"
+        )
+        return requests.post(
+            signoz.self.host_configs["8080"].get(disconnect_endpoint),
+            headers={"Authorization": f"Bearer {admin_token}"},
+            timeout=10,
+        )
+
+    # Yield factory to the test
+    yield _create
+
+    # Post-test cleanup: generate admin token and disconnect the created account
+    if created_account_id and cloud_provider_used:
+        get_token = request.getfixturevalue("get_token")
+        try:
+            admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+            r = _disconnect(admin_token, cloud_provider_used)
+            if r.status_code != HTTPStatus.OK:
+                logger.info(
+                    "Disconnect cleanup returned %s for account %s",
+                    r.status_code,
+                    created_account_id,
+                )
+            logger.info("Cleaned up test account: %s", created_account_id)
+        except Exception as exc:  # pylint: disable=broad-except
+            logger.info("Post-test disconnect cleanup failed: %s", exc)

tests/integration/fixtures/cloudintegrationsutils.py

@@ -0,0 +1,46 @@
+"""Fixtures for cloud integration tests."""
+from http import HTTPStatus
+
+import requests
+
+from fixtures import types
+from fixtures.logger import setup_logger
+
+logger = setup_logger(__name__)
+
+
+def simulate_agent_checkin(
+    signoz: types.SigNoz,
+    admin_token: str,
+    cloud_provider: str,
+    account_id: str,
+    cloud_account_id: str,
+) -> dict:
+    endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/agent-check-in"
+
+    checkin_payload = {
+        "account_id": account_id,
+        "cloud_account_id": cloud_account_id,
+        "data": {},
+    }
+
+    response = requests.post(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        json=checkin_payload,
+        timeout=10,
+    )
+
+    if response.status_code != HTTPStatus.OK:
+        logger.error(
+            "Agent check-in failed: %s, response: %s",
+            response.status_code,
+            response.text,
+        )
+
+    assert (
+        response.status_code == HTTPStatus.OK
+    ), f"Agent check-in failed: {response.status_code}"
+
+    response_data = response.json()
+    return response_data.get("data", response_data)

tests/integration/fixtures/querier.py

@@ -52,7 +52,7 @@ def build_builder_query(
     time_aggregation: str,
     space_aggregation: str,
     *,
-    temporality: str = "cumulative",
+    temporality: Optional[str] = None,
     step_interval: int = DEFAULT_STEP_INTERVAL,
     group_by: Optional[List[str]] = None,
     filter_expression: Optional[str] = None,
@@ -65,7 +65,6 @@ def build_builder_query(
         "aggregations": [
             {
                 "metricName": metric_name,
-                "temporality": temporality,
                 "timeAggregation": time_aggregation,
                 "spaceAggregation": space_aggregation,
             }
@@ -73,6 +72,8 @@ def build_builder_query(
         "stepInterval": step_interval,
         "disabled": disabled,
     }
+    if temporality:
+        spec["aggregations"][0]["temporality"] = temporality
 
     if group_by:
         spec["groupBy"] = [

tests/integration/src/cloudintegrations/02_generate_connection_url.py

@@ -0,0 +1,143 @@
+from http import HTTPStatus
+from typing import Callable
+
+import pytest
+import requests
+
+from fixtures import types
+from fixtures.auth import USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD
+from fixtures.logger import setup_logger
+
+logger = setup_logger(__name__)
+
+
+def test_generate_connection_url(
+    signoz: types.SigNoz,
+    create_user_admin: types.Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+) -> None:
+    """Test to generate connection URL for AWS CloudFormation stack deployment."""
+
+    # Get authentication token for admin user
+    admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+    cloud_provider = "aws"
+    endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/accounts/generate-connection-url"
+
+    # Prepare request payload
+    request_payload = {
+        "account_config": {"regions": ["us-east-1", "us-west-2"]},
+        "agent_config": {
+            "region": "us-east-1",
+            "ingestion_url": "https://ingest.test.signoz.cloud",
+            "ingestion_key": "test-ingestion-key-123456",
+            "signoz_api_url": "https://test-deployment.test.signoz.cloud",
+            "signoz_api_key": "test-api-key-789",
+            "version": "v0.0.8",
+        },
+    }
+
+    response = requests.post(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        json=request_payload,
+        timeout=10,
+    )
+
+    # Assert successful response
+    assert (
+        response.status_code == HTTPStatus.OK
+    ), f"Expected 200, got {response.status_code}: {response.text}"
+
+    # Parse response JSON
+    response_data = response.json()
+
+    # Assert response structure contains expected data
+    assert "data" in response_data, "Response should contain 'data' field"
+
+    # Assert required fields in the response data
+    expected_fields = ["account_id", "connection_url"]
+
+    for field in expected_fields:
+        assert (
+            field in response_data["data"]
+        ), f"Response data should contain '{field}' field"
+
+    data = response_data["data"]
+
+    # Assert account_id is a valid UUID format
+    assert (
+        len(data["account_id"]) > 0
+    ), "account_id should be a non-empty string (UUID)"
+
+    # Assert connection_url contains expected CloudFormation parameters
+    connection_url = data["connection_url"]
+
+    # Verify it's an AWS CloudFormation URL
+    assert (
+        "console.aws.amazon.com/cloudformation" in connection_url
+    ), "connection_url should be an AWS CloudFormation URL"
+
+    # Verify region is included
+    assert (
+        "region=us-east-1" in connection_url
+    ), "connection_url should contain the specified region"
+
+    # Verify required parameters are in the URL
+    required_params = [
+        "param_SigNozIntegrationAgentVersion=v0.0.8",
+        "param_SigNozApiUrl=https%3A%2F%2Ftest-deployment.test.signoz.cloud",
+        "param_SigNozApiKey=test-api-key-789",
+        "param_SigNozAccountId=",  # Will be a UUID
+        "param_IngestionUrl=https%3A%2F%2Fingest.test.signoz.cloud",
+        "param_IngestionKey=test-ingestion-key-123456",
+        "stackName=signoz-integration",
+        "templateURL=https%3A%2F%2Fsignoz-integrations.s3.us-east-1.amazonaws.com%2Faws-quickcreate-template-v0.0.8.json",
+    ]
+
+    for param in required_params:
+        assert (
+            param in connection_url
+        ), f"connection_url should contain parameter: {param}"
+
+
+def test_generate_connection_url_unsupported_provider(
+    signoz: types.SigNoz,
+    create_user_admin: types.Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+) -> None:
+    """Test that unsupported cloud providers return an error."""
+    # Get authentication token for admin user
+    admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+    # Try with GCP (unsupported)
+    cloud_provider = "gcp"
+
+    endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/accounts/generate-connection-url"
+
+    request_payload = {
+        "account_config": {"regions": ["us-central1"]},
+        "agent_config": {
+            "region": "us-central1",
+            "ingestion_url": "https://ingest.test.signoz.cloud",
+            "ingestion_key": "test-ingestion-key-123456",
+            "signoz_api_url": "https://test-deployment.test.signoz.cloud",
+            "signoz_api_key": "test-api-key-789",
+        },
+    }
+
+    response = requests.post(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        json=request_payload,
+        timeout=10,
+    )
+
+    # Should return Bad Request for unsupported provider
+    assert (
+        response.status_code == HTTPStatus.BAD_REQUEST
+    ), f"Expected 400 for unsupported provider, got {response.status_code}"
+
+    response_data = response.json()
+    assert "error" in response_data, "Response should contain 'error' field"
+    assert (
+        "unsupported cloud provider" in response_data["error"].lower()
+    ), "Error message should indicate unsupported provider"

