fix: include path in main error message directly

* chore: validate layout size and positioning in backend

* test: add integratino test for layout validation

* test: use assert instead of require for non blocking check

* test: use assert instead of require for non blocking check

* fix: move require to assert for actual test checks

docs/api/openapi.yml

@@ -3071,6 +3071,10 @@ components:
           items:
             $ref: '#/components/schemas/DashboardtypesListedDashboardForUserV2'
           type: array
+        reservedKeywords:
+          items:
+            type: string
+          type: array
         tags:
           items:
             $ref: '#/components/schemas/TagtypesGettableTag'
@@ -3082,6 +3086,7 @@ components:
       - dashboards
       - total
       - tags
+      - reservedKeywords
       type: object
     DashboardtypesListableDashboardV2:
       properties:
@@ -3089,6 +3094,10 @@ components:
           items:
             $ref: '#/components/schemas/DashboardtypesListedDashboardV2'
           type: array
+        reservedKeywords:
+          items:
+            type: string
+          type: array
         tags:
           items:
             $ref: '#/components/schemas/TagtypesGettableTag'
@@ -3100,6 +3109,7 @@ components:
       - dashboards
       - total
       - tags
+      - reservedKeywords
       type: object
     DashboardtypesListableDashboardView:
       properties:
@@ -3571,7 +3581,7 @@ components:
       - user
       - system
       - integration
-      type: object
+      type: string
     DashboardtypesSpanGaps:
       properties:
         fillLessThan:

frontend/.oxlintrc.json

@@ -328,6 +328,11 @@
           {
             "name": "immer",
             "message": "[State mgmt] Direct immer usage is deprecated. Use Zustand (which integrates immer via the immer middleware) instead."
+          },
+          {
+            "name": "api/generated/services/dashboard",
+            "importNames": ["patchDashboardV2", "usePatchDashboardV2"],
+            "message": "[dashboard-v2] Don't call patchDashboardV2/usePatchDashboardV2 directly — use useOptimisticPatch().patchAsync so spec edits update the react-query cache optimistically and reconcile on settle."
           }
         ]
       }

frontend/src/api/generated/services/sigNoz.schemas.ts

@@ -5031,6 +5031,10 @@ export interface DashboardtypesListableDashboardForUserV2DTO {
 	 * @type array
 	 */
 	dashboards: DashboardtypesListedDashboardForUserV2DTO[];
+	/**
+	 * @type array
+	 */
+	reservedKeywords: string[];
 	/**
 	 * @type array
 	 */
@@ -5098,6 +5102,10 @@ export interface DashboardtypesListableDashboardV2DTO {
 	 * @type array
 	 */
 	dashboards: DashboardtypesListedDashboardV2DTO[];
+	/**
+	 * @type array
+	 */
+	reservedKeywords: string[];
 	/**
 	 * @type array
 	 */

frontend/src/components/Graph/utils.ts

@@ -1,14 +1,5 @@
 import { MutableRefObject } from 'react';
-import {
-	ActiveElement,
-	Chart,
-	ChartConfiguration,
-	ChartData,
-	ChartEvent,
-	ChartType,
-	Color,
-	TooltipItem,
-} from 'chart.js';
+import { Chart, ChartConfiguration, ChartData, Color } from 'chart.js';
 import * as chartjsAdapter from 'chartjs-adapter-date-fns';
 import { Timezone } from 'components/CustomTimePicker/timezoneUtils';
 import { DATE_TIME_FORMATS } from 'constants/dateTimeFormats';
@@ -69,189 +60,184 @@ export const getGraphOptions = (
 	minTime?: number,
 	maxTime?: number,
 	// eslint-disable-next-line sonarjs/cognitive-complexity
-): CustomChartOptions =>
-	({
-		animation: {
-			duration: animate ? 200 : 0,
-		},
-		responsive: true,
-		maintainAspectRatio: false,
-		interaction: {
-			mode: 'index',
-			intersect: true,
-		},
-		plugins: {
-			...(staticLine
-				? {
-						annotation: {
-							annotations: [
-								{
-									type: 'line',
-									yMin: staticLine.yMin,
-									yMax: staticLine.yMax,
-									borderColor: staticLine.borderColor,
-									borderWidth: staticLine.borderWidth,
-									label: {
-										content: staticLine.lineText,
-										enabled: true,
-										font: {
-											size: 10,
-										},
-										borderWidth: 0,
-										position: 'start',
-										backgroundColor: 'transparent',
-										color: staticLine.textColor,
+): CustomChartOptions => ({
+	animation: {
+		duration: animate ? 200 : 0,
+	},
+	responsive: true,
+	maintainAspectRatio: false,
+	interaction: {
+		mode: 'index',
+		intersect: true,
+	},
+	plugins: {
+		...(staticLine
+			? {
+					annotation: {
+						annotations: [
+							{
+								type: 'line',
+								yMin: staticLine.yMin,
+								yMax: staticLine.yMax,
+								borderColor: staticLine.borderColor,
+								borderWidth: staticLine.borderWidth,
+								label: {
+									content: staticLine.lineText,
+									enabled: true,
+									font: {
+										size: 10,
 									},
+									borderWidth: 0,
+									position: 'start',
+									backgroundColor: 'transparent',
+									color: staticLine.textColor,
 								},
-							],
-						},
-					}
-				: {}),
-			title: {
-				display: title !== undefined,
-				text: title,
-			},
-			legend: {
-				display: false,
-			},
-			tooltip: {
-				callbacks: {
-					title(context: TooltipItem<'line'>[]): string | string[] {
-						const date = dayjs(context[0].parsed.x);
-						return date
-							.tz(timezone.value)
-							.format(DATE_TIME_FORMATS.MONTH_DATETIME_FULL_SECONDS);
+							},
+						],
 					},
-					label(context: TooltipItem<'line'>): string | string[] {
-						let label = context.dataset.label || '';
-
-						if (label) {
-							label += ': ';
-						}
-						if (context.parsed.y !== null) {
-							label += getToolTipValue(context.parsed.y.toString(), yAxisUnit);
-						}
-
-						return label;
-					},
-					labelTextColor(labelData: TooltipItem<'line'>): Color {
-						if (labelData.datasetIndex === nearestDatasetIndex.current) {
-							return 'rgba(255, 255, 255, 1)';
-						}
-
-						return 'rgba(255, 255, 255, 0.75)';
-					},
-				},
-				position: 'custom',
-				itemSort(item1: TooltipItem<'line'>, item2: TooltipItem<'line'>): number {
-					return item2.parsed.y - item1.parsed.y;
-				},
-			},
-			[dragSelectPluginId]: createDragSelectPluginOptions(
-				!!onDragSelect,
-				onDragSelect,
-				dragSelectColor,
-			),
-			[intersectionCursorPluginId]: createIntersectionCursorPluginOptions(
-				!!onDragSelect,
-				currentTheme === 'dark' ? 'white' : 'black',
-			),
-		},
-		layout: {
-			padding: 0,
-		},
-		scales: {
-			x: {
-				stacked: isStacked,
-				offset: false,
-				grid: {
-					display: true,
-					color: getGridColor(),
-					drawTicks: true,
-				},
-				adapters: {
-					date: chartjsAdapter,
-				},
-				time: {
-					unit: xAxisTimeUnit?.unitName || 'minute',
-					stepSize: xAxisTimeUnit?.stepSize || 1,
-					displayFormats: {
-						millisecond: DATE_TIME_FORMATS.TIME_SECONDS,
-						second: DATE_TIME_FORMATS.TIME_SECONDS,
-						minute: DATE_TIME_FORMATS.TIME,
-						hour: DATE_TIME_FORMATS.SLASH_SHORT,
-						day: DATE_TIME_FORMATS.DATE_SHORT,
-						week: DATE_TIME_FORMATS.DATE_SHORT,
-						month: DATE_TIME_FORMATS.YEAR_MONTH,
-						year: DATE_TIME_FORMATS.YEAR_SHORT,
-					},
-				},
-				type: 'time',
-				ticks: { color: getAxisLabelColor(currentTheme) },
-				...(minTime && {
-					min: dayjs(minTime).tz(timezone.value).format(),
-				}),
-				...(maxTime && {
-					max: dayjs(maxTime).tz(timezone.value).format(),
-				}),
-			},
-			y: {
-				stacked: isStacked,
-				display: true,
-				grid: {
-					display: true,
-					color: getGridColor(),
-				},
-				ticks: {
-					color: getAxisLabelColor(currentTheme),
-					// Include a dollar sign in the ticks
-					callback(value: number | string): string {
-						return getYAxisFormattedValue(value.toString(), yAxisUnit);
-					},
-				},
-			},
-		},
-		elements: {
-			line: {
-				tension: 0,
-				cubicInterpolationMode: 'monotone',
-			},
-			point: {
-				hoverBackgroundColor: (ctx: any): string => {
-					if (ctx?.element?.options?.borderColor) {
-						return ctx.element.options.borderColor;
-					}
-					return 'rgba(0,0,0,0.1)';
-				},
-				hoverRadius: 5,
-			},
-		},
-		onClick: (
-			event: ChartEvent,
-			element: ActiveElement[],
-			chart: Chart,
-		): void => {
-			if (onClickHandler) {
-				onClickHandler(event, element, chart, data);
-			}
-		},
-		onHover: (event: ChartEvent, _: ActiveElement[], chart: Chart): void => {
-			if (event.native) {
-				const interactions = chart.getElementsAtEventForMode(
-					event.native,
-					'nearest',
-					{
-						intersect: false,
-					},
-					true,
-				);
-
-				if (interactions[0]) {
-					nearestDatasetIndex.current = interactions[0].datasetIndex;
 				}
-			}
+			: {}),
+		title: {
+			display: title !== undefined,
+			text: title,
 		},
-	}) as CustomChartOptions;
+		legend: {
+			display: false,
+		},
+		tooltip: {
+			callbacks: {
+				title(context): string | string[] {
+					const date = dayjs(context[0].parsed.x);
+					return date
+						.tz(timezone.value)
+						.format(DATE_TIME_FORMATS.MONTH_DATETIME_FULL_SECONDS);
+				},
+				label(context): string | string[] {
+					let label = context.dataset.label || '';
+
+					if (label) {
+						label += ': ';
+					}
+					if (context.parsed.y !== null) {
+						label += getToolTipValue(context.parsed.y.toString(), yAxisUnit);
+					}
+
+					return label;
+				},
+				labelTextColor(labelData): Color {
+					if (labelData.datasetIndex === nearestDatasetIndex.current) {
+						return 'rgba(255, 255, 255, 1)';
+					}
+
+					return 'rgba(255, 255, 255, 0.75)';
+				},
+			},
+			position: 'custom',
+			itemSort(item1, item2): number {
+				return item2.parsed.y - item1.parsed.y;
+			},
+		},
+		[dragSelectPluginId]: createDragSelectPluginOptions(
+			!!onDragSelect,
+			onDragSelect,
+			dragSelectColor,
+		),
+		[intersectionCursorPluginId]: createIntersectionCursorPluginOptions(
+			!!onDragSelect,
+			currentTheme === 'dark' ? 'white' : 'black',
+		),
+	},
+	layout: {
+		padding: 0,
+	},
+	scales: {
+		x: {
+			stacked: isStacked,
+			offset: false,
+			grid: {
+				display: true,
+				color: getGridColor(),
+				drawTicks: true,
+			},
+			adapters: {
+				date: chartjsAdapter,
+			},
+			time: {
+				unit: xAxisTimeUnit?.unitName || 'minute',
+				stepSize: xAxisTimeUnit?.stepSize || 1,
+				displayFormats: {
+					millisecond: DATE_TIME_FORMATS.TIME_SECONDS,
+					second: DATE_TIME_FORMATS.TIME_SECONDS,
+					minute: DATE_TIME_FORMATS.TIME,
+					hour: DATE_TIME_FORMATS.SLASH_SHORT,
+					day: DATE_TIME_FORMATS.DATE_SHORT,
+					week: DATE_TIME_FORMATS.DATE_SHORT,
+					month: DATE_TIME_FORMATS.YEAR_MONTH,
+					year: DATE_TIME_FORMATS.YEAR_SHORT,
+				},
+			},
+			type: 'time',
+			ticks: { color: getAxisLabelColor(currentTheme) },
+			...(minTime && {
+				min: dayjs(minTime).tz(timezone.value).format(),
+			}),
+			...(maxTime && {
+				max: dayjs(maxTime).tz(timezone.value).format(),
+			}),
+		},
+		y: {
+			stacked: isStacked,
+			display: true,
+			grid: {
+				display: true,
+				color: getGridColor(),
+			},
+			ticks: {
+				color: getAxisLabelColor(currentTheme),
+				// Include a dollar sign in the ticks
+				callback(value): string {
+					return getYAxisFormattedValue(value.toString(), yAxisUnit);
+				},
+			},
+		},
+	},
+	elements: {
+		line: {
+			tension: 0,
+			cubicInterpolationMode: 'monotone',
+		},
+		point: {
+			hoverBackgroundColor: (ctx: any): string => {
+				if (ctx?.element?.options?.borderColor) {
+					return ctx.element.options.borderColor;
+				}
+				return 'rgba(0,0,0,0.1)';
+			},
+			hoverRadius: 5,
+		},
+	},
+	onClick: (event, element, chart): void => {
+		if (onClickHandler) {
+			onClickHandler(event, element, chart, data);
+		}
+	},
+	onHover: (event, _, chart): void => {
+		if (event.native) {
+			const interactions = chart.getElementsAtEventForMode(
+				event.native,
+				'nearest',
+				{
+					intersect: false,
+				},
+				true,
+			);
+
+			if (interactions[0]) {
+				nearestDatasetIndex.current = interactions[0].datasetIndex;
+			}
+		}
+	},
+});
 
 declare module 'chart.js' {
 	interface TooltipPositionerMap {

frontend/src/components/YAxisUnitSelector/YAxisUnitSelector.tsx

@@ -2,7 +2,7 @@ import { useMemo } from 'react';
 import { SolidAlertTriangle } from '@signozhq/icons';
 import { Select, Tooltip } from 'antd';
 import type { DefaultOptionType } from 'antd/es/select';
-import classNames from 'classnames';
+import cx from 'classnames';
 
 import { UniversalYAxisUnitMappings } from './constants';
 import { UniversalYAxisUnit, YAxisUnitSelectorProps } from './types';
@@ -72,9 +72,7 @@ function YAxisUnitSelector({
 	}, [categoriesOverride, source]);
 
 	return (
-		<div
-			className={classNames('y-axis-unit-selector-component', containerClassName)}
-		>
+		<div className={cx('y-axis-unit-selector-component', containerClassName)}>
 			<Select
 				showSearch
 				value={universalUnit}
@@ -84,12 +82,17 @@ function YAxisUnitSelector({
 				loading={loading}
 				suffixIcon={
 					incompatibleUnitMessage ? (
-						<Tooltip title={incompatibleUnitMessage}>
-							<SolidAlertTriangle role="img" aria-label="warning" size="md" />
+						<Tooltip
+							title={incompatibleUnitMessage}
+							overlayClassName="y-axis-unit-warning-tooltip"
+						>
+							<span className="y-axis-unit-warning" role="img" aria-label="warning">
+								<SolidAlertTriangle size="md" />
+							</span>
 						</Tooltip>
 					) : undefined
 				}
-				className={classNames({
+				className={cx({
 					'warning-state': incompatibleUnitMessage,
 				})}
 				data-testid={dataTestId}

frontend/src/components/YAxisUnitSelector/__tests__/YAxisUnitSelector.test.tsx

@@ -1,4 +1,5 @@
-import { fireEvent, render, screen } from '@testing-library/react';
+import { render, screen } from '@testing-library/react';
+import userEvent from '@testing-library/user-event';
 
 import { YAxisCategoryNames } from '../constants';
 import { UniversalYAxisUnit, YAxisSource } from '../types';
@@ -6,9 +7,13 @@ import YAxisUnitSelector from '../YAxisUnitSelector';
 
 describe('YAxisUnitSelector', () => {
 	const mockOnChange = jest.fn();
+	// antd injects its `pointer-events` styles via cssinjs in jsdom, but the SCSS
+	// overrides aren't loaded — skip the pointer-events check so hovers/clicks register.
+	let user: ReturnType<typeof userEvent.setup>;
 
 	beforeEach(() => {
 		mockOnChange.mockClear();
+		user = userEvent.setup({ pointerEventsCheck: 0 });
 	});
 
 	it('renders with default placeholder', () => {
@@ -34,7 +39,7 @@ describe('YAxisUnitSelector', () => {
 		expect(screen.queryByText('Custom placeholder')).toBeInTheDocument();
 	});
 