tests/integration/src/cloudintegrations/03_accounts.py

@@ -0,0 +1,316 @@
+from http import HTTPStatus
+from typing import Callable
+import uuid
+
+import pytest
+import requests
+
+from fixtures import types
+from fixtures.auth import USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD
+from fixtures.logger import setup_logger
+from fixtures.cloudintegrations import (
+    create_cloud_integration_account,
+)
+from fixtures.cloudintegrationsutils import simulate_agent_checkin
+
+logger = setup_logger(__name__)
+
+
+def test_list_connected_accounts_empty(
+    signoz: types.SigNoz,
+    create_user_admin: types.Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+) -> None:
+    """Test listing connected accounts when there are none."""
+    admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+    cloud_provider = "aws"
+    endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/accounts"
+
+    response = requests.get(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=10,
+    )
+
+    assert (
+        response.status_code == HTTPStatus.OK
+    ), f"Expected 200, got {response.status_code}"
+
+    response_data = response.json()
+    data = response_data.get("data", response_data)
+    assert "accounts" in data, "Response should contain 'accounts' field"
+    assert isinstance(data["accounts"], list), "Accounts should be a list"
+    assert len(data["accounts"]) == 0, "Accounts list should be empty when no accounts are connected"
+
+
+
+def test_list_connected_accounts_with_account(
+    signoz: types.SigNoz,
+    create_user_admin: types.Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+    create_cloud_integration_account: Callable,
+) -> None:
+    """Test listing connected accounts after creating one."""
+    admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+
+    # Create a test account
+    cloud_provider = "aws"
+    account_data = create_cloud_integration_account(admin_token, cloud_provider)
+    account_id = account_data["account_id"]
+
+    # Simulate agent check-in to mark as connected
+    cloud_account_id = str(uuid.uuid4())
+    simulate_agent_checkin(signoz, admin_token, cloud_provider, account_id, cloud_account_id)
+
+    # List accounts
+    endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/accounts"
+    response = requests.get(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=10,
+    )
+
+    assert (
+        response.status_code == HTTPStatus.OK
+    ), f"Expected 200, got {response.status_code}"
+
+    response_data = response.json()
+    data = response_data.get("data", response_data)
+    assert "accounts" in data, "Response should contain 'accounts' field"
+    assert isinstance(data["accounts"], list), "Accounts should be a list"
+
+    # Find our account in the list (there may be leftover accounts from previous test runs)
+    account = next((a for a in data["accounts"] if a["id"] == account_id), None)
+    assert account is not None, f"Account {account_id} should be found in list"
+    assert account["id"] == account_id, "Account ID should match"
+    assert "config" in account, "Account should have config field"
+    assert "status" in account, "Account should have status field"
+
+
+
+def test_get_account_status(
+    signoz: types.SigNoz,
+    create_user_admin: types.Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+    create_cloud_integration_account: Callable,
+) -> None:
+    """Test getting the status of a specific account."""
+    admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+    # Create a test account (no check-in needed for status check)
+    cloud_provider = "aws"
+    account_data = create_cloud_integration_account(admin_token, cloud_provider)
+    account_id = account_data["account_id"]
+
+    # Get account status
+    endpoint = (
+        f"/api/v1/cloud-integrations/{cloud_provider}/accounts/{account_id}/status"
+    )
+    response = requests.get(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=10,
+    )
+
+    assert (
+        response.status_code == HTTPStatus.OK
+    ), f"Expected 200, got {response.status_code}"
+
+    response_data = response.json()
+    data = response_data.get("data", response_data)
+    assert "id" in data, "Response should contain 'id' field"
+    assert data["id"] == account_id, "Account ID should match"
+    assert "status" in data, "Response should contain 'status' field"
+    assert "integration" in data["status"], "Status should contain 'integration' field"
+
+
+def test_get_account_status_not_found(
+    signoz: types.SigNoz,
+    create_user_admin: types.Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+) -> None:
+    """Test getting status for a non-existent account."""
+    admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+    cloud_provider = "aws"
+    fake_account_id = "00000000-0000-0000-0000-000000000000"
+
+    endpoint = (
+        f"/api/v1/cloud-integrations/{cloud_provider}/accounts/{fake_account_id}/status"
+    )
+    response = requests.get(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=10,
+    )
+
+    assert (
+        response.status_code == HTTPStatus.NOT_FOUND
+    ), f"Expected 404, got {response.status_code}"
+
+
+def test_update_account_config(
+    signoz: types.SigNoz,
+    create_user_admin: types.Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+    create_cloud_integration_account: Callable,
+) -> None:
+    """Test updating account configuration."""
+    admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+
+    # Create a test account
+    cloud_provider = "aws"
+    account_data = create_cloud_integration_account(admin_token, cloud_provider)
+    account_id = account_data["account_id"]
+
+    # Simulate agent check-in to mark as connected
+    cloud_account_id = str(uuid.uuid4())
+    simulate_agent_checkin(signoz, admin_token, cloud_provider, account_id, cloud_account_id)
+
+    # Update account configuration
+    endpoint = (
+        f"/api/v1/cloud-integrations/{cloud_provider}/accounts/{account_id}/config"
+    )
+
+    updated_config = {
+        "config": {"regions": ["us-east-1", "us-west-2", "eu-west-1"]}
+    }
+
+    response = requests.post(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        json=updated_config,
+        timeout=10,
+    )
+
+    assert (
+        response.status_code == HTTPStatus.OK
+    ), f"Expected 200, got {response.status_code}"
+
+    response_data = response.json()
+    data = response_data.get("data", response_data)
+    assert "id" in data, "Response should contain 'id' field"
+    assert data["id"] == account_id, "Account ID should match"
+
+    # Verify the update by listing accounts
+    list_endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/accounts"
+    list_response = requests.get(
+        signoz.self.host_configs["8080"].get(list_endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=10,
+    )
+
+
+    list_response_data = list_response.json()
+    list_data = list_response_data.get("data", list_response_data)
+    account = next((a for a in list_data["accounts"] if a["id"] == account_id), None)
+    assert account is not None, "Account should be found in list"
+    assert "config" in account, "Account should have config"
+    assert "regions" in account["config"], "Config should have regions"
+    assert len(account["config"]["regions"]) == 3, "Should have 3 regions"
+    assert set(account["config"]["regions"]) == {
+        "us-east-1",
+        "us-west-2",
+        "eu-west-1",
+    }, "Regions should match updated config"
+
+
+
+def test_disconnect_account(
+    signoz: types.SigNoz,
+    create_user_admin: types.Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+    create_cloud_integration_account: Callable,
+) -> None:
+    """Test disconnecting an account."""
+    admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+
+    # Create a test account
+    cloud_provider = "aws"
+    account_data = create_cloud_integration_account(admin_token, cloud_provider)
+    account_id = account_data["account_id"]
+
+    # Simulate agent check-in to mark as connected
+    cloud_account_id = str(uuid.uuid4())
+    simulate_agent_checkin(signoz, admin_token, cloud_provider, account_id, cloud_account_id)
+
+    # Disconnect the account
+    endpoint = (
+        f"/api/v1/cloud-integrations/{cloud_provider}/accounts/{account_id}/disconnect"
+    )
+
+    response = requests.post(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=10,
+    )
+
+    assert (
+        response.status_code == HTTPStatus.OK
+    ), f"Expected 200, got {response.status_code}"
+
+    # Verify our specific account is no longer in the connected list
+    list_endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/accounts"
+    list_response = requests.get(
+        signoz.self.host_configs["8080"].get(list_endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=10,
+    )
+
+    list_response_data = list_response.json()
+    list_data = list_response_data.get("data", list_response_data)
+
+    # Check that our specific account is not in the list
+    disconnected_account = next(
+        (a for a in list_data["accounts"] if a["id"] == account_id), None
+    )
+    assert disconnected_account is None, f"Account {account_id} should be removed from connected accounts"
+
+
+
+def test_disconnect_account_not_found(
+    signoz: types.SigNoz,
+    create_user_admin: types.Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+) -> None:
+    """Test disconnecting a non-existent account."""
+    admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+
+    cloud_provider = "aws"
+    fake_account_id = "00000000-0000-0000-0000-000000000000"
+
+    endpoint = (
+        f"/api/v1/cloud-integrations/{cloud_provider}/accounts/{fake_account_id}/disconnect"
+    )
+
+    response = requests.post(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=10,
+    )
+
+    assert (
+        response.status_code == HTTPStatus.NOT_FOUND
+    ), f"Expected 404, got {response.status_code}"
+
+
+
+def test_list_accounts_unsupported_provider(
+    signoz: types.SigNoz,
+    create_user_admin: types.Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+) -> None:
+    """Test listing accounts for an unsupported cloud provider."""
+
+    admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+
+    cloud_provider = "gcp"  # Unsupported provider
+    endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/accounts"
+
+    response = requests.get(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=10,
+    )
+
+    assert (
+        response.status_code == HTTPStatus.BAD_REQUEST
+    ), f"Expected 400, got {response.status_code}"