-	it('calls onChange when a value is selected', () => {
+	it('calls onChange when a value is selected', async () => {
 		render(
 			<YAxisUnitSelector
 				value=""
@@ -44,9 +49,8 @@ describe('YAxisUnitSelector', () => {
 		);
 		const select = screen.getByRole('combobox');
 
-		fireEvent.mouseDown(select);
-		const option = screen.getByText('Bytes (B)');
-		fireEvent.click(option);
+		await user.click(select);
+		await user.click(screen.getByText('Bytes (B)'));
 
 		expect(mockOnChange).toHaveBeenCalledWith('By', {
 			children: 'Bytes (B)',
@@ -55,7 +59,7 @@ describe('YAxisUnitSelector', () => {
 		});
 	});
 
-	it('filters options based on search input', () => {
+	it('filters options based on search input', async () => {
 		render(
 			<YAxisUnitSelector
 				value=""
@@ -65,14 +69,13 @@ describe('YAxisUnitSelector', () => {
 		);
 		const select = screen.getByRole('combobox');
 
-		fireEvent.mouseDown(select);
-		const input = screen.getByRole('combobox');
-		fireEvent.change(input, { target: { value: 'bytes/sec' } });
+		await user.click(select);
+		await user.type(select, 'bytes/sec');
 
 		expect(screen.getByText('Bytes/sec')).toBeInTheDocument();
 	});
 
-	it('shows all categories and their units', () => {
+	it('shows all categories and their units', async () => {
 		render(
 			<YAxisUnitSelector
 				value=""
@@ -80,9 +83,8 @@ describe('YAxisUnitSelector', () => {
 				source={YAxisSource.ALERTS}
 			/>,
 		);
-		const select = screen.getByRole('combobox');
 
-		fireEvent.mouseDown(select);
+		await user.click(screen.getByRole('combobox'));
 
 		// Check for category headers
 		expect(screen.getByText('Data')).toBeInTheDocument();
@@ -93,7 +95,7 @@ describe('YAxisUnitSelector', () => {
 		expect(screen.getByText('Seconds (s)')).toBeInTheDocument();
 	});
 
-	it('shows warning message when incompatible unit is selected', () => {
+	it('shows warning message when incompatible unit is selected', async () => {
 		render(
 			<YAxisUnitSelector
 				source={YAxisSource.ALERTS}
@@ -104,12 +106,12 @@ describe('YAxisUnitSelector', () => {
 		);
 		const warningIcon = screen.getByLabelText('warning');
 		expect(warningIcon).toBeInTheDocument();
-		fireEvent.mouseOver(warningIcon);
-		return screen
-			.findByText(
+		await user.hover(warningIcon);
+		await expect(
+			screen.findByText(
 				'Unit mismatch. The metric was sent with unit Seconds (s), but Bytes (B) is selected.',
-			)
-			.then((el) => expect(el).toBeInTheDocument());
+			),
+		).resolves.toBeInTheDocument();
 	});
 
 	it('does not show warning message when compatible unit is selected', () => {
@@ -125,7 +127,7 @@ describe('YAxisUnitSelector', () => {
 		expect(warningIcon).not.toBeInTheDocument();
 	});
 
-	it('uses categories override to render custom units', () => {
+	it('uses categories override to render custom units', async () => {
 		const customCategories = [
 			{
 				name: YAxisCategoryNames.Data,
@@ -147,9 +149,7 @@ describe('YAxisUnitSelector', () => {
 			/>,
 		);
 
-		const select = screen.getByRole('combobox');
-
-		fireEvent.mouseDown(select);
+		await user.click(screen.getByRole('combobox'));
 
 		expect(screen.getByText('Custom Bytes (B)')).toBeInTheDocument();
 		expect(screen.queryByText('Bytes (B)')).not.toBeInTheDocument();

frontend/src/components/YAxisUnitSelector/styles.scss

@@ -4,6 +4,13 @@
 	}
 }
 
+// Re-enable hover on the warning icon: its `.ant-select-arrow` parent sets
+// `pointer-events: none`, which would otherwise suppress the tooltip.
+.y-axis-unit-warning {
+	display: inline-flex;
+	pointer-events: auto;
+}
+
 .warning-state {
 	.ant-select-selector {
 		border-color: var(--bg-amber-400) !important;
@@ -17,3 +24,7 @@
 		right: 28px;
 	}
 }
+
+.y-axis-unit-warning-tooltip {
+	max-width: 240px;
+}

frontend/src/container/MeterExplorer/Explorer/EmptyMeterSearch.module.scss

@@ -0,0 +1,8 @@
+.emptyMeterSearch {
+	display: flex;
+	flex-direction: column;
+	justify-content: center;
+	align-items: center;
+	width: 100%;
+	height: 100%;
+}

frontend/src/container/MeterExplorer/Explorer/EmptyMeterSearch.tsx

@@ -0,0 +1,26 @@
+import { Empty } from 'antd';
+import { Typography } from '@signozhq/ui/typography';
+
+import styles from './EmptyMeterSearch.module.scss';
+
+interface EmptyMeterSearchProps {
+	hasQueryResult?: boolean;
+}
+
+export default function EmptyMeterSearch({
+	hasQueryResult,
+}: EmptyMeterSearchProps): JSX.Element {
+	return (
+		<div className={styles.emptyMeterSearch}>
+			<Empty
+				description={
+					<Typography.Title level={5}>
+						{hasQueryResult
+							? 'No data'
+							: 'Select a metric and run a query to see the results'}
+					</Typography.Title>
+				}
+			/>
+		</div>
+	);
+}

frontend/src/container/MeterExplorer/Explorer/Explorer.styles.scss

@@ -73,34 +73,6 @@
 				margin-top: 10px;
 				margin-bottom: 20px;
 			}
-
-			.empty-meter-search {
-				display: flex;
-				flex-direction: column;
-				justify-content: center;
-				align-items: center;
-				width: 100%;
-				height: 100%;
-			}
-
-			.time-series-view-panel {
-				border-radius: 4px;
-				border: 1px solid var(--l1-border);
-				background: var(--l2-background);
-				padding: 8px !important;
-				margin: 8px;
-			}
-
-			.time-series-container {
-				display: grid;
-				grid-template-columns: repeat(
-					auto-fit,
-					minmax(min(100%, calc(50% - 8px)), 1fr)
-				);
-				gap: 16px;
-				width: 100%;
-				height: fit-content;
-			}
 		}
 	}
 
@@ -113,22 +85,6 @@
 	padding-bottom: 80px;
 }
 
-.meter-time-series-container {
-	display: flex;
-	flex-direction: column;
-	gap: 10px;
-
-	.builder-units-filter {
-		padding: 0 8px;
-		margin-bottom: 0px !important;
-
-		.builder-units-filter-label {
-			margin-bottom: 0px !important;
-			font-size: 12px;
-		}
-	}
-}
-
 .dashboards-and-alerts-popover-container {
 	display: flex;
 	gap: 16px;

frontend/src/container/MeterExplorer/Explorer/MeterLoading.module.scss

@@ -0,0 +1,18 @@
+.loadingMeter {
+	display: flex;
+	justify-content: center;
+	align-items: flex-start;
+	height: 240px;
+	padding: var(--spacing-12) 0;
+}
+
+.loadingMeterContent {
+	display: flex;
+	flex-direction: column;
+	align-items: flex-start;
+}
+
+.loadingGif {
+	height: 72px;
+	margin-left: calc(-1 * var(--spacing-12));
+}

frontend/src/container/MeterExplorer/Explorer/MeterLoading.tsx

@@ -0,0 +1,17 @@
+import { Typography } from '@signozhq/ui/typography';
+import { DataSource } from 'types/common/queryBuilder';
+
+import loadingPlaneUrl from '@/assets/Icons/loading-plane.gif';
+
+import styles from './MeterLoading.module.scss';
+
+export default function MeterLoading(): JSX.Element {
+	return (
+		<div className={styles.loadingMeter}>
+			<div className={styles.loadingMeterContent}>
+				<img className={styles.loadingGif} src={loadingPlaneUrl} alt="wait-icon" />
+				<Typography>Retrieving your {DataSource.METRICS}</Typography>
+			</div>
+		</div>
+	);
+}

frontend/src/container/MeterExplorer/Explorer/TimeSeries.module.scss

@@ -0,0 +1,31 @@
+.meterTimeSeriesContainer {
+	display: flex;
+	flex-direction: column;
+	gap: var(--spacing-5);
+	width: 100%;
+
+	:global(.builder-units-filter) {
+		padding: 0 var(--spacing-4);
+		margin-bottom: 0 !important;
+	}
+
+	:global(.builder-units-filter-label) {
+		margin-bottom: 0 !important;
+		font-size: 12px;
+	}
+}
+
+.timeSeriesContainer {
+	gap: var(--spacing-8);
+	width: 100%;
+	height: 50vh;
+	max-height: 50vh;
+	padding-right: 16px;
+	padding-left: 8px;
+}
+
+.timeSeriesViewPanel {
+	border-radius: 4px;
+	border: 1px solid var(--l1-border);
+	background: var(--l2-background);
+}

frontend/src/container/MeterExplorer/Explorer/TimeSeries.tsx

@@ -1,27 +1,28 @@
-import { useEffect, useMemo } from 'react';
-import { useQueries } from 'react-query';
+import { useMemo, useRef } from 'react';
 // eslint-disable-next-line no-restricted-imports
 import { useSelector } from 'react-redux';
-import { isAxiosError } from 'axios';
 import QueryCancelledPlaceholder from 'components/QueryCancelledPlaceholder';
-import { ENTITY_VERSION_V5 } from 'constants/app';
-import { initialQueryMeterWithType, PANEL_TYPES } from 'constants/queryBuilder';
-import { MAX_QUERY_RETRIES } from 'constants/reactQuery';
-import { REACT_QUERY_KEY } from 'constants/reactQueryKeys';
-import EmptyMetricsSearch from 'container/MetricsExplorer/Explorer/EmptyMetricsSearch';
+import BarChart from 'container/DashboardContainer/visualization/charts/BarChart/BarChart';
 import { BuilderUnitsFilter } from 'container/QueryBuilder/filters/BuilderUnitsFilter';
-import TimeSeriesView from 'container/TimeSeriesView/TimeSeriesView';
-import { convertDataValueToMs } from 'container/TimeSeriesView/utils';
 import { useQueryBuilder } from 'hooks/queryBuilder/useQueryBuilder';
+import { useIsDarkMode } from 'hooks/useDarkMode';
+import { useResizeObserver } from 'hooks/useDimensions';
 import useUrlYAxisUnit from 'hooks/useUrlYAxisUnit';
-import { GetMetricQueryRange } from 'lib/dashboard/getQueryResults';
-import { useErrorModal } from 'providers/ErrorModalProvider';
+import { LegendPosition } from 'lib/uPlotV2/components/types';
+import { prepareChartData } from 'lib/uPlotV2/utils/dataUtils';
+import { useTimezone } from 'providers/Timezone';
 import { AppState } from 'store/reducers';
-import { SuccessResponse } from 'types/api';
-import APIError from 'types/api/error';
-import { MetricRangePayloadProps } from 'types/api/metrics/getQueryRange';
-import { DataSource } from 'types/common/queryBuilder';
 import { GlobalReducer } from 'types/reducer/globalTime';
+import uPlot from 'uplot';
+
+import { buildMeterChartConfig } from './configBuilder';
+import EmptyMeterSearch from './EmptyMeterSearch';
+import MeterLoading from './MeterLoading';
+import styles from './TimeSeries.module.scss';
+import { useTimeSeriesQueries } from './useTimeSeriesQueries';
+import { useTimeSeriesTimeManagement } from './useTimeSeriesTimeManagement';
+
+const WIDGET_ID = 'meter-explorer-bar-chart';
 
 interface TimeSeriesProps {
 	onFetchingStateChange?: (isFetching: boolean) => void;
@@ -32,144 +33,124 @@ function TimeSeries({
 	onFetchingStateChange,
 	isCancelled = false,
 }: TimeSeriesProps): JSX.Element {
+	const graphRef = useRef<HTMLDivElement>(null);
+
 	const { stagedQuery, currentQuery } = useQueryBuilder();
 	const { yAxisUnit, onUnitChange } = useUrlYAxisUnit('');
 
+	const isDarkMode = useIsDarkMode();
+	const { timezone } = useTimezone();
+	const containerDimensions = useResizeObserver(graphRef);
+
 	const {
 		selectedTime: globalSelectedTime,
 		maxTime,
 		minTime,
 	} = useSelector<AppState, GlobalReducer>((state) => state.globalTime);
 
-	const isValidToConvertToMs = useMemo(() => {
-		const isValid: boolean[] = [];
+	const { minTimeScale, maxTimeScale, onDragSelect } =
+		useTimeSeriesTimeManagement({
+			globalSelectedTime,
+			maxTime,
+			minTime,
+		});
 
-		currentQuery.builder.queryData.forEach(
-			({ aggregateAttribute, aggregateOperator }) => {
-				const isExistDurationNanoAttribute =
-					aggregateAttribute?.key === 'durationNano' ||
-					aggregateAttribute?.key === 'duration_nano';
-
-				const isCountOperator =
-					aggregateOperator === 'count' || aggregateOperator === 'count_distinct';
-
-				isValid.push(!isCountOperator && isExistDurationNanoAttribute);
-			},
-		);
-
-		return isValid.every(Boolean);
-	}, [currentQuery]);
-
-	const queryPayloads = useMemo(
-		() => [stagedQuery || initialQueryMeterWithType],
-		[stagedQuery],
-	);
-
-	const { showErrorModal } = useErrorModal();
-
-	const queries = useQueries(
-		queryPayloads.map((payload, index) => ({
-			queryKey: [
-				REACT_QUERY_KEY.GET_QUERY_RANGE,
-				payload,
-				ENTITY_VERSION_V5,
-				globalSelectedTime,
-				maxTime,
-				minTime,
-				index,
-			],
-			queryFn: ({
-				signal,
-			}: {
-				signal?: AbortSignal;
-			}): Promise<SuccessResponse<MetricRangePayloadProps>> =>
-				GetMetricQueryRange(
-					{
-						query: payload,
-						graphType: PANEL_TYPES.BAR,
-						selectedTime: 'GLOBAL_TIME',
-						globalSelectedInterval: globalSelectedTime,
-						params: {
-							dataSource: DataSource.METRICS,
-						},
-					},
-					ENTITY_VERSION_V5,
-					undefined,
-					signal,
-				),
-			enabled: !!payload,
-			retry: (failureCount: number, error: unknown): boolean => {
-				if (isAxiosError(error) && error.code === 'ERR_CANCELED') {
-					return false;
-				}
-
-				let status: number | undefined;
-
-				if (error instanceof APIError) {
-					status = error.getHttpStatusCode();
-				} else if (isAxiosError(error)) {
-					status = error.response?.status;
-				}
-
-				if (status && status >= 400 && status < 500) {
-					return false;
-				}
-
-				return failureCount < MAX_QUERY_RETRIES;
-			},
-			onError: (error: APIError): void => {
-				showErrorModal(error);
-			},
-		})),
-	);
-
-	const isFetching = queries.some((q) => q.isFetching);
-	useEffect(() => {
-		onFetchingStateChange?.(isFetching);
-	}, [isFetching, onFetchingStateChange]);
-
-	const data = useMemo(() => queries.map(({ data }) => data) ?? [], [queries]);
-
-	const responseData = useMemo(
-		() =>
-			data.map((datapoint) =>
-				isValidToConvertToMs ? convertDataValueToMs(datapoint) : datapoint,
-			),
-		[data, isValidToConvertToMs],
-	);
+	const { responseData, isLoading, isError } = useTimeSeriesQueries({
+		stagedQuery,
+		currentQuery,
+		globalSelectedTime,
+		maxTime,
+		minTime,
+		onFetchingStateChange,
+	});
 
 	const hasMetricSelected = useMemo(
 		() => currentQuery.builder.queryData.some((q) => q.aggregateAttribute?.key),
 		[currentQuery],
 	);
 