tests/integration/src/cloudintegrations/04_services.py

@@ -0,0 +1,468 @@
+from http import HTTPStatus
+from typing import Callable
+import uuid
+
+import pytest
+import requests
+
+from fixtures import types
+from fixtures.auth import USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD
+from fixtures.logger import setup_logger
+from fixtures.cloudintegrations import (
+    create_cloud_integration_account,
+)
+from fixtures.cloudintegrationsutils import simulate_agent_checkin
+
+logger = setup_logger(__name__)
+
+
+def test_list_services_without_account(
+    signoz: types.SigNoz,
+    create_user_admin: types.Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+) -> None:
+    """Test listing available services without specifying an account."""
+    admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+
+    cloud_provider = "aws"
+    endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/services"
+
+    response = requests.get(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=10,
+    )
+
+    assert (
+        response.status_code == HTTPStatus.OK
+    ), f"Expected 200, got {response.status_code}"
+
+    response_data = response.json()
+    data = response_data.get("data", response_data)
+    assert "services" in data, "Response should contain 'services' field"
+    assert isinstance(data["services"], list), "Services should be a list"
+    assert len(data["services"]) > 0, "Should have at least one service available"
+
+    # Verify service structure
+    service = data["services"][0]
+    assert "id" in service, "Service should have 'id' field"
+    assert "title" in service, "Service should have 'title' field"
+    assert "icon" in service, "Service should have 'icon' field"
+
+
+
+def test_list_services_with_account(
+    signoz: types.SigNoz,
+    create_user_admin: types.Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+    create_cloud_integration_account: Callable,
+) -> None:
+    """Test listing services for a specific connected account."""
+    admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+
+    # Create a test account and do check-in
+    cloud_provider = "aws"
+    account_data = create_cloud_integration_account(admin_token, cloud_provider)
+    account_id = account_data["account_id"]
+
+    cloud_account_id = str(uuid.uuid4())
+    simulate_agent_checkin(signoz, admin_token, cloud_provider, account_id, cloud_account_id)
+
+    # List services for the account
+    endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/services?cloud_account_id={cloud_account_id}"
+
+    response = requests.get(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=10,
+    )
+
+    assert (
+        response.status_code == HTTPStatus.OK
+    ), f"Expected 200, got {response.status_code}"
+
+    response_data = response.json()
+    data = response_data.get("data", response_data)
+    assert "services" in data, "Response should contain 'services' field"
+    assert isinstance(data["services"], list), "Services should be a list"
+    assert len(data["services"]) > 0, "Should have at least one service available"
+
+    # Services should include config field (may be null if not configured)
+    service = data["services"][0]
+    assert "id" in service, "Service should have 'id' field"
+    assert "title" in service, "Service should have 'title' field"
+    assert "icon" in service, "Service should have 'icon' field"
+
+
+
+def test_get_service_details_without_account(
+    signoz: types.SigNoz,
+    create_user_admin: types.Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+) -> None:
+    """Test getting service details without specifying an account."""
+    admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+
+    cloud_provider = "aws"
+    # First get the list of services to get a valid service ID
+    list_endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/services"
+    list_response = requests.get(
+        signoz.self.host_configs["8080"].get(list_endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=10,
+    )
+
+    list_data = list_response.json().get("data", list_response.json())
+    assert len(list_data["services"]) > 0, "Should have at least one service"
+    service_id = list_data["services"][0]["id"]
+
+    # Get service details
+    endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/services/{service_id}"
+    response = requests.get(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=10,
+    )
+
+    assert (
+        response.status_code == HTTPStatus.OK
+    ), f"Expected 200, got {response.status_code}"
+
+    response_data = response.json()
+    data = response_data.get("data", response_data)
+
+    # Verify service details structure
+    assert "id" in data, "Service details should have 'id' field"
+    assert data["id"] == service_id, "Service ID should match requested ID"
+    assert "title" in data, "Service details should have 'title' field"
+    assert "overview" in data, "Service details should have 'overview' field"
+    # assert assets to had list of dashboards
+    assert "assets" in data, "Service details should have 'assets' field"
+    assert isinstance(data["assets"], dict), "Assets should be a dictionary"
+
+
+
+def test_get_service_details_with_account(
+    signoz: types.SigNoz,
+    create_user_admin: types.Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+    create_cloud_integration_account: Callable,
+) -> None:
+    """Test getting service details for a specific connected account."""
+    admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+
+    # Create a test account and do check-in
+    cloud_provider = "aws"
+    account_data = create_cloud_integration_account(admin_token, cloud_provider)
+    account_id = account_data["account_id"]
+
+    cloud_account_id = str(uuid.uuid4())
+    simulate_agent_checkin(signoz, admin_token, cloud_provider, account_id, cloud_account_id)
+
+    # Get list of services first
+    list_endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/services"
+    list_response = requests.get(
+        signoz.self.host_configs["8080"].get(list_endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=10,
+    )
+
+    list_data = list_response.json().get("data", list_response.json())
+    assert len(list_data["services"]) > 0, "Should have at least one service"
+    service_id = list_data["services"][0]["id"]
+
+    # Get service details with account
+    endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/services/{service_id}?cloud_account_id={cloud_account_id}"
+    response = requests.get(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=10,
+    )
+
+    assert (
+        response.status_code == HTTPStatus.OK
+    ), f"Expected 200, got {response.status_code}"
+
+    response_data = response.json()
+    data = response_data.get("data", response_data)
+
+    # Verify service details structure
+    assert "id" in data, "Service details should have 'id' field"
+    assert data["id"] == service_id, "Service ID should match requested ID"
+    assert "title" in data, "Service details should have 'title' field"
+    assert "overview" in data, "Service details should have 'overview' field"
+    assert "assets" in data, "Service details should have 'assets' field"
+    assert "config" in data, "Service details should have 'config' field"
+    assert "status" in data, "Config should have 'status' field"
+
+
+
+def test_get_service_details_invalid_service(
+    signoz: types.SigNoz,
+    create_user_admin: types.Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+) -> None:
+    """Test getting details for a non-existent service."""
+    admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+
+    cloud_provider = "aws"
+    fake_service_id = "non-existent-service"
+
+    endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/services/{fake_service_id}"
+    response = requests.get(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=10,
+    )
+
+    assert (
+        response.status_code == HTTPStatus.NOT_FOUND
+    ), f"Expected 404, got {response.status_code}"
+
+
+