+	const chartsData = useMemo(() => {
+		return responseData.map((response, index) => {
+			const apiResponse = response?.payload;
+
+			const config = buildMeterChartConfig({
+				id: `${WIDGET_ID}-${index}`,
+				isDarkMode,
+				currentQuery,
+				onDragSelect,
+				apiResponse,
+				timezone,
+				yAxisUnit: yAxisUnit || 'short',
+				minTimeScale,
+				maxTimeScale,
+			});
+
+			const chartData = apiResponse ? prepareChartData(apiResponse) : [];
+
+			return {
+				config,
+				chartData,
+				hasData: chartData.length > 0 && chartData[0]?.length > 0,
+			};
+		});
+	}, [
+		responseData,
+		currentQuery,
+		yAxisUnit,
+		isDarkMode,
+		onDragSelect,
+		timezone,
+		minTimeScale,
+		maxTimeScale,
+	]);
+
+	const hasAnyData = chartsData.some((chart) => chart.hasData);
+
 	return (
-		<div className="meter-time-series-container">
+		<div className={styles.meterTimeSeriesContainer}>
 			<BuilderUnitsFilter onChange={onUnitChange} yAxisUnit={yAxisUnit} />
-			<div className="time-series-container">
-				{!hasMetricSelected && <EmptyMetricsSearch />}
+			<div className={styles.timeSeriesContainer} ref={graphRef}>
+				{!hasMetricSelected && <EmptyMeterSearch />}
 				{isCancelled && hasMetricSelected && (
 					<QueryCancelledPlaceholder subText='Click "Run Query" to load metrics.' />
 				)}
+				{isLoading && hasMetricSelected && !isCancelled && <MeterLoading />}
 				{!isCancelled &&
 					hasMetricSelected &&
-					responseData.map((datapoint, index) => (
-						<div
-							className="time-series-view-panel"
-							// eslint-disable-next-line react/no-array-index-key
-							key={index}
-						>
-							<TimeSeriesView
-								isFilterApplied={false}
-								isError={queries[index].isError}
-								isLoading={queries[index].isLoading}
-								data={datapoint}
-								dataSource={DataSource.METRICS}
-								yAxisUnit={yAxisUnit}
-								panelType={PANEL_TYPES.BAR}
-							/>
-						</div>
-					))}
+					!isLoading &&
+					!isError &&
+					!hasAnyData && (
+						<EmptyMeterSearch hasQueryResult={responseData[0] !== undefined} />
+					)}
+				{!isCancelled &&
+					hasMetricSelected &&
+					!isLoading &&
+					!isError &&
+					containerDimensions.width > 0 &&
+					containerDimensions.height > 0 &&
+					chartsData.map(
+						(chart, index) =>
+							chart.hasData && (
+								<div
+									className={styles.timeSeriesViewPanel}
+									// oxlint-disable-next-line react/no-array-index-key -- query responses have no stable ID
+									key={`${WIDGET_ID}-${index}`}
+								>
+									<BarChart
+										config={chart.config}
+										legendConfig={{
+											position: LegendPosition.BOTTOM,
+										}}
+										data={chart.chartData as uPlot.AlignedData}
+										width={containerDimensions.width}
+										height={containerDimensions.height}
+										isStackedBarChart
+										yAxisUnit={yAxisUnit || 'short'}
+										timezone={timezone}
+									/>
+								</div>
+							),
+					)}
 			</div>
 		</div>
 	);

frontend/src/container/MeterExplorer/Explorer/configBuilder.ts

@@ -0,0 +1,117 @@
+import { Timezone } from 'components/CustomTimePicker/timezoneUtils';
+import { PANEL_TYPES } from 'constants/queryBuilder';
+import { getInitialStackedBands } from 'container/DashboardContainer/visualization/charts/utils/stackSeriesUtils';
+import { getLegend } from 'lib/dashboard/getQueryResults';
+import getLabelName from 'lib/getLabelName';
+import {
+	DrawStyle,
+	SelectionPreferencesSource,
+} from 'lib/uPlotV2/config/types';
+import { UPlotConfigBuilder } from 'lib/uPlotV2/config/UPlotConfigBuilder';
+import { get } from 'lodash-es';
+import { MetricRangePayloadProps } from 'types/api/metrics/getQueryRange';
+import { Query } from 'types/api/queryBuilder/queryBuilderData';
+import uPlot from 'uplot';
+
+export interface MeterChartConfigProps {
+	id: string;
+	isDarkMode: boolean;
+	currentQuery: Query;
+	onDragSelect: (startTime: number, endTime: number) => void;
+	apiResponse?: MetricRangePayloadProps;
+	timezone: Timezone;
+	yAxisUnit: string;
+	minTimeScale?: number;
+	maxTimeScale?: number;
+}
+
+export function buildMeterChartConfig({
+	id,
+	isDarkMode,
+	currentQuery,
+	onDragSelect,
+	apiResponse,
+	timezone,
+	yAxisUnit,
+	minTimeScale,
+	maxTimeScale,
+}: MeterChartConfigProps): UPlotConfigBuilder {
+	const stepIntervals = get(
+		apiResponse,
+		'data.newResult.meta.stepIntervals',
+		{},
+	) as Record<string, number>;
+	const minStepInterval = Object.keys(stepIntervals).length
+		? Math.min(...Object.values(stepIntervals))
+		: undefined;
+
+	const tzDate = (timestamp: number): Date =>
+		uPlot.tzDate(new Date(timestamp * 1e3), timezone.value);
+
+	const builder = new UPlotConfigBuilder({
+		id,
+		onDragSelect,
+		tzDate,
+		selectionPreferencesSource: SelectionPreferencesSource.IN_MEMORY,
+		stepInterval: minStepInterval,
+	});
+
+	builder.addScale({
+		scaleKey: 'x',
+		time: true,
+		min: minTimeScale,
+		max: maxTimeScale,
+	});
+
+	builder.addScale({
+		scaleKey: 'y',
+		time: false,
+	});
+
+	builder.addAxis({
+		scaleKey: 'x',
+		show: true,
+		side: 2,
+		isDarkMode,
+		panelType: PANEL_TYPES.BAR,
+	});
+
+	builder.addAxis({
+		scaleKey: 'y',
+		show: true,
+		side: 3,
+		isDarkMode,
+		yAxisUnit,
+		panelType: PANEL_TYPES.BAR,
+	});
+
+	if (!apiResponse?.data?.result) {
+		return builder;
+	}
+
+	const seriesCount = (apiResponse.data.result.length ?? 0) + 1;
+	builder.setBands(getInitialStackedBands(seriesCount));
+
+	apiResponse.data.result.forEach((series) => {
+		const baseLabelName = getLabelName(
+			series.metric,
+			series.queryName || '',
+			series.legend || '',
+		);
+
+		const label = getLegend(series, currentQuery, baseLabelName);
+		const currentStepInterval = get(stepIntervals, series.queryName, undefined);
+
+		builder.addSeries({
+			scaleKey: 'y',
+			drawStyle: DrawStyle.Bar,
+			label,
+			colorMapping: {},
+			isDarkMode,
+			stepInterval: currentStepInterval,
+			metric: series.metric,
+		});
+	});
+
+	return builder;
+}

frontend/src/container/MeterExplorer/Explorer/useTimeSeriesQueries.ts

@@ -0,0 +1,146 @@
+import { useEffect, useMemo } from 'react';
+import { useQueries } from 'react-query';
+import { isAxiosError } from 'axios';
+import { ENTITY_VERSION_V5 } from 'constants/app';
+import { initialQueryMeterWithType, PANEL_TYPES } from 'constants/queryBuilder';
+import { MAX_QUERY_RETRIES } from 'constants/reactQuery';
+import { REACT_QUERY_KEY } from 'constants/reactQueryKeys';
+import {
+	CustomTimeType,
+	Time,
+} from 'container/TopNav/DateTimeSelectionV2/types';
+import { convertDataValueToMs } from 'container/TimeSeriesView/utils';
+import { GetMetricQueryRange } from 'lib/dashboard/getQueryResults';
+import { useErrorModal } from 'providers/ErrorModalProvider';
+import { SuccessResponse } from 'types/api';
+import APIError from 'types/api/error';
+import { MetricRangePayloadProps } from 'types/api/metrics/getQueryRange';
+import { Query } from 'types/api/queryBuilder/queryBuilderData';
+import { DataSource } from 'types/common/queryBuilder';
+
+interface UseTimeSeriesQueriesProps {
+	stagedQuery: Query | null;
+	currentQuery: Query;
+	globalSelectedTime: Time | CustomTimeType;
+	maxTime: number;
+	minTime: number;
+	onFetchingStateChange?: (isFetching: boolean) => void;
+}
+
+interface UseTimeSeriesQueriesResult {
+	responseData: (SuccessResponse<MetricRangePayloadProps> | undefined)[];
+	isLoading: boolean;
+	isError: boolean;
+}
+
+export function useTimeSeriesQueries({
+	stagedQuery,
+	currentQuery,
+	globalSelectedTime,
+	maxTime,
+	minTime,
+	onFetchingStateChange,
+}: UseTimeSeriesQueriesProps): UseTimeSeriesQueriesResult {
+	const { showErrorModal } = useErrorModal();
+
+	const isValidToConvertToMs = useMemo(() => {
+		const isValid: boolean[] = [];
+
+		currentQuery.builder.queryData.forEach(
+			({ aggregateAttribute, aggregateOperator }) => {
+				const isExistDurationNanoAttribute =
+					aggregateAttribute?.key === 'durationNano' ||
+					aggregateAttribute?.key === 'duration_nano';
+
+				const isCountOperator =
+					aggregateOperator === 'count' || aggregateOperator === 'count_distinct';
+
+				isValid.push(!isCountOperator && isExistDurationNanoAttribute);
+			},
+		);
+
+		return isValid.every(Boolean);
+	}, [currentQuery]);
+
+	const queryPayloads = useMemo(
+		() => [stagedQuery || initialQueryMeterWithType],
+		[stagedQuery],
+	);
+
+	const queries = useQueries(
+		queryPayloads.map((payload, index) => ({
+			queryKey: [
+				REACT_QUERY_KEY.GET_QUERY_RANGE,
+				payload,
+				ENTITY_VERSION_V5,
+				globalSelectedTime,
+				maxTime,
+				minTime,
+				index,
+			],
+			queryFn: ({
+				signal,
+			}: {
+				signal?: AbortSignal;
+			}): Promise<SuccessResponse<MetricRangePayloadProps>> =>
+				GetMetricQueryRange(
+					{
+						query: payload,
+						graphType: PANEL_TYPES.BAR,
+						selectedTime: 'GLOBAL_TIME',
+						globalSelectedInterval: globalSelectedTime,
+						params: {
+							dataSource: DataSource.METRICS,
+						},
+					},
+					ENTITY_VERSION_V5,
+					undefined,
+					signal,
+				),
+			enabled: !!payload,
+			retry: (failureCount: number, error: unknown): boolean => {
+				if (isAxiosError(error) && error.code === 'ERR_CANCELED') {
+					return false;
+				}
+
+				let status: number | undefined;
+
+				if (error instanceof APIError) {
+					status = error.getHttpStatusCode();
+				} else if (isAxiosError(error)) {
+					status = error.response?.status;
+				}
+
+				if (status && status >= 400 && status < 500) {
+					return false;
+				}
+
+				return failureCount < MAX_QUERY_RETRIES;
+			},
+			onError: (error: APIError): void => {
+				showErrorModal(error);
+			},
+		})),
+	);
+
+	const isFetching = queries.some((q) => q.isFetching);
+	useEffect(() => {
+		onFetchingStateChange?.(isFetching);
+	}, [isFetching, onFetchingStateChange]);
+
+	const responseData = useMemo(() => {
+		const data = queries.map(({ data }) => data) ?? [];
+		return data.map((datapoint) =>
+			isValidToConvertToMs ? convertDataValueToMs(datapoint) : datapoint,
+		);
+	}, [queries, isValidToConvertToMs]);
+
+	const isLoading = queries.some((q) => q.isLoading);
+	const isError = queries.some((q) => q.isError);
+
+	return {
+		responseData,
+		isLoading,
+		isError,
+	};
+}

frontend/src/container/MeterExplorer/Explorer/useTimeSeriesTimeManagement.ts

@@ -0,0 +1,102 @@
+import { useCallback, useEffect, useState } from 'react';
+// eslint-disable-next-line no-restricted-imports
+import { useDispatch } from 'react-redux';
+import { useLocation } from 'react-router-dom';
+import { QueryParams } from 'constants/query';
+import {
+	CustomTimeType,
+	Time,
+} from 'container/TopNav/DateTimeSelectionV2/types';
+import useUrlQuery from 'hooks/useUrlQuery';
+import GetMinMax from 'lib/getMinMax';
+import getTimeString from 'lib/getTimeString';
+import history from 'lib/history';
+import { UpdateTimeInterval } from 'store/actions';
+import { getTimeRange } from 'utils/getTimeRange';
+
+interface UseTimeSeriesTimeManagementProps {
+	globalSelectedTime: Time | CustomTimeType;
+	maxTime: number;
+	minTime: number;
+}
+
+interface UseTimeSeriesTimeManagementResult {
+	minTimeScale: number | undefined;
+	maxTimeScale: number | undefined;
+	onDragSelect: (start: number, end: number) => void;
+}
+
+export function useTimeSeriesTimeManagement({
+	globalSelectedTime,
+	maxTime,
+	minTime,
+}: UseTimeSeriesTimeManagementProps): UseTimeSeriesTimeManagementResult {
+	const dispatch = useDispatch();
+	const urlQuery = useUrlQuery();
+	const location = useLocation();
+
+	const [minTimeScale, setMinTimeScale] = useState<number>();
+	const [maxTimeScale, setMaxTimeScale] = useState<number>();
+
+	useEffect((): void => {
+		const { startTime, endTime } = getTimeRange();
+		setMinTimeScale(startTime);
+		setMaxTimeScale(endTime);
+	}, [maxTime, minTime, globalSelectedTime]);
+
+	const onDragSelect = useCallback(
+		(start: number, end: number): void => {
+			const startTimestamp = Math.trunc(start);
+			const endTimestamp = Math.trunc(end);
+
+			if (startTimestamp !== endTimestamp) {
+				dispatch(UpdateTimeInterval('custom', [startTimestamp, endTimestamp]));
+			}
+
+			const { maxTime, minTime } = GetMinMax('custom', [
+				startTimestamp,
+				endTimestamp,
+			]);
+
+			urlQuery.set(QueryParams.startTime, minTime.toString());
+			urlQuery.set(QueryParams.endTime, maxTime.toString());
+			urlQuery.delete(QueryParams.relativeTime);
+			const generatedUrl = `${location.pathname}?${urlQuery.toString()}`;
+			history.push(generatedUrl);
+		},
+		[dispatch, location.pathname, urlQuery],
+	);
+
+	const handleBackNavigation = useCallback((): void => {
+		const searchParams = new URLSearchParams(window.location.search);
+		const startTime = searchParams.get(QueryParams.startTime);
+		const endTime = searchParams.get(QueryParams.endTime);
+		const relativeTime = searchParams.get(
+			QueryParams.relativeTime,
+		) as CustomTimeType;
+
+		if (relativeTime) {
+			dispatch(UpdateTimeInterval(relativeTime));
+		} else if (startTime && endTime && startTime !== endTime) {
+			dispatch(
+				UpdateTimeInterval('custom', [
+					parseInt(getTimeString(startTime), 10),
+					parseInt(getTimeString(endTime), 10),
+				]),
+			);
+		}
+	}, [dispatch]);
+
+	useEffect(() => {
+		window.addEventListener('popstate', handleBackNavigation);
+		return (): void => {
+			window.removeEventListener('popstate', handleBackNavigation);
+		};
+	}, [handleBackNavigation]);
+
+	return {
+		minTimeScale,
+		maxTimeScale,
+		onDragSelect,
+	};
+}

frontend/src/container/PublicDashboardContainer/Panel.tsx

@@ -79,13 +79,11 @@ function Panel({
 		},
 		ENTITY_VERSION_V5,
 		{
-			queryKey: [
-				widget?.query,
-				widget?.panelTypes,
-				requestData,
-				startTime,
-				endTime,
-			],
+			// Public data is fetched by index and the payload redacts each widget's
+			// filters, so query bodies are identical across panels. Key on panel
+			// identity + time — the only inputs that determine the response — so
+			// panels don't collapse onto one cache entry.
+			queryKey: [widget?.id, index, startTime, endTime],
 			retry(failureCount, error): boolean {
 				if (
 					String(error).includes('status: error') &&

frontend/src/container/PublicDashboardContainer/__tests__/Panel.test.tsx

@@ -0,0 +1,79 @@
+import { PANEL_TYPES } from 'constants/queryBuilder';
+import { render } from 'tests/test-utils';
+import { Widgets } from 'types/api/dashboard/getAll';
+
+import Panel from '../Panel';
+
+const useGetQueryRangeMock = jest.fn();
+
+jest.mock('hooks/queryBuilder/useGetQueryRange', () => ({
+	useGetQueryRange: (...args: unknown[]): unknown => {
+		useGetQueryRangeMock(...args);
+		return {
+			data: undefined,
+			isFetching: false,
+			isLoading: false,
+			isSuccess: true,
+			isError: false,
+		};
+	},
+}));
+
+jest.mock('container/GridCardLayout/GridCard/WidgetGraphComponent', () => ({
+	__esModule: true,
+	default: (): JSX.Element => <div data-testid="widget-graph" />,
+}));
+
+const buildWidget = (id: string): Widgets =>
+	({
+		id,
+		panelTypes: PANEL_TYPES.LIST,
+		query: {
+			builder: {
+				queryData: [{ dataSource: 'logs', limit: 100, orderBy: [] }],
+			},
+		},
+		timePreferance: 'GLOBAL_TIME',
+	}) as unknown as Widgets;
+
+describe('Public dashboard Panel', () => {
+	beforeEach(() => {
+		useGetQueryRangeMock.mockClear();
+	});
+
+	it('keys each panel by widget id + index so identical queries do not collide (bug 5503)', () => {
+		render(
+			<>
+				<Panel
+					widget={buildWidget('widget-a')}
+					index={2}
+					dashboardId="dash-1"
+					startTime={100}
+					endTime={200}
+				/>
+				<Panel
+					widget={buildWidget('widget-b')}
+					index={62}
+					dashboardId="dash-1"
+					startTime={100}
+					endTime={200}
+				/>
+			</>,
+		);
+
+		const [callA, callB] = useGetQueryRangeMock.mock.calls;
+		const queryKeyA = callA[2].queryKey;
+		const metaA = callA[4];
+		const queryKeyB = callB[2].queryKey;
+		const metaB = callB[4];
+
+		// Key is panel identity + time only — the redacted query body is not part
+		// of it, so identical query bodies can't collapse two panels onto one key.
+		expect(queryKeyA).toStrictEqual(['widget-a', 2, 100, 200]);
+		expect(queryKeyB).toStrictEqual(['widget-b', 62, 100, 200]);
+		expect(queryKeyA).not.toStrictEqual(queryKeyB);
+
+		expect(metaA.widgetIndex).toBe(2);
+		expect(metaB.widgetIndex).toBe(62);
+	});
+});

frontend/src/container/TimeSeriesView/TimeSeriesView.tsx

@@ -30,6 +30,7 @@ import useUrlQuery from 'hooks/useUrlQuery';
 import GetMinMax from 'lib/getMinMax';
 import getTimeString from 'lib/getTimeString';
 import history from 'lib/history';
+import { stackSeries } from 'container/DashboardContainer/visualization/charts/utils/stackSeriesUtils';
 import { getUPlotChartOptions } from 'lib/uPlotLib/getUplotChartOptions';
 import { getUPlotChartData } from 'lib/uPlotLib/utils/getUplotChartData';
 import { isEmpty } from 'lodash-es';
@@ -57,6 +58,7 @@ function TimeSeriesView({
 	dataSource,
 	setWarning,
 	panelType = PANEL_TYPES.TIME_SERIES,
+	stackBarChart = false,
 }: TimeSeriesViewProps): JSX.Element {
 	const graphRef = useRef<HTMLDivElement>(null);
 
@@ -65,11 +67,23 @@ function TimeSeriesView({
 	const location = useLocation();
 	const { currentQuery } = useQueryBuilder();
 
-	const chartData = useMemo(
+	const rawChartData = useMemo(
 		() => getUPlotChartData(data?.payload),
 		[data?.payload],
 	);
 
+	const { chartData, stackedBands } = useMemo(() => {
+		if (!stackBarChart || !rawChartData || rawChartData.length < 2) {
+			return { chartData: rawChartData, stackedBands: null };
+		}
+		const noSeriesHidden = (): boolean => false;
+		const { data: stacked, bands } = stackSeries(
+			rawChartData as uPlot.AlignedData,
+			noSeriesHidden,
+		);
+		return { chartData: stacked, stackedBands: bands };
+	}, [rawChartData, stackBarChart]);
+
 	useEffect(() => {
 		if (data?.payload) {
 			setWarning?.(data?.warning);
@@ -189,7 +203,7 @@ function TimeSeriesView({
 
 	const { timezone } = useTimezone();
 
-	const chartOptions = getUPlotChartOptions({
+	const baseChartOptions = getUPlotChartOptions({
 		id: 'time-series-explorer',
 		onDragSelect,
 		yAxisUnit: yAxisUnit || '',
@@ -222,6 +236,14 @@ function TimeSeriesView({
 		},
 	});
 
+	const chartOptions = useMemo(
+		() =>
+			stackedBands
+				? { ...baseChartOptions, bands: stackedBands }
+				: baseChartOptions,
+		[baseChartOptions, stackedBands],
+	);
+
 	return (
 		<div className="time-series-view">
 			{isError && error && <ErrorInPlace error={error as APIError} />}
@@ -282,6 +304,7 @@ interface TimeSeriesViewProps {
 	dataSource: DataSource;
 	setWarning?: Dispatch<SetStateAction<Warning | undefined>>;
 	panelType?: PANEL_TYPES;
+	stackBarChart?: boolean;
 }
 
 TimeSeriesView.defaultProps = {
@@ -290,6 +313,7 @@ TimeSeriesView.defaultProps = {
 	error: undefined,
 	setWarning: undefined,
 	panelType: PANEL_TYPES.TIME_SERIES,
+	stackBarChart: false,
 };
 
 export default TimeSeriesView;

frontend/src/pages/DashboardPageV2/DashboardContainer/DashboardPageToolbar/index.tsx

@@ -4,7 +4,6 @@ import { toast } from '@signozhq/ui/sonner';
 import logEvent from 'api/common/logEvent';
 import {
 	lockDashboardV2,
-	patchDashboardV2,
 	unlockDashboardV2,
 } from 'api/generated/services/dashboard';
 import type {
@@ -18,6 +17,7 @@ import { useErrorModal } from 'providers/ErrorModalProvider';
 import APIError from 'types/api/error';
 
 import { useCreatePanel } from '../hooks/useCreatePanel';
+import { useOptimisticPatch } from '../hooks/useOptimisticPatch';
 import PanelTypeSelectionModal from '../PanelsAndSectionsLayout/Panel/PanelTypeSelectionModal/PanelTypeSelectionModal';
 import DashboardActions from './DashboardActions/DashboardActions';
 import DashboardInfo from './DashboardInfo/DashboardInfo';
@@ -51,6 +51,7 @@ function DashboardPageToolbar(props: DashboardPageToolbarProps): JSX.Element {
 
 	const { user } = useAppContext();
 	const { showErrorModal } = useErrorModal();
+	const { patchAsync } = useOptimisticPatch();
 	const { isPickerOpen, openPicker, closePicker, createPanel } =
 		useCreatePanel();
 
@@ -88,14 +89,13 @@ function DashboardPageToolbar(props: DashboardPageToolbarProps): JSX.Element {
 						value: next,
 					},
 				];
-				await patchDashboardV2({ id }, patch);
+				await patchAsync(patch);
 				toast.success('Dashboard renamed successfully');
-				refetch();
 			} catch (error) {
 				showErrorModal(error as APIError);
 			}
 		},
-		[id, refetch, showErrorModal],
+		[id, patchAsync, showErrorModal],
 	);
 
 	const { isEditing, draft, setDraft, startEdit, cancel, commit } =

frontend/src/pages/DashboardPageV2/DashboardContainer/DashboardSettings/Overview/index.tsx

@@ -1,5 +1,4 @@
 import { useCallback, useEffect, useMemo, useState } from 'react';
-import { patchDashboardV2 } from 'api/generated/services/dashboard';
 import type {
 	DashboardtypesGettableDashboardV2DTO,
 	DashboardtypesJSONPatchOperationDTO,
@@ -9,7 +8,7 @@ import { isEqual } from 'lodash-es';
 import { useErrorModal } from 'providers/ErrorModalProvider';
 import APIError from 'types/api/error';
 
-import { useDashboardStore } from '../../store/useDashboardStore';
+import { useOptimisticPatch } from '../../hooks/useOptimisticPatch';
 import CrossPanelSync from './CrossPanelSync/CrossPanelSync';
 import DashboardInfoForm from './DashboardInfoForm/DashboardInfoForm';
 import UnsavedChangesFooter from './UnsavedChangesFooter/UnsavedChangesFooter';
@@ -23,7 +22,7 @@ interface OverviewProps {
 function Overview({ dashboard }: OverviewProps): JSX.Element {
 	const id = dashboard.id;
 
-	const refetch = useDashboardStore((s) => s.refetch);
+	const { patchAsync } = useOptimisticPatch();
 
 	const title = dashboard.spec.display.name;
 	const description = dashboard.spec.display.description ?? '';
@@ -96,15 +95,14 @@ function Overview({ dashboard }: OverviewProps): JSX.Element {
 
 		try {
 			setIsSaving(true);
-			await patchDashboardV2({ id }, ops);
+			await patchAsync(ops);
 			toast.success('Dashboard updated');
-			refetch();
 		} catch (error) {
 			showErrorModal(error as APIError);
 		} finally {
 			setIsSaving(false);
 		}
-	}, [id, buildPatch, refetch, showErrorModal]);
+	}, [buildPatch, patchAsync, showErrorModal]);
 
 	useEffect(() => {
 		let numberOfUnsavedChanges = 0;

frontend/src/pages/DashboardPageV2/DashboardContainer/DashboardSettings/Variables/useSaveVariables.ts

@@ -1,9 +1,9 @@
 import { useCallback, useState } from 'react';
-import { patchDashboardV2 } from 'api/generated/services/dashboard';
 import { toast } from '@signozhq/ui/sonner';
 import { useErrorModal } from 'providers/ErrorModalProvider';
 import APIError from 'types/api/error';
 
+import { useOptimisticPatch } from '../../hooks/useOptimisticPatch';
 import { useDashboardStore } from '../../store/useDashboardStore';
 import { formModelToDto } from './variableAdapters';
 import type { VariableFormModel } from './variableFormModel';
@@ -14,14 +14,9 @@ interface UseSaveVariables {
 	isSaving: boolean;
 }
 
-/**
- * Persists the dashboard's variable list via a single `/spec/variables` patch,
- * then refetches. Mirrors the General-settings save flow (patch → toast →
- * refetch → surface errors).
- */
 export function useSaveVariables(): UseSaveVariables {
 	const dashboardId = useDashboardStore((s) => s.dashboardId);
-	const refetch = useDashboardStore((s) => s.refetch);
+	const { patchAsync } = useOptimisticPatch();
 	const { showErrorModal } = useErrorModal();
 	const [isSaving, setIsSaving] = useState(false);
 
@@ -33,9 +28,8 @@ export function useSaveVariables(): UseSaveVariables {
 			const dtos = variables.map(formModelToDto);
 			try {
 				setIsSaving(true);
-				await patchDashboardV2({ id: dashboardId }, buildVariablesPatch(dtos));
+				await patchAsync(buildVariablesPatch(dtos));
 				toast.success('Variables updated');
-				refetch();
 				return true;
 			} catch (error) {
 				showErrorModal(error as APIError);
@@ -44,7 +38,7 @@ export function useSaveVariables(): UseSaveVariables {
 				setIsSaving(false);
 			}
 		},
-		[dashboardId, refetch, showErrorModal],
+		[dashboardId, patchAsync, showErrorModal],
 	);
 
 	return { save, isSaving };

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/ConfigPane/ConfigPane.tsx

@@ -40,6 +40,8 @@ interface ConfigPaneProps {
 	 */
 	panel: DashboardtypesPanelDTO;
 	panelId: string;
+	/** Unit the selected metric was sent with; drives the unit selector's mismatch warning. */
+	metricUnit?: string;
 }
 
 /**
@@ -58,6 +60,7 @@ function ConfigPane({
 	stepInterval,
 	panel,
 	panelId,
+	metricUnit,
 }: ConfigPaneProps): JSX.Element {
 	const panelKind = spec.plugin.kind;
 	const definition = getPanelDefinition(panelKind);
@@ -118,6 +121,7 @@ function ConfigPane({
 									onChangePanelKind={onChangePanelKind}
 									queryType={queryType}
 									stepInterval={stepInterval}
+									metricUnit={metricUnit}
 								/>
 							))}
 						</div>

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/ConfigPane/SectionSlot/SectionSlot.tsx

@@ -34,6 +34,7 @@ function SectionSlot({
 	onChangePanelKind,
 	queryType,
 	stepInterval,
+	metricUnit,
 }: SectionSlotProps): JSX.Element | null {
 	// A kind can hide a section based on current spec state (e.g. Histogram legend once
 	// queries are merged) — skip it before resolving the editor.
@@ -74,6 +75,7 @@ function SectionSlot({
 				onChangePanelKind={onChangePanelKind}
 				queryType={queryType}
 				stepInterval={stepInterval}
+				metricUnit={metricUnit}
 			/>
 		</SettingsSection>
 	);

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/ConfigPane/sectionContext.ts

@@ -19,4 +19,6 @@ export interface SectionEditorContext {
 	yAxisUnit?: string;
 	queryType?: EQueryType;
 	stepInterval?: number;
+	/** Unit the selected metric was sent with; drives the unit selector's mismatch warning. */
+	metricUnit?: string;
 }

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/ConfigPane/sections/ChartAppearanceSection/DisconnectValuesField.tsx