+def test_list_services_unsupported_provider(
+    signoz: types.SigNoz,
+    create_user_admin: types.Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+) -> None:
+    """Test listing services for an unsupported cloud provider."""
+    admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+
+    cloud_provider = "gcp"  # Unsupported provider
+    endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/services"
+
+    response = requests.get(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=10,
+    )
+
+    assert (
+        response.status_code == HTTPStatus.BAD_REQUEST
+    ), f"Expected 400, got {response.status_code}"
+
+
+
+def test_update_service_config(
+    signoz: types.SigNoz,
+    create_user_admin: types.Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+    create_cloud_integration_account: Callable,
+) -> None:
+    """Test updating service configuration for a connected account."""
+    admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+
+    # Create a test account and do check-in
+    cloud_provider = "aws"
+    account_data = create_cloud_integration_account(admin_token, cloud_provider)
+    account_id = account_data["account_id"]
+
+    cloud_account_id = str(uuid.uuid4())
+    simulate_agent_checkin(signoz, admin_token, cloud_provider, account_id, cloud_account_id)
+
+    # Get list of services to pick a valid service ID
+    list_endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/services"
+    list_response = requests.get(
+        signoz.self.host_configs["8080"].get(list_endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=10,
+    )
+
+    list_data = list_response.json().get("data", list_response.json())
+    assert len(list_data["services"]) > 0, "Should have at least one service"
+    service_id = list_data["services"][0]["id"]
+
+    # Update service configuration
+    endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/services/{service_id}/config"
+
+    config_payload = {
+        "cloud_account_id": cloud_account_id,
+        "config": {
+            "metrics": {"enabled": True},
+            "logs": {"enabled": True},
+        },
+    }
+
+    response = requests.post(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        json=config_payload,
+        timeout=10,
+    )
+
+    assert (
+        response.status_code == HTTPStatus.OK
+    ), f"Expected 200, got {response.status_code}"
+
+    response_data = response.json()
+    data = response_data.get("data", response_data)
+
+    # Verify response structure
+    assert "id" in data, "Response should contain 'id' field"
+    assert data["id"] == service_id, "Service ID should match"
+    assert "config" in data, "Response should contain 'config' field"
+    assert "metrics" in data["config"], "Config should contain 'metrics' field"
+    assert "logs" in data["config"], "Config should contain 'logs' field"
+
+
+
+def test_update_service_config_without_account(
+    signoz: types.SigNoz,
+    create_user_admin: types.Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+) -> None:
+    """Test updating service config without a connected account should fail."""
+    admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+
+    cloud_provider = "aws"
+
+    # Get a valid service ID
+    list_endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/services"
+    list_response = requests.get(
+        signoz.self.host_configs["8080"].get(list_endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=10,
+    )
+
+    list_data = list_response.json().get("data", list_response.json())
+    service_id = list_data["services"][0]["id"]
+
+    # Try to update config with non-existent account
+    endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/services/{service_id}/config"
+
+    fake_cloud_account_id = str(uuid.uuid4())
+    config_payload = {
+        "cloud_account_id": fake_cloud_account_id,
+        "config": {
+            "metrics": {"enabled": True},
+        },
+    }
+
+    response = requests.post(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        json=config_payload,
+        timeout=10,
+    )
+
+    assert (
+        response.status_code == HTTPStatus.INTERNAL_SERVER_ERROR
+    ), f"Expected 500 for non-existent account, got {response.status_code}"
+
+
+
+def test_update_service_config_invalid_service(
+    signoz: types.SigNoz,
+    create_user_admin: types.Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+    create_cloud_integration_account: Callable,
+) -> None:
+    """Test updating config for a non-existent service should fail."""
+    admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+
+    # Create a test account and do check-in
+    cloud_provider = "aws"
+    account_data = create_cloud_integration_account(admin_token, cloud_provider)
+    account_id = account_data["account_id"]
+
+    cloud_account_id = str(uuid.uuid4())
+    simulate_agent_checkin(signoz, admin_token, cloud_provider, account_id, cloud_account_id)
+
+    # Try to update config for invalid service
+    fake_service_id = "non-existent-service"
+    endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/services/{fake_service_id}/config"
+
+    config_payload = {
+        "cloud_account_id": cloud_account_id,
+        "config": {
+            "metrics": {"enabled": True},
+        },
+    }
+
+    response = requests.post(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        json=config_payload,
+        timeout=10,
+    )
+
+    assert (
+        response.status_code == HTTPStatus.NOT_FOUND
+    ), f"Expected 404 for invalid service, got {response.status_code}"
+
+
+
+def test_update_service_config_disable_service(
+    signoz: types.SigNoz,
+    create_user_admin: types.Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+    create_cloud_integration_account: Callable,
+) -> None:
+    """Test disabling a service by updating config with enabled=false."""
+    admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+
+    # Create a test account and do check-in
+    cloud_provider = "aws"
+    account_data = create_cloud_integration_account(admin_token, cloud_provider)
+    account_id = account_data["account_id"]
+
+    cloud_account_id = str(uuid.uuid4())
+    simulate_agent_checkin(signoz, admin_token, cloud_provider, account_id, cloud_account_id)
+
+    # Get a valid service
+    list_endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/services"
+    list_response = requests.get(
+        signoz.self.host_configs["8080"].get(list_endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=10,
+    )
+
+    list_data = list_response.json().get("data", list_response.json())
+    service_id = list_data["services"][0]["id"]
+
+    # First enable the service
+    endpoint = f"/api/v1/cloud-integrations/{cloud_provider}/services/{service_id}/config"
+
+    enable_payload = {
+        "cloud_account_id": cloud_account_id,
+        "config": {
+            "metrics": {"enabled": True},
+        },
+    }
+
+    enable_response = requests.post(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        json=enable_payload,
+        timeout=10,
+    )
+
+    assert enable_response.status_code == HTTPStatus.OK, "Failed to enable service"
+
+    # Now disable the service
+    disable_payload = {
+        "cloud_account_id": cloud_account_id,
+        "config": {
+            "metrics": {"enabled": False},
+            "logs": {"enabled": False},
+        },
+    }
+
+    disable_response = requests.post(
+        signoz.self.host_configs["8080"].get(endpoint),
+        headers={"Authorization": f"Bearer {admin_token}"},
+        json=disable_payload,
+        timeout=10,
+    )
+
+    assert (
+        disable_response.status_code == HTTPStatus.OK
+    ), f"Expected 200, got {disable_response.status_code}"
+
+    response_data = disable_response.json()
+    data = response_data.get("data", response_data)
+
+    # Verify service is disabled
+    assert data["config"]["metrics"]["enabled"] is False, "Metrics should be disabled"
+    assert data["config"]["logs"]["enabled"] is False, "Logs should be disabled"