@@ -46,11 +46,10 @@ function DisconnectValuesField({
 	onChange,
 }: DisconnectValuesFieldProps): JSX.Element {
 	const duration = value?.fillLessThan || undefined;
-	const isThreshold = !!duration;
-	// Remember the last threshold so toggling Never → Threshold restores it.
-	const [lastDuration, setLastDuration] = useState(
-		duration ?? defaultDuration(stepInterval),
-	);
+	// `fillOnlyBelow` is authoritative; fall back to a stored duration for legacy panels.
+	const isThreshold = value?.fillOnlyBelow ?? !!duration;
+	// Remember the last committed threshold so Never → Threshold restores it.
+	const [lastDuration, setLastDuration] = useState<string | undefined>(duration);
 
 	useEffect(() => {
 		if (duration) {
@@ -59,11 +58,17 @@ function DisconnectValuesField({
 	}, [duration]);
 
 	const handleMode = (mode: DisconnectValuesMode): void => {
-		onChange(
-			mode === DisconnectValuesMode.THRESHOLD
-				? { ...value, fillLessThan: lastDuration }
-				: undefined,
-		);
+		if (mode === DisconnectValuesMode.THRESHOLD) {
+			onChange({
+				...value,
+				fillOnlyBelow: true,
+				// Seed from the live stepInterval (async — undefined until results load), not mount.
+				fillLessThan: lastDuration ?? defaultDuration(stepInterval),
+			});
+			return;
+		}
+		// Never spans every gap; drop the duration so the renderer reads a clean "span all".
+		onChange({ ...value, fillOnlyBelow: false, fillLessThan: undefined });
 	};
 
 	return (
@@ -79,14 +84,16 @@ function DisconnectValuesField({
 					onChange={handleMode}
 				/>
 			</div>
-			{isThreshold && (
+			{isThreshold && duration && (
 				<div className={styles.field}>
 					<Typography.Text>Threshold value</Typography.Text>
 					<DisconnectValuesThresholdInput
 						testId={`${testId}-value`}
-						value={lastDuration}
+						value={duration}
 						minValue={stepInterval}
-						onChange={(next): void => onChange({ ...value, fillLessThan: next })}
+						onChange={(next): void =>
+							onChange({ ...value, fillOnlyBelow: true, fillLessThan: next })
+						}
 					/>
 				</div>
 			)}

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/ConfigPane/sections/ChartAppearanceSection/DisconnectValuesThresholdInput.tsx

@@ -14,6 +14,28 @@ interface DisconnectValuesThresholdInputProps {
 	onChange: (duration: string) => void;
 }
 
+/**
+ * Inline error for a raw duration, or `null` when valid and in range. The parse is
+ * guarded: `isValidTimeSpan` passes some strings `intervalToSeconds` throws on (e.g. "5x").
+ */
+function validationError(raw: string, minValue?: number): string | null {
+	let seconds: number;
+	try {
+		seconds = rangeUtil.isValidTimeSpan(raw)
+			? rangeUtil.intervalToSeconds(raw)
+			: NaN;
+	} catch {
+		seconds = NaN;
+	}
+	if (!Number.isFinite(seconds) || seconds <= 0) {
+		return 'Enter a valid duration (e.g. 30s, 1m, 1h)';
+	}
+	if (minValue !== undefined && seconds < minValue) {
+		return `Threshold should be > ${rangeUtil.secondsToHms(minValue)}`;
+	}
+	return null;
+}
+
 /**
  * Duration input for the span-gaps threshold: shows/accepts and reports a human
  * duration ("30s", "1m", "1h"), which is the value stored verbatim in
@@ -36,24 +58,21 @@ function DisconnectValuesThresholdInput({
 		setError(null);
 	}, [value]);
 
+	// Validate live so an invalid entry surfaces immediately, not only on blur.
+	const handleText = (raw: string): void => {
+		setText(raw);
+		setError(raw ? validationError(raw, minValue) : null);
+	};
+
 	const commit = (raw: string): void => {
-		if (!raw) {
+		// Skip no-op commits: blur fires when clicking the Never toggle, and re-emitting
+		// the unchanged value there would race the toggle and snap back to Threshold.
+		if (!raw || raw === value) {
 			return;
 		}
-		let seconds: number;
-		try {
-			seconds = rangeUtil.isValidTimeSpan(raw)
-				? rangeUtil.intervalToSeconds(raw)
-				: NaN;
-		} catch {
-			seconds = NaN;
-		}
-		if (!Number.isFinite(seconds) || seconds <= 0) {
-			setError('Enter a valid duration (e.g. 30s, 1m, 1h)');
-			return;
-		}
-		if (minValue !== undefined && seconds < minValue) {
-			setError(`Threshold should be > ${rangeUtil.secondsToHms(minValue)}`);
+		const message = validationError(raw, minValue);
+		if (message) {
+			setError(message);
 			return;
 		}
 		setError(null);
@@ -69,12 +88,9 @@ function DisconnectValuesThresholdInput({
 				status={error ? 'error' : undefined}
 				prefix={<span className={styles.thresholdPrefix}>&gt;</span>}
 				value={text}
-				onChange={(e: ChangeEvent<HTMLInputElement>): void => {
-					setText(e.target.value);
-					if (error) {
-						setError(null);
-					}
-				}}
+				onChange={(e: ChangeEvent<HTMLInputElement>): void =>
+					handleText(e.target.value)
+				}
 				onBlur={(e): void => commit(e.currentTarget.value)}
 				onKeyDown={(e): void => {
 					if (e.key === 'Enter') {

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/ConfigPane/sections/ChartAppearanceSection/__tests__/ChartAppearanceSection.test.tsx

@@ -1,9 +1,34 @@
+import { useState } from 'react';
 import { render, screen } from '@testing-library/react';
 import userEvent from '@testing-library/user-event';
-import { DashboardtypesLineStyleDTO } from 'api/generated/services/sigNoz.schemas';
+import {
+	DashboardtypesLineStyleDTO,
+	type DashboardtypesTimeSeriesChartAppearanceDTO,
+} from 'api/generated/services/sigNoz.schemas';
 
 import ChartAppearanceSection from '../ChartAppearanceSection';
 
+/** Stateful wrapper that feeds onChange back as the spec, mirroring the real editor. */
+function StatefulSpanGaps({
+	initial,
+	stepInterval,
+}: {
+	initial?: DashboardtypesTimeSeriesChartAppearanceDTO;
+	stepInterval?: number;
+}): JSX.Element {
+	const [value, setValue] = useState<
+		DashboardtypesTimeSeriesChartAppearanceDTO | undefined
+	>(initial);
+	return (
+		<ChartAppearanceSection
+			value={value}
+			controls={{ spanGaps: true }}
+			stepInterval={stepInterval}
+			onChange={setValue}
+		/>
+	);
+}
+
 // Open the antd Select by clicking its selector, then pick the option by label. The
 // line-style and fill-mode controls are ConfigSegmented (buttons), so this helper is
 // only used for the line-interpolation ConfigSelect.
@@ -139,7 +164,7 @@ describe('ChartAppearanceSection', () => {
 		await user.click(screen.getByText('Threshold'));
 
 		expect(onChange).toHaveBeenLastCalledWith({
-			spanGaps: { fillLessThan: '1m' },
+			spanGaps: { fillOnlyBelow: true, fillLessThan: '1m' },
 		});
 	});
 
@@ -162,7 +187,7 @@ describe('ChartAppearanceSection', () => {
 		await user.tab();
 
 		expect(onChange).toHaveBeenLastCalledWith({
-			spanGaps: { fillLessThan: '5m' },
+			spanGaps: { fillOnlyBelow: true, fillLessThan: '5m' },
 		});
 	});
 
@@ -183,7 +208,7 @@ describe('ChartAppearanceSection', () => {
 		await user.tab();
 
 		expect(onChange).toHaveBeenLastCalledWith({
-			spanGaps: { fillLessThan: '300' },
+			spanGaps: { fillOnlyBelow: true, fillLessThan: '300' },
 		});
 	});
 
@@ -200,7 +225,24 @@ describe('ChartAppearanceSection', () => {
 
 		await user.click(screen.getByText('Never'));
 
-		expect(onChange).toHaveBeenLastCalledWith({ spanGaps: undefined });
+		expect(onChange).toHaveBeenLastCalledWith({
+			spanGaps: { fillOnlyBelow: false, fillLessThan: undefined },
+		});
+	});
+
+	it('selects Never when fillOnlyBelow is false even if a duration lingers', () => {
+		render(
+			<ChartAppearanceSection
+				value={{ spanGaps: { fillOnlyBelow: false, fillLessThan: '1m' } }}
+				controls={{ spanGaps: true }}
+				onChange={jest.fn()}
+			/>,
+		);
+
+		// The flag is authoritative: a stale fillLessThan must not show Threshold.
+		expect(
+			screen.queryByTestId('panel-editor-v2-span-gaps-value'),
+		).not.toBeInTheDocument();
 	});
 
 	it('shows an error and does not commit an invalid duration', async () => {
@@ -244,4 +286,117 @@ describe('ChartAppearanceSection', () => {
 		expect(screen.getByText(/Threshold should be >/)).toBeInTheDocument();
 		expect(onChange).not.toHaveBeenCalled();
 	});
+
+	it('seeds the threshold from the step interval when switching to Threshold', async () => {
+		const user = userEvent.setup();
+		const onChange = jest.fn();
+		render(
+			<ChartAppearanceSection
+				value={undefined}
+				controls={{ spanGaps: true }}
+				stepInterval={300}
+				onChange={onChange}
+			/>,
+		);
+
+		await user.click(screen.getByText('Threshold'));
+
+		expect(onChange).toHaveBeenLastCalledWith({
+			spanGaps: { fillOnlyBelow: true, fillLessThan: '5m' },
+		});
+	});
+
+	it('seeds from the step interval even when it arrives after mount', async () => {
+		const user = userEvent.setup();
+		const onChange = jest.fn();
+		// The step interval is undefined until the query response carries step metadata,
+		// so the panel first renders without it and receives it on a later render.
+		const { rerender } = render(
+			<ChartAppearanceSection
+				value={undefined}
+				controls={{ spanGaps: true }}
+				onChange={onChange}
+			/>,
+		);
+		rerender(
+			<ChartAppearanceSection
+				value={undefined}
+				controls={{ spanGaps: true }}
+				stepInterval={300}
+				onChange={onChange}
+			/>,
+		);
+
+		await user.click(screen.getByText('Threshold'));
+
+		// Regression: a value seeded at mount would still be the 1m fallback.
+		expect(onChange).toHaveBeenLastCalledWith({
+			spanGaps: { fillOnlyBelow: true, fillLessThan: '5m' },
+		});
+	});
+
+	it('shows a validation error while typing, before blur', async () => {
+		const user = userEvent.setup();
+		render(
+			<ChartAppearanceSection
+				value={{ spanGaps: { fillLessThan: '1m' } }}
+				controls={{ spanGaps: true }}
+				onChange={jest.fn()}
+			/>,
+		);
+
+		const input = screen.getByTestId('panel-editor-v2-span-gaps-value');
+		await user.clear(input);
+		await user.type(input, 'abc');
+		// No blur / Enter — the error must already be visible.
+
+		expect(screen.getByText(/valid duration/i)).toBeInTheDocument();
+	});
+
+	it('does not re-commit the threshold when blurred without a change', async () => {
+		const user = userEvent.setup();
+		const onChange = jest.fn();
+		render(
+			<ChartAppearanceSection
+				value={{ spanGaps: { fillLessThan: '1m' } }}
+				controls={{ spanGaps: true }}
+				onChange={onChange}
+			/>,
+		);
+
+		const input = screen.getByTestId('panel-editor-v2-span-gaps-value');
+		await user.click(input);
+		await user.tab();
+
+		expect(onChange).not.toHaveBeenCalled();
+	});
+
+	it('fully switches from Threshold to Never (the input disappears)', async () => {
+		const user = userEvent.setup();
+		render(<StatefulSpanGaps initial={{ spanGaps: { fillLessThan: '1m' } }} />);
+
+		expect(
+			screen.getByTestId('panel-editor-v2-span-gaps-value'),
+		).toBeInTheDocument();
+
+		// Focus the input first so clicking Never also fires its blur (the toggle race).
+		await user.click(screen.getByTestId('panel-editor-v2-span-gaps-value'));
+		await user.click(screen.getByText('Never'));
+
+		expect(
+			screen.queryByTestId('panel-editor-v2-span-gaps-value'),
+		).not.toBeInTheDocument();
+	});
+
+	it('remembers the last threshold when toggling Never → Threshold', async () => {
+		const user = userEvent.setup();
+		render(<StatefulSpanGaps initial={{ spanGaps: { fillLessThan: '5m' } }} />);
+
+		await user.click(screen.getByText('Never'));
+		await user.click(screen.getByText('Threshold'));
+
+		expect(screen.getByTestId('panel-editor-v2-span-gaps-value')).toHaveValue(
+			'5m',
+		);
+	});
 });

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/ConfigPane/sections/FormattingSection/FormattingSection.tsx

@@ -14,7 +14,7 @@ import ColumnUnits from './ColumnUnits';
 import styles from './FormattingSection.module.scss';
 
 type FormattingSectionProps = SectionEditorProps<SectionKind.Formatting> &
-	Pick<SectionEditorContext, 'tableColumns'>;
+	Pick<SectionEditorContext, 'tableColumns' | 'metricUnit'>;
 
 // `full` means "show the raw value, no rounding"; the digits round to that many places.
 const DECIMAL_OPTIONS: {
@@ -39,6 +39,7 @@ function FormattingSection({
 	controls,
 	onChange,
 	tableColumns = [],
+	metricUnit,
 }: FormattingSectionProps): JSX.Element {
 	return (
 		<>
@@ -50,6 +51,7 @@ function FormattingSection({
 						data-testid="panel-editor-v2-unit"
 						source={YAxisSource.DASHBOARDS}
 						value={value?.unit}
+						initialValue={metricUnit}
 						onChange={(unit): void => onChange({ ...value, unit })}
 					/>
 				</div>

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/ConfigPane/sections/FormattingSection/__tests__/FormattingSection.test.tsx

@@ -3,6 +3,8 @@ import userEvent from '@testing-library/user-event';
 
 import FormattingSection from '../FormattingSection';
 
+// Auto-seeding is covered by useMetricYAxisUnit's tests; here `metricUnit` is just a prop.
+
 // Open the Decimals select (clicking its antd selector) and pick the option with the
 // given visible label.
 async function pickDecimal(label: string): Promise<void> {
@@ -71,4 +73,31 @@ describe('FormattingSection', () => {
 			decimalPrecision: '2',
 		});
 	});
+
+	it('warns when the selected unit mismatches the metric unit', () => {
+		// metric sent in seconds, but bytes is selected.
+		render(
+			<FormattingSection
+				value={{ unit: 'By' }}
+				controls={{ unit: true }}
+				metricUnit="s"
+				onChange={jest.fn()}
+			/>,
+		);
+
+		expect(screen.getByLabelText('warning')).toBeInTheDocument();
+	});
+
+	it('shows no warning when the selected unit matches the metric unit', () => {
+		render(
+			<FormattingSection
+				value={{ unit: 's' }}
+				controls={{ unit: true }}
+				metricUnit="s"
+				onChange={jest.fn()}
+			/>,
+		);
+
+		expect(screen.queryByLabelText('warning')).not.toBeInTheDocument();
+	});
 });

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/ConfigPane/sections/ThresholdsSection/ThresholdsSection.tsx

@@ -1,4 +1,4 @@
-import { useState } from 'react';
+import { useRef, useState } from 'react';
 import { Plus } from '@signozhq/icons';
 import { Button } from '@signozhq/ui/button';
 import {
@@ -82,6 +82,15 @@ function ThresholdsSection({
 	// Which row is being edited, and whether it was just added (so Discard removes it).
 	const [editingIndex, setEditingIndex] = useState<number | null>(null);
 	const [unsavedIndex, setUnsavedIndex] = useState<number | null>(null);
+	// The saved threshold captured on edit entry, restored if the edit is discarded
+	// (edits stream into the spec live, so Discard can't just drop a local draft).
+	const editSnapshot = useRef<AnyThreshold | null>(null);
+
+	const updateAt =
+		(index: number) =>
+		(next: AnyThreshold): void => {
+			onChange(thresholds.map((t, i) => (i === index ? next : t)));
+		};
 
 	const addThreshold = (): void => {
 		const nextIndex = thresholds.length;
@@ -90,6 +99,11 @@ function ThresholdsSection({
 		setUnsavedIndex(nextIndex);
 	};
 
+	const beginEdit = (index: number): void => {
+		editSnapshot.current = thresholds[index] ?? null;
+		setEditingIndex(index);
+	};
+
 	const saveAt =
 		(index: number) =>
 		(next: AnyThreshold): void => {
@@ -105,11 +119,15 @@ function ThresholdsSection({
 	};
 
 	const discardAt = (index: number) => (): void => {
-		// Discarding a row that was never saved removes it; otherwise just exit edit.
+		// A never-saved row is removed; otherwise revert the live edits to the snapshot.
 		if (index === unsavedIndex) {
 			removeAt(index);
 			return;
 		}
+		const original = editSnapshot.current;
+		if (original) {
+			onChange(thresholds.map((t, i) => (i === index ? original : t)));
+		}
 		setEditingIndex(null);
 	};
 
@@ -120,8 +138,9 @@ function ThresholdsSection({
 			index,
 			yAxisUnit,
 			isEditing: editingIndex === index,
-			onEdit: (): void => setEditingIndex(index),
+			onEdit: (): void => beginEdit(index),
 			onSave: saveAt(index),
+			onLiveChange: updateAt(index),
 			onDiscard: discardAt(index),
 			onRemove: (): void => removeAt(index),
 		};

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/ConfigPane/sections/ThresholdsSection/__tests__/ThresholdsSection.comparison.test.tsx

@@ -5,7 +5,7 @@ import {
 	DashboardtypesThresholdFormatDTO,
 } from 'api/generated/services/sigNoz.schemas';
 import type { AnyThreshold } from 'pages/DashboardPageV2/DashboardContainer/Panels/types/sections';
-import { render, screen, userEvent } from 'tests/test-utils';
+import { render, screen, userEvent, waitFor } from 'tests/test-utils';
 
 import UnifiedThresholdsSection from '../ThresholdsSection';
 
@@ -36,9 +36,16 @@ const THRESHOLDS: DashboardtypesComparisonThresholdDTO[] = [
 	},
 ];
 
-// Stateful harness for flows that depend on the value updating (add/discard).
-function Harness({ yAxisUnit }: { yAxisUnit?: string }): JSX.Element {
-	const [value, setValue] = useState<DashboardtypesComparisonThresholdDTO[]>([]);
+// Stateful harness for flows that depend on the value updating (add/discard/live).
+function Harness({
+	yAxisUnit,
+	initial = [],
+}: {
+	yAxisUnit?: string;
+	initial?: DashboardtypesComparisonThresholdDTO[];
+}): JSX.Element {
+	const [value, setValue] =
+		useState<DashboardtypesComparisonThresholdDTO[]>(initial);
 	return (
 		<ComparisonThresholdsSection
 			value={value}
@@ -142,24 +149,46 @@ describe('ComparisonThresholdsSection', () => {
 		expect(valueInput).toHaveValue(5);
 	});
 
-	it('does not commit edits when Discard is clicked', async () => {
+	it('reflects edits live (before Save) so the preview can react', async () => {
 		const user = userEvent.setup();
 		const onChange = jest.fn();
 		render(
 			<ComparisonThresholdsSection value={THRESHOLDS} onChange={onChange} />,
 		);
 
+		await user.click(screen.getByTestId('comparison-threshold-edit-0'));
+		await user.clear(screen.getByTestId('comparison-threshold-value-0'));
+		await user.type(screen.getByTestId('comparison-threshold-value-0'), '90');
+
+		// No Save click — the latest edit is pushed up (debounced) for the preview.
+		await waitFor(() =>
+			expect(onChange).toHaveBeenLastCalledWith([
+				{
+					value: 90,
+					color: '#F5B225',
+					operator: DashboardtypesComparisonOperatorDTO.above,
+					unit: 'percent',
+					format: DashboardtypesThresholdFormatDTO.background,
+				},
+			]),
+		);
+	});
+
+	it('reverts the live edits to the saved value on Discard', async () => {
+		const user = userEvent.setup();
+		render(<Harness initial={THRESHOLDS} />);
+
 		await user.click(screen.getByTestId('comparison-threshold-edit-0'));
 		await user.clear(screen.getByTestId('comparison-threshold-value-0'));
 		await user.type(screen.getByTestId('comparison-threshold-value-0'), '90');
 		await user.click(screen.getByTestId('comparison-threshold-discard-0'));
 
-		expect(onChange).not.toHaveBeenCalled();
-		// Back to view mode.
+		// Back to view mode, and re-opening shows the rolled-back 80, not 90.
 		expect(
 			screen.queryByTestId('comparison-threshold-value-0'),
 		).not.toBeInTheDocument();
-		expect(screen.getByTestId('comparison-threshold-edit-0')).toBeInTheDocument();
+		await user.click(screen.getByTestId('comparison-threshold-edit-0'));
+		expect(screen.getByTestId('comparison-threshold-value-0')).toHaveValue(80);
 	});
 
 	it('removes a threshold from view mode', async () => {

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/ConfigPane/sections/ThresholdsSection/__tests__/ThresholdsSection.test.tsx

@@ -1,5 +1,5 @@
 import { useState } from 'react';
-import { fireEvent, render, screen } from '@testing-library/react';
+import { render, screen, waitFor } from '@testing-library/react';
 import userEvent from '@testing-library/user-event';
 import type { DashboardtypesThresholdWithLabelDTO } from 'api/generated/services/sigNoz.schemas';
 import type { AnyThreshold } from 'pages/DashboardPageV2/DashboardContainer/Panels/types/sections';
@@ -10,10 +10,16 @@ const THRESHOLDS: DashboardtypesThresholdWithLabelDTO[] = [
 	{ value: 80, color: '#F5B225', label: 'High', unit: 'percent' },
 ];
 
-// Stateful harness for flows that depend on the value updating (add/discard);
+// Stateful harness for flows that depend on the value updating (add/discard/live);
 // omits `controls` to exercise the default `label` variant.
-function Harness({ yAxisUnit }: { yAxisUnit?: string }): JSX.Element {
-	const [value, setValue] = useState<AnyThreshold[]>([]);
+function Harness({
+	yAxisUnit,
+	initial = [],
+}: {
+	yAxisUnit?: string;
+	initial?: AnyThreshold[];
+}): JSX.Element {
+	const [value, setValue] = useState<AnyThreshold[]>(initial);
 	return (
 		<ThresholdsSection value={value} onChange={setValue} yAxisUnit={yAxisUnit} />
 	);
@@ -37,19 +43,20 @@ describe('ThresholdsSection', () => {
 		expect(screen.queryByTestId('threshold-value-0')).not.toBeInTheDocument();
 	});
 
-	it('edits a threshold value and commits it on Save', () => {
+	it('edits a threshold value and commits it on Save', async () => {
+		const user = userEvent.setup();
 		const onChange = jest.fn();
 		render(<ThresholdsSection value={THRESHOLDS} onChange={onChange} />);
 
-		fireEvent.click(screen.getByTestId('threshold-edit-0'));
-		expect(screen.getByTestId('threshold-value-0')).toHaveValue(80);
+		await user.click(screen.getByTestId('threshold-edit-0'));
+		const valueInput = screen.getByTestId('threshold-value-0');
+		expect(valueInput).toHaveValue(80);
 
-		fireEvent.change(screen.getByTestId('threshold-value-0'), {
-			target: { value: '90' },
-		});
-		fireEvent.click(screen.getByTestId('threshold-save-0'));
+		await user.clear(valueInput);
+		await user.type(valueInput, '90');
+		await user.click(screen.getByTestId('threshold-save-0'));
 
-		expect(onChange).toHaveBeenCalledWith([
+		expect(onChange).toHaveBeenLastCalledWith([
 			{ value: 90, color: '#F5B225', label: 'High', unit: 'percent' },
 		]);
 	});
@@ -70,43 +77,63 @@ describe('ThresholdsSection', () => {
 		]);
 	});
 
-	it('does not commit edits when Discard is clicked', () => {
+	it('reflects edits live (before Save) so the preview can react', async () => {
+		const user = userEvent.setup();
 		const onChange = jest.fn();
 		render(<ThresholdsSection value={THRESHOLDS} onChange={onChange} />);
 
-		fireEvent.click(screen.getByTestId('threshold-edit-0'));
-		fireEvent.change(screen.getByTestId('threshold-value-0'), {
-			target: { value: '90' },
-		});
-		fireEvent.click(screen.getByTestId('threshold-discard-0'));
+		await user.click(screen.getByTestId('threshold-edit-0'));
+		await user.clear(screen.getByTestId('threshold-value-0'));
+		await user.type(screen.getByTestId('threshold-value-0'), '90');
 
-		expect(onChange).not.toHaveBeenCalled();
-		expect(screen.queryByTestId('threshold-value-0')).not.toBeInTheDocument();
-		expect(screen.getByTestId('threshold-edit-0')).toBeInTheDocument();
+		// No Save click — the edit is pushed up (debounced) for the preview to render.
+		await waitFor(() =>
+			expect(onChange).toHaveBeenLastCalledWith([
+				{ value: 90, color: '#F5B225', label: 'High', unit: 'percent' },
+			]),
+		);
 	});
 
-	it('removes a threshold from view mode', () => {
+	it('reverts the live edits to the saved value on Discard', async () => {
+		const user = userEvent.setup();
+		render(<Harness initial={THRESHOLDS} />);
+
+		await user.click(screen.getByTestId('threshold-edit-0'));
+		await user.clear(screen.getByTestId('threshold-value-0'));
+		await user.type(screen.getByTestId('threshold-value-0'), '90');
+		await user.click(screen.getByTestId('threshold-discard-0'));
+
+		// Back to view mode, and re-opening shows the rolled-back 80, not 90.
+		expect(screen.queryByTestId('threshold-value-0')).not.toBeInTheDocument();
+		await user.click(screen.getByTestId('threshold-edit-0'));
+		expect(screen.getByTestId('threshold-value-0')).toHaveValue(80);
+	});
+
+	it('removes a threshold from view mode', async () => {
+		const user = userEvent.setup();
 		const onChange = jest.fn();
 		render(<ThresholdsSection value={THRESHOLDS} onChange={onChange} />);
 
-		fireEvent.click(screen.getByTestId('threshold-remove-0'));
+		await user.click(screen.getByTestId('threshold-remove-0'));
 
 		expect(onChange).toHaveBeenCalledWith([]);
 	});
 
-	it('adds a threshold that opens in edit mode, and discards it away', () => {
+	it('adds a threshold that opens in edit mode, and discards it away', async () => {
+		const user = userEvent.setup();
 		render(<Harness />);
 
-		fireEvent.click(screen.getByTestId('panel-editor-v2-add-threshold'));
+		await user.click(screen.getByTestId('panel-editor-v2-add-threshold'));
 		expect(screen.getByTestId('threshold-value-0')).toBeInTheDocument();
 
 		// Discarding a never-saved row removes it entirely.
-		fireEvent.click(screen.getByTestId('threshold-discard-0'));
+		await user.click(screen.getByTestId('threshold-discard-0'));
 		expect(screen.queryByTestId('threshold-value-0')).not.toBeInTheDocument();
 		expect(screen.queryByTestId('threshold-edit-0')).not.toBeInTheDocument();
 	});
 
-	it('flags a threshold unit in a different category than the y-axis unit', () => {
+	it('flags a threshold unit in a different category than the y-axis unit', async () => {
+		const user = userEvent.setup();
 		render(
 			<ThresholdsSection
 				value={[{ value: 80, color: '#F5B225', label: '', unit: 'ms' }]}
@@ -115,11 +142,12 @@ describe('ThresholdsSection', () => {
 			/>,
 		);
 
-		fireEvent.click(screen.getByTestId('threshold-edit-0'));
+		await user.click(screen.getByTestId('threshold-edit-0'));
 		expect(screen.getByTestId('threshold-unit-invalid-0')).toBeInTheDocument();
 	});
 
-	it('does not flag a threshold unit in the same category as the y-axis unit', () => {
+	it('does not flag a threshold unit in the same category as the y-axis unit', async () => {
+		const user = userEvent.setup();
 		render(
 			<ThresholdsSection
 				value={[{ value: 80, color: '#F5B225', label: '', unit: 'ms' }]}
@@ -128,7 +156,7 @@ describe('ThresholdsSection', () => {
 			/>,
 		);
 
-		fireEvent.click(screen.getByTestId('threshold-edit-0'));
+		await user.click(screen.getByTestId('threshold-edit-0'));
 		expect(
 			screen.queryByTestId('threshold-unit-invalid-0'),
 		).not.toBeInTheDocument();

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/ConfigPane/sections/ThresholdsSection/rows/ComparisonThresholdRow.tsx

@@ -27,6 +27,7 @@ interface ComparisonThresholdRowProps {
 	isEditing: boolean;
 	onEdit: () => void;
 	onSave: (next: DashboardtypesComparisonThresholdDTO) => void;
+	onLiveChange: (next: DashboardtypesComparisonThresholdDTO) => void;
 	onDiscard: () => void;
 	onRemove: () => void;
 }
@@ -42,10 +43,15 @@ function ComparisonThresholdRow({
 	isEditing,
 	onEdit,
 	onSave,
+	onLiveChange,
 	onDiscard,
 	onRemove,
 }: ComparisonThresholdRowProps): JSX.Element {
-	const { draft, setDraft, setValue } = useThresholdDraft(threshold, isEditing);
+	const { draft, setDraft, setValue } = useThresholdDraft(
+		threshold,
+		isEditing,
+		onLiveChange,
+	);
 
 	const symbol = threshold.operator ? OPERATOR_SYMBOL[threshold.operator] : '';
 	const summary = (

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/ConfigPane/sections/ThresholdsSection/rows/LabelThresholdRow.tsx

@@ -20,6 +20,7 @@ interface LabelThresholdRowProps {
 	isEditing: boolean;
 	onEdit: () => void;
 	onSave: (next: DashboardtypesThresholdWithLabelDTO) => void;
+	onLiveChange: (next: DashboardtypesThresholdWithLabelDTO) => void;
 	onDiscard: () => void;
 	onRemove: () => void;
 }
@@ -32,10 +33,15 @@ function LabelThresholdRow({
 	isEditing,
 	onEdit,
 	onSave,
+	onLiveChange,
 	onDiscard,
 	onRemove,
 }: LabelThresholdRowProps): JSX.Element {
-	const { draft, setDraft, setValue } = useThresholdDraft(threshold, isEditing);
+	const { draft, setDraft, setValue } = useThresholdDraft(
+		threshold,
+		isEditing,
+		onLiveChange,
+	);
 
 	// Persist an empty-string label when none was entered — the spec requires a string.
 	const handleSave = useCallback((): void => {

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/ConfigPane/sections/ThresholdsSection/rows/TableThresholdRow.tsx

@@ -28,6 +28,7 @@ interface TableThresholdRowProps {
 	isEditing: boolean;
 	onEdit: () => void;
 	onSave: (next: DashboardtypesTableThresholdDTO) => void;
+	onLiveChange: (next: DashboardtypesTableThresholdDTO) => void;
 	onDiscard: () => void;
 	onRemove: () => void;
 }
@@ -45,10 +46,15 @@ function TableThresholdRow({
 	isEditing,
 	onEdit,
 	onSave,
+	onLiveChange,
 	onDiscard,
 	onRemove,
 }: TableThresholdRowProps): JSX.Element {
-	const { draft, setDraft, setValue } = useThresholdDraft(threshold, isEditing);
+	const { draft, setDraft, setValue } = useThresholdDraft(
+		threshold,
+		isEditing,
+		onLiveChange,
+	);
 