tests/integration/src/querier/07_metrics_multi_temporality.py

@@ -0,0 +1,399 @@
+"""
+Look at the multi_temporality_counters_1h.jsonl file for the relevant data
+"""
+
+import os
+from datetime import datetime, timedelta, timezone
+from http import HTTPStatus
+import random
+from typing import Any, Callable, List
+import pytest
+
+from fixtures import types
+from fixtures.auth import USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD
+from fixtures.metrics import Metrics
+from fixtures.querier import (
+    build_builder_query,
+    get_all_series,
+    get_series_values,
+    make_query_request,
+)
+from fixtures.utils import get_testdata_file_path
+
+MULTI_TEMPORALITY_FILE = get_testdata_file_path("multi_temporality_counters_1h.jsonl")
+MULTI_TEMPORALITY_FILE_10h = get_testdata_file_path("multi_temporality_counters_10h.jsonl")
+MULTI_TEMPORALITY_FILE_24h = get_testdata_file_path("multi_temporality_counters_24h.jsonl")
+
+@pytest.mark.parametrize(
+    "time_aggregation, expected_value_at_31st_minute, expected_value_at_32nd_minute, steady_value",
+    [
+        ("rate", 0.0167, 0.133, 0.0833),
+        ("increase", 2, 8, 5),
+    ],
+)
+def test_with_steady_values_and_reset(
+    signoz: types.SigNoz,
+    create_user_admin: None,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+    insert_metrics: Callable[[List[Metrics]], None],
+    time_aggregation: str,
+    expected_value_at_31st_minute: float,
+    expected_value_at_32nd_minute: float,
+    steady_value: float
+) -> None:
+    now = datetime.now(tz=timezone.utc).replace(second=0, microsecond=0)
+    start_ms = int((now - timedelta(minutes=65)).timestamp() * 1000)
+    end_ms = int(now.timestamp() * 1000)
+    metric_name = f"test_{time_aggregation}_stale"
+
+    metrics = Metrics.load_from_file(
+        MULTI_TEMPORALITY_FILE,
+        base_time=now - timedelta(minutes=60),
+        metric_name_override=metric_name,
+    )
+    insert_metrics(metrics)
+
+    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+    query = build_builder_query(
+        "A",
+        metric_name,
+        time_aggregation,
+        "sum",
+        filter_expression='endpoint = "/orders"',
+    )
+
+    response = make_query_request(signoz, token, start_ms, end_ms, [query])
+    assert response.status_code == HTTPStatus.OK
+
+    data = response.json()
+    result_values = sorted(get_series_values(data, "A"), key=lambda x: x["timestamp"])
+    assert len(result_values) >= 59
+    # the counter reset happened at 31st minute
+    assert (
+        result_values[30]["value"] == expected_value_at_31st_minute
+    )
+    assert (
+        result_values[31]["value"] == expected_value_at_32nd_minute
+    )
+    assert (
+        result_values[39]["value"] == steady_value
+    ) # 39th minute is when cumulative shifts to delta
+    count_of_steady_rate = sum(1 for v in result_values if v["value"] == steady_value)
+    assert (
+        count_of_steady_rate >= 56
+    )  # 59 - (1 reset + 1 high rate + 1 at the beginning)
+    # All rates should be non-negative (stale periods = 0 rate)
+    for v in result_values:
+        assert v["value"] >= 0, f"{time_aggregation} should not be negative: {v['value']}"
+
+@pytest.mark.parametrize(
+    "time_aggregation, stable_health_value, stable_products_value, stable_checkout_value, spike_checkout_value, stable_orders_value, spike_users_value",
+    [
+        ("rate", 0.167, 0.333, 0.0167, 0.833, 0.0833, 0.0167),
+        ("increase", 10, 20, 1, 50, 5, 1),
+    ],
+)
+def test_group_by_endpoint(
+    signoz: types.SigNoz,
+    create_user_admin: None,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+    insert_metrics: Callable[[List[Metrics]], None],
+    time_aggregation: str,
+    stable_health_value: float,
+    stable_products_value: float,
+    stable_checkout_value: float,
+    spike_checkout_value: float,
+    stable_orders_value: float,
+    spike_users_value: float,
+) -> None:
+    now = datetime.now(tz=timezone.utc).replace(second=0, microsecond=0)
+    start_ms = int((now - timedelta(minutes=65)).timestamp() * 1000)
+    end_ms = int(now.timestamp() * 1000)
+    metric_name = f"test_{time_aggregation}_groupby"
+
+    metrics = Metrics.load_from_file(
+        MULTI_TEMPORALITY_FILE,
+        base_time=now - timedelta(minutes=60),
+        metric_name_override=metric_name,
+    )
+    insert_metrics(metrics)
+
+    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+    query = build_builder_query(
+        "A",
+        metric_name,
+        time_aggregation,
+        "sum",
+        group_by=["endpoint"],
+    )
+
+    response = make_query_request(signoz, token, start_ms, end_ms, [query])
+    assert response.status_code == HTTPStatus.OK
+
+    data = response.json()
+    all_series = get_all_series(data, "A")
+    # Should have 5 different endpoints
+    assert (
+        len(all_series) == 5
+    ), f"Expected 5 series for 5 endpoints, got {len(all_series)}"
+
+    # endpoint -> values
+    endpoint_values = {}
+    for series in all_series:
+        endpoint = series.get("labels", [{}])[0].get("value", "unknown")
+        values = sorted(series.get("values", []), key=lambda x: x["timestamp"])
+        endpoint_values[endpoint] = values
+
+    expected_endpoints = {"/products", "/health", "/checkout", "/orders", "/users"}
+    assert (
+        set(endpoint_values.keys()) == expected_endpoints