 	// Stored columnName is the query key; resolve its label + configured unit.
 	const columnUnit = tableColumns.find((c) => c.key === draft.columnName)?.unit;

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/ConfigPane/sections/ThresholdsSection/rows/shared/useThresholdDraft.ts

@@ -1,4 +1,5 @@
 import { type Dispatch, type SetStateAction, useEffect, useState } from 'react';
+import useDebouncedFn from 'hooks/useDebouncedFunction';
 
 interface ThresholdDraft<T> {
 	draft: T;
@@ -7,17 +8,25 @@ interface ThresholdDraft<T> {
 	setValue: (raw: string) => void;
 }
 
+const LIVE_PREVIEW_DEBOUNCE_MS = 150;
+
 /**
  * Local draft for a threshold row, shared by every variant. Snapshots the saved
- * threshold on each entry into edit mode (so Discard simply drops the draft and the
- * next edit starts clean) and exposes the numeric `value` setter all variants use.
+ * threshold on each entry into edit mode and exposes the numeric `value` setter all
+ * variants use. `onLiveChange` mirrors the draft into the spec as the user edits, so the
+ * panel preview updates live (without Save); the section reverts it on Discard.
  */
 export function useThresholdDraft<T extends { value: number }>(
 	threshold: T,
 	isEditing: boolean,
+	onLiveChange?: (draft: T) => void,
 ): ThresholdDraft<T> {
 	const [draft, setDraft] = useState<T>(threshold);
 
+	const emitLiveChange = useDebouncedFn((next) => {
+		onLiveChange?.(next as T);
+	}, LIVE_PREVIEW_DEBOUNCE_MS);
+
 	useEffect(() => {
 		if (isEditing) {
 			setDraft(threshold);
@@ -25,6 +34,20 @@ export function useThresholdDraft<T extends { value: number }>(
 		// eslint-disable-next-line react-hooks/exhaustive-deps -- snapshot only on edit entry
 	}, [isEditing]);
 
+	useEffect(() => {
+		if (isEditing) {
+			emitLiveChange(draft);
+		}
+		// eslint-disable-next-line react-hooks/exhaustive-deps -- propagate on draft change only
+	}, [draft]);
+
+	useEffect(() => {
+		if (!isEditing) {
+			emitLiveChange.cancel();
+		}
+		return (): void => emitLiveChange.cancel();
+	}, [isEditing, emitLiveChange]);
+
 	const setValue = (raw: string): void => {
 		const next = Number(raw);
 		setDraft((d) => ({ ...d, value: Number.isNaN(next) ? d.value : next }));

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/__tests__/getSwitchedPluginSpec.test.ts

@@ -1,6 +1,8 @@
 import {
-	TelemetrytypesSignalDTO,
+	DashboardtypesComparisonOperatorDTO,
 	type DashboardtypesPanelSpecDTO,
+	DashboardtypesThresholdFormatDTO,
+	TelemetrytypesSignalDTO,
 } from 'api/generated/services/sigNoz.schemas';
 import { getPanelDefinition } from 'pages/DashboardPageV2/DashboardContainer/Panels/registry';
 
@@ -95,4 +97,141 @@ describe('getSwitchedPluginSpec', () => {
 
 		expect(result.legend?.position).toBe('bottom');
 	});
+
+	describe('thresholds', () => {
+		it('does not carry thresholds when the new kind has no thresholds section', () => {
+			mockGetPanelDefinition.mockReturnValue({ sections: [{ kind: 'columns' }] });
+			const old = specWith({
+				thresholds: [{ value: 80, color: '#F1575F', label: 'warn' }],
+			});
+
+			const result = getSwitchedPluginSpec(
+				old,
+				'signoz/ListPanel',
+				TelemetrytypesSignalDTO.logs,
+			);
+
+			expect(result.thresholds).toBeUndefined();
+		});
+
+		it('carries thresholds verbatim within the label variant (color/value/unit/label)', () => {
+			mockGetPanelDefinition.mockReturnValue({
+				sections: [{ kind: 'thresholds', controls: { variant: 'label' } }],
+			});
+			const old = specWith({
+				thresholds: [{ value: 80, color: '#F1575F', unit: 'ms', label: 'warn' }],
+			});
+
+			const result = getSwitchedPluginSpec(
+				old,
+				'signoz/BarChartPanel',
+				TelemetrytypesSignalDTO.logs,
+			);
+
+			expect(result.thresholds).toStrictEqual([
+				{ value: 80, color: '#F1575F', unit: 'ms', label: 'warn' },
+			]);
+		});
+
+		it('remaps label thresholds into the comparison variant, defaulting operator + format', () => {
+			mockGetPanelDefinition.mockReturnValue({
+				sections: [{ kind: 'thresholds', controls: { variant: 'comparison' } }],
+			});
+			const old = specWith({
+				thresholds: [{ value: 80, color: '#F1575F', label: 'warn' }],
+			});
+
+			const result = getSwitchedPluginSpec(
+				old,
+				'signoz/NumberPanel',
+				TelemetrytypesSignalDTO.logs,
+			);
+
+			// The label is dropped; operator/format are seeded so the threshold can match.
+			expect(result.thresholds).toStrictEqual([
+				{
+					value: 80,
+					color: '#F1575F',
+					operator: DashboardtypesComparisonOperatorDTO.above,
+					format: DashboardtypesThresholdFormatDTO.text,
+				},
+			]);
+		});
+
+		it('remaps comparison thresholds into the table variant, keeping operator/format and seeding a column', () => {
+			mockGetPanelDefinition.mockReturnValue({
+				sections: [{ kind: 'thresholds', controls: { variant: 'table' } }],
+			});
+			const old = specWith({
+				thresholds: [
+					{
+						value: 80,
+						color: '#F1575F',
+						operator: DashboardtypesComparisonOperatorDTO.below,
+						format: DashboardtypesThresholdFormatDTO.text,
+					},
+				],
+			});
+
+			const result = getSwitchedPluginSpec(
+				old,
+				'signoz/TablePanel',
+				TelemetrytypesSignalDTO.logs,
+			);
+
+			expect(result.thresholds).toStrictEqual([
+				{
+					value: 80,
+					color: '#F1575F',
+					operator: DashboardtypesComparisonOperatorDTO.below,
+					format: DashboardtypesThresholdFormatDTO.text,
+					columnName: '',
+				},
+			]);
+		});
+
+		it('drops the table-only columnName when remapping into the label variant', () => {
+			mockGetPanelDefinition.mockReturnValue({
+				sections: [{ kind: 'thresholds', controls: { variant: 'label' } }],
+			});
+			const old = specWith({
+				thresholds: [
+					{
+						value: 80,
+						color: '#F1575F',
+						operator: DashboardtypesComparisonOperatorDTO.above,
+						format: DashboardtypesThresholdFormatDTO.background,
+						columnName: 'p99',
+					},
+				],
+			});
+
+			const result = getSwitchedPluginSpec(
+				old,
+				'signoz/TimeSeriesPanel',
+				TelemetrytypesSignalDTO.logs,
+			);
+
+			expect(result.thresholds).toStrictEqual([{ value: 80, color: '#F1575F' }]);
+		});
+
+		it('defaults the variant to label when the thresholds section omits controls', () => {
+			mockGetPanelDefinition.mockReturnValue({
+				sections: [{ kind: 'thresholds', controls: {} }],
+			});
+			const old = specWith({
+				thresholds: [{ value: 80, color: '#F1575F', label: 'warn' }],
+			});
+
+			const result = getSwitchedPluginSpec(
+				old,
+				'signoz/TimeSeriesPanel',
+				TelemetrytypesSignalDTO.logs,
+			);
+
+			expect(result.thresholds).toStrictEqual([
+				{ value: 80, color: '#F1575F', label: 'warn' },
+			]);
+		});
+	});
 });

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/getSwitchedPluginSpec.ts

@@ -1,13 +1,18 @@
-import type {
-	DashboardtypesPanelSpecDTO,
-	TelemetrytypesSignalDTO,
-	TelemetrytypesTelemetryFieldKeyDTO,
+import {
+	DashboardtypesComparisonOperatorDTO,
+	type DashboardtypesPanelSpecDTO,
+	DashboardtypesThresholdFormatDTO,
+	type TelemetrytypesSignalDTO,
+	type TelemetrytypesTelemetryFieldKeyDTO,
 } from 'api/generated/services/sigNoz.schemas';
 import { getPanelDefinition } from 'pages/DashboardPageV2/DashboardContainer/Panels/registry';
 import type { PanelKind } from 'pages/DashboardPageV2/DashboardContainer/Panels/types/panelKind';
 import {
-	SectionKind,
+	type AnyThreshold,
 	type PanelFormattingSlice,
+	type SectionConfig,
+	SectionKind,
+	type ThresholdVariant,
 } from 'pages/DashboardPageV2/DashboardContainer/Panels/types/sections';
 import {
 	buildDefaultPluginSpec,
@@ -24,13 +29,73 @@ import { defaultColumnsForSignal } from './ListColumnsEditor/selectFields';
 export interface SwitchedPluginSpec extends DefaultPluginSpec {
 	formatting?: Pick<PanelFormattingSlice, 'unit' | 'decimalPrecision'>;
 	selectFields?: TelemetrytypesTelemetryFieldKeyDTO[];
+	thresholds?: AnyThreshold[];
+}
+
+/** Every field any threshold variant can hold; switching reads across shapes to remap. */
+interface AnyThresholdFields {
+	color: string;
+	value: number;
+	unit?: string;
+	operator?: DashboardtypesComparisonOperatorDTO;
+	format?: DashboardtypesThresholdFormatDTO;
+	columnName?: string;
+	label?: string;
+}
+
+/** The threshold variant a kind edits, or `undefined` when it has no Thresholds section. */
+function getThresholdVariant(
+	sections: SectionConfig[],
+): ThresholdVariant | undefined {
+	const section = sections.find(
+		(s): s is Extract<SectionConfig, { kind: SectionKind.Thresholds }> =>
+			s.kind === SectionKind.Thresholds,
+	);
+	return section ? (section.controls.variant ?? 'label') : undefined;
+}
+
+/**
+ * Remaps a threshold to the target kind's variant: keeps the shared core (color, value,
+ * unit) plus any cross-variant fields, and seeds the rest with the variant's defaults so
+ * the carried threshold stays functional (a comparison/table threshold needs an operator
+ * to match, a table threshold a column).
+ */
+function toThresholdVariant(
+	source: AnyThresholdFields,
+	variant: ThresholdVariant,
+): AnyThreshold {
+	const core = {
+		color: source.color,
+		value: source.value,
+		...(source.unit !== undefined && { unit: source.unit }),
+	};
+	if (variant === 'comparison') {
+		return {
+			...core,
+			operator: source.operator ?? DashboardtypesComparisonOperatorDTO.above,
+			format: source.format ?? DashboardtypesThresholdFormatDTO.text,
+		};
+	}
+	if (variant === 'table') {
+		return {
+			...core,
+			operator: source.operator ?? DashboardtypesComparisonOperatorDTO.above,
+			format: source.format ?? DashboardtypesThresholdFormatDTO.background,
+			columnName: source.columnName ?? '',
+		};
+	}
+	return {
+		...core,
+		...(source.label !== undefined && { label: source.label }),
+	};
 }
 
 /**
  * Builds the plugin spec for a first-visit switch to `newKind`: the kind's declared
  * section defaults (so the config pane opens populated, matching new-panel seeding) plus
- * the only cross-kind config worth keeping — unit + decimal precision. Switching into a
- * List seeds the current signal's default columns so the columns control isn't empty.
+ * the cross-kind config worth keeping — unit + decimal precision, and thresholds when the
+ * new kind supports them (remapped to its variant). Switching into a List seeds the
+ * current signal's default columns so the columns control isn't empty.
  *
  * Revisiting a kind restores its stashed spec instead, so this runs only on first visit.
  */
@@ -66,5 +131,19 @@ export function getSwitchedPluginSpec(
 		}
 	}
 
+	const thresholdVariant = getThresholdVariant(sections);
+	if (thresholdVariant) {
+		const oldThresholds = (
+			oldSpec.plugin.spec as {
+				thresholds?: AnyThreshold[] | null;
+			}
+		).thresholds;
+		if (oldThresholds && oldThresholds.length > 0) {
+			result.thresholds = oldThresholds.map((threshold) =>
+				toThresholdVariant(threshold as AnyThresholdFields, thresholdVariant),
+			);
+		}
+	}
+
 	return result;
 }

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/hooks/__tests__/useMetricYAxisUnit.test.ts

@@ -0,0 +1,103 @@
+import { renderHook } from '@testing-library/react';
+import useGetYAxisUnit from 'hooks/useGetYAxisUnit';
+
+import { useMetricYAxisUnit } from '../useMetricYAxisUnit';
+
+jest.mock('hooks/useGetYAxisUnit', () => ({
+	__esModule: true,
+	default: jest.fn(),
+}));
+
+const mockUseGetYAxisUnit = useGetYAxisUnit as unknown as jest.Mock;
+
+function mockMetricUnit(
+	yAxisUnit: string | undefined,
+	isLoading = false,
+): void {
+	mockUseGetYAxisUnit.mockReturnValue({ yAxisUnit, isLoading, isError: false });
+}
+
+describe('useMetricYAxisUnit', () => {
+	beforeEach(() => jest.clearAllMocks());
+
+	it('seeds the unit from the metric on a new panel', () => {
+		mockMetricUnit('bytes');
+		const onSelectUnit = jest.fn();
+
+		renderHook(() =>
+			useMetricYAxisUnit({ isNewPanel: true, unit: undefined, onSelectUnit }),
+		);
+
+		expect(onSelectUnit).toHaveBeenCalledWith('bytes');
+	});
+
+	it('does not seed when not a new panel', () => {
+		mockMetricUnit('bytes');
+		const onSelectUnit = jest.fn();
+
+		renderHook(() =>
+			useMetricYAxisUnit({ isNewPanel: false, unit: undefined, onSelectUnit }),
+		);
+
+		expect(onSelectUnit).not.toHaveBeenCalled();
+	});
+
+	it('does not seed when the metric has no unit', () => {
+		mockMetricUnit(undefined);
+		const onSelectUnit = jest.fn();
+
+		renderHook(() =>
+			useMetricYAxisUnit({ isNewPanel: true, unit: undefined, onSelectUnit }),
+		);
+
+		expect(onSelectUnit).not.toHaveBeenCalled();
+	});
+
+	it('does not seed when the unit already matches the metric', () => {
+		mockMetricUnit('bytes');
+		const onSelectUnit = jest.fn();
+
+		renderHook(() =>
+			useMetricYAxisUnit({ isNewPanel: true, unit: 'bytes', onSelectUnit }),
+		);
+
+		expect(onSelectUnit).not.toHaveBeenCalled();
+	});
+
+	it('re-seeds when the resolved metric unit changes', () => {
+		mockMetricUnit('bytes');
+		const onSelectUnit = jest.fn();
+
+		const { rerender } = renderHook(
+			(props: { unit: string | undefined }) =>
+				useMetricYAxisUnit({
+					isNewPanel: true,
+					unit: props.unit,
+					onSelectUnit,
+				}),
+			{ initialProps: { unit: undefined as string | undefined } },
+		);
+		expect(onSelectUnit).toHaveBeenLastCalledWith('bytes');
+
+		// The metric changes; the panel now holds the previously-seeded unit.
+		mockMetricUnit('ms');
+		rerender({ unit: 'bytes' });
+
+		expect(onSelectUnit).toHaveBeenLastCalledWith('ms');
+	});
+
+	it('returns the resolved metric unit and loading state', () => {
+		mockMetricUnit('bytes', true);
+
+		const { result } = renderHook(() =>
+			useMetricYAxisUnit({
+				isNewPanel: false,
+				unit: undefined,
+				onSelectUnit: jest.fn(),
+			}),
+		);
+
+		expect(result.current.metricUnit).toBe('bytes');
+		expect(result.current.isLoading).toBe(true);
+	});
+});