+    ), f"Expected endpoints {expected_endpoints}, got {set(endpoint_values.keys())}"
+
+    # at no point rate should be negative
+    for endpoint, values in endpoint_values.items():
+        for v in values:
+            assert (
+                v["value"] >= 0
+            ), f"Rate for {endpoint} should not be negative: {v['value']}"
+
+    # /health: 60 data points (t01-t60), steady +10/min
+    health_values = endpoint_values["/health"]
+    assert (
+        len(health_values) >= 58
+    ), f"Expected >= 58 values for /health, got {len(health_values)}"
+    count_steady_health = sum(1 for v in health_values if v["value"] == stable_health_value) 
+    assert (
+        count_steady_health >= 57
+    ), f"Expected >= 57 steady rate values ({stable_health_value}) for /health, got {count_steady_health}"
+    # all /health rates should be state except possibly first/last due to boundaries
+    for v in health_values[1:-1]:
+        assert v["value"] == stable_health_value, f"Expected /health rate {stable_health_value}, got {v['value']}"
+
+    # /products: 51 data points with 10-minute gap (t20-t29 missing), steady +20/min
+    products_values = endpoint_values["/products"]
+    assert (
+        len(products_values) >= 49
+    ), f"Expected >= 49 values for /products, got {len(products_values)}"
+    count_steady_products = sum(1 for v in products_values if v["value"] == stable_products_value)
+
+    # most values should be stable, some boundary values differ due to 10-min gap
+    assert (
+        count_steady_products >= 46
+    ), f"Expected >= 46 steady rate values ({stable_products_value}) for /products, got {count_steady_products}"
+
+    # check that non-stable values are due to gap averaging (should be lower)
+    gap_boundary_values = [v["value"] for v in products_values if v["value"] != stable_products_value]
+    for val in gap_boundary_values:
+        assert (
+            0 < val < stable_products_value
+        ), f"Gap boundary values should be between 0 and {stable_products_value}, got {val}"
+
+    # /checkout: 61 data points (t00-t60), +1/min normal, +50/min spike at t40-t44
+    checkout_values = endpoint_values["/checkout"]
+    assert (
+        len(checkout_values) >= 59
+    ), f"Expected >= 59 values for /checkout, got {len(checkout_values)}"
+    count_steady_checkout = sum(1 for v in checkout_values if v["value"] == stable_checkout_value)
+    assert (
+        count_steady_checkout >= 53
+    ), f"Expected >= 53 steady {time_aggregation} values ({stable_checkout_value}) for /checkout, got {count_steady_checkout}"
+    # check that spike values exist (traffic spike +50/min at t40-t44)
+    count_spike_checkout = sum(1 for v in checkout_values if v["value"] == spike_checkout_value)
+    assert (
+        count_spike_checkout >= 4
+    ), f"Expected >= 4 spike {time_aggregation} values ({spike_checkout_value}) for /checkout, got {count_spike_checkout}"
+
+    # spike values should be consecutive
+    spike_indices = [
+        i for i, v in enumerate(checkout_values) if v["value"] == spike_checkout_value
+    ]
+    assert len(spike_indices) >= 4, f"Expected >= 4 spike indices, got {spike_indices}"
+    # consecutiveness
+    for i in range(1, len(spike_indices)):
+        assert (
+            spike_indices[i] == spike_indices[i - 1] + 1
+        ), f"Spike indices should be consecutive, got {spike_indices}"
+
+    # /orders: 60 data points (t00-t60) with gap at t30, counter reset at t31 (150->2)
+    # reset at t31 causes: rate/increase at t30 includes gap (lower), t31 has high rate after reset
+    orders_values = endpoint_values["/orders"]
+    assert (
+        len(orders_values) >= 58
+    ), f"Expected >= 58 values for /orders, got {len(orders_values)}"
+    count_steady_orders = sum(1 for v in orders_values if v["value"] == stable_orders_value)
+    assert (
+        count_steady_orders >= 55
+    ), f"Expected >= 55 steady {time_aggregation} values ({stable_orders_value}) for /orders, got {count_steady_orders}"
+    # check for counter reset effects - there should be some non-standard values
+    non_standard_orders = [v["value"] for v in orders_values if v["value"] != stable_orders_value]
+    assert (
+        len(non_standard_orders) >= 2
+    ), f"Expected >= 2 non-standard values due to counter reset, got {non_standard_orders}"
+    # post-reset value should be higher (new counter value / interval)
+    high_rate_orders = [v for v in non_standard_orders if v > stable_orders_value]
+    assert (
+        len(high_rate_orders) >= 1
+    ), f"Expected at least one high {time_aggregation} value after counter reset, got {non_standard_orders}"
+
+    # /users: 56 data points (t05-t60), sparse +1 every 5 minutes
+    users_values = endpoint_values["/users"]
+    assert (
+        len(users_values) >= 54
+    ), f"Expected >= 54 values for /users, got {len(users_values)}"
+    count_zero_users = sum(1 for v in users_values if v["value"] == 0)
+    # most values should be 0 (flat periods between increments)
+    assert (
+        count_zero_users >= 40
+    ), f"Expected >= 40 zero {time_aggregation} values for /users (sparse data), got {count_zero_users}"
+    # non-zero values should be 0.0167 (1/60 increment rate)
+    non_zero_users = [v["value"] for v in users_values if v["value"] != 0]
+    count_increment_rate = sum(1 for v in non_zero_users if v == spike_users_value)
+    assert (
+        count_increment_rate >= 8
+    ), f"Expected >= 8 increment {time_aggregation} values ({spike_users_value}) for /users, got {count_increment_rate}"
+
+@pytest.mark.parametrize(
+    "time_aggregation, expected_value_at_30th_minute, expected_value_at_31st_minute, value_at_switch",
+    [
+        ("rate", 0.183, 0.183, 0.25),
+        ("increase", 11, 12, 15),
+    ],
+)
+def test_for_service_with_switch(
+    signoz: types.SigNoz,
+    create_user_admin: None,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+    insert_metrics: Callable[[List[Metrics]], None],
+    time_aggregation: str,
+    expected_value_at_30th_minute: float,
+    expected_value_at_31st_minute: float,
+    value_at_switch: float
+) -> None:
+    now = datetime.now(tz=timezone.utc).replace(second=0, microsecond=0)
+    start_ms = int((now - timedelta(minutes=65)).timestamp() * 1000)
+    end_ms = int(now.timestamp() * 1000)
+    metric_name = f"test_{time_aggregation}_count"
+
+    metrics = Metrics.load_from_file(
+        MULTI_TEMPORALITY_FILE,
+        base_time=now - timedelta(minutes=60),
+        metric_name_override=metric_name,
+    )
+    insert_metrics(metrics)
+
+    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+    query = build_builder_query(
+        "A",
+        metric_name,
+        time_aggregation,
+        "sum",
+        filter_expression='service = "api"',
+    )
+
+    response = make_query_request(signoz, token, start_ms, end_ms, [query])
+    assert response.status_code == HTTPStatus.OK
+
+    data = response.json()
+    result_values = sorted(get_series_values(data, "A"), key=lambda x: x["timestamp"])
+    assert len(result_values) >= 60
+    assert (
+        result_values[30]["value"] == expected_value_at_30th_minute #0.183
+    ) 
+    assert (
+        result_values[31]["value"] == expected_value_at_31st_minute # 0.183
+    )
+    assert (
+        result_values[38]["value"] == value_at_switch # 0.25
+    ) 
+    assert (
+        result_values[39]["value"] == value_at_switch # 0.25
+    ) # 39th minute is when cumulative shifts to delta
+    # All rates should be non-negative (stale periods = 0 rate)
+    for v in result_values:
+        assert v["value"] >= 0, f"{time_aggregation} should not be negative: {v['value']}"
+
+@pytest.mark.parametrize(
+    "time_aggregation, expected_value",
+    [
+        ("rate", 0.0122),
+        ("increase", 22),
+    ],
+)
+def test_for_week_long_time_range(
+    signoz: types.SigNoz,
+    create_user_admin: None,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+    insert_metrics: Callable[[List[Metrics]], None],
+    time_aggregation: str,
+    expected_value: float,
+) -> None:
+    now = datetime.now(tz=timezone.utc).replace(second=0, microsecond=0)
+    start_ms = int((now - timedelta(days=7)).timestamp() * 1000)
+    end_ms = int(now.timestamp() * 1000)
+    metric_name = f"test_{time_aggregation}_" + hex(random.getrandbits(32))[2:]
+
+    metrics = Metrics.load_from_file(
+        MULTI_TEMPORALITY_FILE_10h,
+        base_time=now - timedelta(minutes=600),
+        metric_name_override=metric_name,
+    )
+    insert_metrics(metrics)
+
+    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+    query = build_builder_query(
+        "A",
+        metric_name,
+        time_aggregation,
+        "sum",
+    )
+
+    response = make_query_request(signoz, token, start_ms, end_ms, [query])
+    assert response.status_code == HTTPStatus.OK
+    data = response.json()
+    result_values = sorted(get_series_values(data, "A"), key=lambda x: x["timestamp"])
+    # the zeroth value may not cover the whole time range
+    for value in result_values[1:]:
+        assert value["value"] == expected_value
+
+@pytest.mark.parametrize(
+    "time_aggregation, expected_value",
+    [
+        ("rate", 0.0122),
+        ("increase", 110),
+    ],
+)
+def test_for_month_long_time_range(
+    signoz: types.SigNoz,
+    create_user_admin: None,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+    insert_metrics: Callable[[List[Metrics]], None],
+    time_aggregation: str,
+    expected_value: float,
+) -> None:
+    now = datetime.now(tz=timezone.utc).replace(second=0, microsecond=0)
+    start_ms = int((now - timedelta(days=31)).timestamp() * 1000)
+    end_ms = int(now.timestamp() * 1000)
+    metric_name = f"test_{time_aggregation}_" + hex(random.getrandbits(32))[2:]
+
+    metrics = Metrics.load_from_file(
+        MULTI_TEMPORALITY_FILE_24h,
+        base_time=now - timedelta(minutes=1441),
+        metric_name_override=metric_name,
+    )
+    insert_metrics(metrics)
+
+    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+    query = build_builder_query(
+        "A",
+        metric_name,
+        time_aggregation,
+        "sum",
+    )
+
+    response = make_query_request(signoz, token, start_ms, end_ms, [query])
+    assert response.status_code == HTTPStatus.OK
+    data = response.json()
+    result_values = sorted(get_series_values(data, "A"), key=lambda x: x["timestamp"])
+    ## the zeroth and last values may not cover the whole 9000 seconds
+    for value in result_values[1:-1]:
+        assert value["value"] == expected_value

tests/integration/testdata/multi_temporality_counters_10h.jsonl

@@ -0,0 +1,84 @@
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