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/hooks/__tests__/usePanelEditorSave.test.ts

@@ -1,40 +1,36 @@
 import { renderHook } from '@testing-library/react';
-import {
-	getGetDashboardV2QueryKey,
-	usePatchDashboardV2,
-} from 'api/generated/services/dashboard';
 import type { DashboardtypesPanelSpecDTO } from 'api/generated/services/sigNoz.schemas';
 
 import { usePanelEditorSave } from '../usePanelEditorSave';
 
-const mockInvalidateQueries = jest.fn();
+const mockPatchAsync = jest.fn().mockResolvedValue(undefined);
+let mockIsPatching = false;
+jest.mock('../../../hooks/useOptimisticPatch', () => ({
+	useOptimisticPatch: (): {
+		patchAsync: jest.Mock;
+		isPatching: boolean;
+		error: Error | null;
+	} => ({ patchAsync: mockPatchAsync, isPatching: mockIsPatching, error: null }),
+}));
+
+// The hook reads getQueryData only for the isNew branch; a stub client is enough here.
 jest.mock('react-query', () => ({
-	useQueryClient: (): { invalidateQueries: jest.Mock } => ({
-		invalidateQueries: mockInvalidateQueries,
+	useQueryClient: (): { getQueryData: jest.Mock } => ({
+		getQueryData: jest.fn(),
 	}),
 }));
 
 jest.mock('api/generated/services/dashboard', () => ({
-	usePatchDashboardV2: jest.fn(),
 	getGetDashboardV2QueryKey: jest.fn(() => ['/api/v2/dashboards/dash-1']),
 }));
 
-const mockUsePatch = usePatchDashboardV2 as unknown as jest.Mock;
-const mockGetQueryKey = getGetDashboardV2QueryKey as unknown as jest.Mock;
-
 describe('usePanelEditorSave', () => {
-	const mutateAsync = jest.fn().mockResolvedValue(undefined);
-
 	beforeEach(() => {
 		jest.clearAllMocks();
-		mockUsePatch.mockReturnValue({
-			mutateAsync,
-			isLoading: false,
-			error: null,
-		});
+		mockIsPatching = false;
 	});
 
-	it('emits an add patch replacing the whole panel spec and invalidates the dashboard query', async () => {
+	it('optimistically patches an add replacing the whole panel spec', async () => {
 		const { result } = renderHook(() =>
 			usePanelEditorSave({ dashboardId: 'dash-1', panelId: 'panel-9' }),
 		);
@@ -50,28 +46,17 @@ describe('usePanelEditorSave', () => {
 
 		await result.current.save(spec);
 
-		expect(mutateAsync).toHaveBeenCalledWith({
-			pathParams: { id: 'dash-1' },
-			data: [
-				{
-					op: 'add',
-					path: '/spec/panels/panel-9/spec',
-					value: spec,
-				},
-			],
-		});
-		expect(mockGetQueryKey).toHaveBeenCalledWith({ id: 'dash-1' });
-		expect(mockInvalidateQueries).toHaveBeenCalledWith([
-			'/api/v2/dashboards/dash-1',
+		expect(mockPatchAsync).toHaveBeenCalledWith([
+			{
+				op: 'add',
+				path: '/spec/panels/panel-9/spec',
+				value: spec,
+			},
 		]);
 	});
 
-	it('surfaces the mutation loading state as isSaving', () => {
-		mockUsePatch.mockReturnValue({
-			mutateAsync,
-			isLoading: true,
-			error: null,
-		});
+	it('surfaces the patch in-flight state as isSaving', () => {
+		mockIsPatching = true;
 
 		const { result } = renderHook(() =>
 			usePanelEditorSave({ dashboardId: 'dash-1', panelId: 'panel-9' }),

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/hooks/useMetricYAxisUnit.ts

@@ -0,0 +1,36 @@
+import { useEffect } from 'react';
+import useGetYAxisUnit from 'hooks/useGetYAxisUnit';
+
+interface UseMetricYAxisUnitArgs {
+	/** Only a new panel auto-seeds; editing never overwrites the saved unit. */
+	isNewPanel: boolean;
+	unit: string | undefined;
+	onSelectUnit: (unit: string) => void;
+}
+
+interface UseMetricYAxisUnitResult {
+	metricUnit: string | undefined;
+	isLoading: boolean;
+}
+
+/**
+ * Resolves the selected metric's unit and, on a new panel only, seeds the formatting unit
+ * from it (V1 parity); returns the unit for the selector's mismatch warning.
+ */
+export function useMetricYAxisUnit({
+	isNewPanel,
+	unit,
+	onSelectUnit,
+}: UseMetricYAxisUnitArgs): UseMetricYAxisUnitResult {
+	const { yAxisUnit: metricUnit, isLoading } = useGetYAxisUnit();
+
+	useEffect(() => {
+		if (isNewPanel && metricUnit && metricUnit !== unit) {
+			onSelectUnit(metricUnit);
+		}
+		// Re-seed only when the resolved metric unit changes, not on every unit edit.
+		// eslint-disable-next-line react-hooks/exhaustive-deps
+	}, [isNewPanel, metricUnit]);
+
+	return { metricUnit, isLoading };
+}

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/hooks/usePanelEditorSave.ts

@@ -1,10 +1,7 @@
 import { useCallback } from 'react';
 import { useQueryClient } from 'react-query';
 import { v4 as uuid } from 'uuid';
-import {
-	getGetDashboardV2QueryKey,
-	usePatchDashboardV2,
-} from 'api/generated/services/dashboard';
+import { getGetDashboardV2QueryKey } from 'api/generated/services/dashboard';
 import {
 	type DashboardtypesJSONPatchOperationDTO,
 	type DashboardtypesPanelSpecDTO,
@@ -13,6 +10,7 @@ import {
 	type GetDashboardV2200,
 } from 'api/generated/services/sigNoz.schemas';
 
+import { useOptimisticPatch } from '../../hooks/useOptimisticPatch';
 import { createPanelOps } from '../../patchOps';
 
 interface UsePanelEditorSaveArgs {
@@ -43,15 +41,14 @@ export function usePanelEditorSave({
 	layoutIndex,
 }: UsePanelEditorSaveArgs): UsePanelEditorSaveApi {
 	const queryClient = useQueryClient();
-	const { mutateAsync, isLoading, error } = usePatchDashboardV2();
+	const { patchAsync, isPatching, error } = useOptimisticPatch(dashboardId);
 
 	const save = useCallback(
 		async (spec: DashboardtypesPanelSpecDTO): Promise<void> => {
-			const dashboardQueryKey = getGetDashboardV2QueryKey({ id: dashboardId });
-
 			let ops: DashboardtypesJSONPatchOperationDTO[];
 			if (isNew) {
 				// Resolve the target section against the freshest dashboard we have.
+				const dashboardQueryKey = getGetDashboardV2QueryKey({ id: dashboardId });
 				const cached =
 					queryClient.getQueryData<GetDashboardV2200>(dashboardQueryKey);
 				ops = createPanelOps({
@@ -70,11 +67,11 @@ export function usePanelEditorSave({
 				];
 			}
 
-			await mutateAsync({ pathParams: { id: dashboardId }, data: ops });
-			await queryClient.invalidateQueries(dashboardQueryKey);
+			// Optimistic cache write + settle refetch (replaces the manual invalidate).
+			await patchAsync(ops);
 		},
-		[dashboardId, panelId, isNew, layoutIndex, mutateAsync, queryClient],
+		[dashboardId, panelId, isNew, layoutIndex, patchAsync, queryClient],
 	);
 
-	return { save, isSaving: isLoading, error: (error as Error) ?? null };
+	return { save, isSaving: isPatching, error };
 }

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelEditor/index.tsx

@@ -8,6 +8,8 @@ import {
 import { toast } from '@signozhq/ui/sonner';
 import {
 	type DashboardtypesPanelDTO,
+	type DashboardtypesPanelFormattingDTO,
+	type DashboardtypesPanelSpecDTO,
 	TelemetrytypesSignalDTO,
 } from 'api/generated/services/sigNoz.schemas';
 import { PANEL_TYPES } from 'constants/queryBuilder';
@@ -30,6 +32,7 @@ import { useLegendSeries } from './hooks/useLegendSeries';
 import { usePanelQuery } from '../hooks/usePanelQuery';
 import { usePanelEditorDraft } from './hooks/usePanelEditorDraft';
 import { usePanelEditorQuerySync } from './hooks/usePanelEditorQuerySync';
+import { useMetricYAxisUnit } from './hooks/useMetricYAxisUnit';
 import { usePanelEditorSave } from './hooks/usePanelEditorSave';
 import { usePanelTypeSwitch } from './hooks/usePanelTypeSwitch';
 import { useSeedNewListColumns } from './hooks/useSeedNewListColumns';
@@ -123,6 +126,33 @@ function PanelEditorContainer({
 	// Switch the panel's visualization kind in place (reversible per session).
 	const { onChangePanelKind } = usePanelTypeSwitch({ spec, panelType, setSpec });
 
+	// At editor level, not the collapsible FormattingSection, so seeding runs while closed.
+	const formattingUnit = (
+		spec.plugin.spec as {
+			formatting?: DashboardtypesPanelFormattingDTO;
+		}
+	).formatting?.unit;
+	const seedFormattingUnit = useCallback(
+		(unit: string): void => {
+			const pluginSpec = spec.plugin.spec as {
+				formatting?: DashboardtypesPanelFormattingDTO;
+			};
+			setSpec({
+				...spec,
+				plugin: {
+					...spec.plugin,
+					spec: { ...pluginSpec, formatting: { ...pluginSpec.formatting, unit } },
+				},
+			} as DashboardtypesPanelSpecDTO);
+		},
+		[spec, setSpec],
+	);
+	const { metricUnit } = useMetricYAxisUnit({
+		isNewPanel: isNew,
+		unit: formattingUnit,
+		onSelectUnit: seedFormattingUnit,
+	});
+
 	// Spec and query dirtiness are tracked independently so query re-serialization
 	// never false-dirties. A new panel is always savable (you're creating it).
 	const isDirty = isNew || isSpecDirty || isQueryDirty;
@@ -251,6 +281,7 @@ function PanelEditorContainer({
 						legendSeries={legendSeries}
 						tableColumns={tableColumns}
 						stepInterval={stepInterval}
+						metricUnit={metricUnit}
 					/>
 				</ResizablePanel>
 			</ResizablePanelGroup>

frontend/src/pages/DashboardPageV2/DashboardContainer/Panels/kinds/PieChartPanel/__tests__/prepareData.test.ts

@@ -0,0 +1,130 @@
+import type { PanelTable } from 'pages/DashboardPageV2/DashboardContainer/queryV5/types';
+
+import { preparePieData } from '../prepareData';
+
+function tableWith(
+	columns: PanelTable['columns'],
+	rows: PanelTable['rows'],
+	overrides: Partial<PanelTable> = {},
+): PanelTable {
+	return { queryName: 'A', legend: '', columns, rows, ...overrides };
+}
+
+const args = (tables: PanelTable[]): Parameters<typeof preparePieData>[0] => ({
+	tables,
+	isDarkMode: true,
+});
+
+describe('preparePieData', () => {
+	it('renders a slice per value column for a multi-column ClickHouse scalar', () => {
+		const table = tableWith(
+			[
+				{ name: 'col1', queryName: 'A', isValueColumn: true, id: 'col1' },
+				{ name: 'col2', queryName: 'A', isValueColumn: true, id: 'col2' },
+			],
+			[{ data: { col1: 23399927, col2: 588691297 } }],
+		);
+
+		const slices = preparePieData(args([table]));
+
+		expect(slices.map((s) => [s.label, s.value])).toStrictEqual([
+			['col1', 23399927],
+			['col2', 588691297],
+		]);
+	});
+
+	it('keeps one slice per group row for a single value column', () => {
+		const table = tableWith(
+			[
+				{
+					name: 'service.name',
+					queryName: 'A',
+					isValueColumn: false,
+					id: 'service.name',
+				},
+				{ name: 'count', queryName: 'A', isValueColumn: true, id: 'A' },
+			],
+			[
+				{ data: { 'service.name': 'adservice', A: 100 } },
+				{ data: { 'service.name': 'cartservice', A: 200 } },
+			],
+		);
+
+		const slices = preparePieData(args([table]));
+
+		expect(slices.map((s) => [s.label, s.value])).toStrictEqual([
+			['adservice', 100],
+			['cartservice', 200],
+		]);
+	});
+
+	it('prefixes the group when multiple value columns are grouped', () => {
+		const table = tableWith(
+			[
+				{ name: 'env', queryName: 'A', isValueColumn: false, id: 'env' },
+				{ name: 'col1', queryName: 'A', isValueColumn: true, id: 'col1' },
+				{ name: 'col2', queryName: 'A', isValueColumn: true, id: 'col2' },
+			],
+			[{ data: { env: 'prod', col1: 10, col2: 20 } }],
+		);
+
+		const slices = preparePieData(args([table]));
+
+		expect(slices.map((s) => s.label)).toStrictEqual([
+			'prod · col1',
+			'prod · col2',
+		]);
+	});
+
+	it('falls back to legend/query name when a single value column has no group', () => {
+		const table = tableWith(
+			[{ name: 'count', queryName: 'A', isValueColumn: true, id: 'A' }],
+			[{ data: { A: 42 } }],
+			{ legend: 'requests' },
+		);
+
+		const slices = preparePieData(args([table]));
+
+		expect(slices.map((s) => [s.label, s.value])).toStrictEqual([
+			['requests', 42],
+		]);
+	});
+
+	it('honours customColors over the generated palette', () => {
+		const table = tableWith(
+			[
+				{ name: 'col1', queryName: 'A', isValueColumn: true, id: 'col1' },
+				{ name: 'col2', queryName: 'A', isValueColumn: true, id: 'col2' },
+			],
+			[{ data: { col1: 10, col2: 20 } }],
+		);
+
+		const slices = preparePieData({
+			tables: [table],
+			isDarkMode: true,
+			customColors: { col1: '#ff0000' },
+		});
+
+		expect(slices[0].color).toBe('#ff0000');
+		expect(slices[1].color).not.toBe('#ff0000');
+	});
+
+	it('drops non-positive and non-numeric values', () => {
+		const table = tableWith(
+			[
+				{ name: 'col1', queryName: 'A', isValueColumn: true, id: 'col1' },
+				{ name: 'col2', queryName: 'A', isValueColumn: true, id: 'col2' },
+				{ name: 'col3', queryName: 'A', isValueColumn: true, id: 'col3' },
+			],
+			[{ data: { col1: 5, col2: 0, col3: 'n/a' } }],
+		);
+
+		const slices = preparePieData(args([table]));
+
+		expect(slices.map((s) => s.label)).toStrictEqual(['col1']);
+	});
+
+	it('returns no slices for empty tables', () => {
+		expect(preparePieData(args([]))).toStrictEqual([]);
+	});
+});

frontend/src/pages/DashboardPageV2/DashboardContainer/Panels/kinds/PieChartPanel/prepareData.ts

@@ -11,11 +11,7 @@ export interface PreparePieDataArgs {
 	isDarkMode: boolean;
 }
 
-/**
- * Turns the scalar tables of a V5 response into pie slices (one per group row):
- * value column → value, group column(s) → label. Colours honour `customColors`
- * then fall back to the deterministic palette; non-positive/non-numeric dropped.
- */
+/** One pie slice per (row × value column); column name labels slices when a query has several value columns. */
 export function preparePieData({
 	tables,
 	customColors,
@@ -27,26 +23,35 @@ export function preparePieData({
 
 	const slices: PieSlice[] = [];
 	tables.forEach((table) => {
-		const valueColumn = table.columns.find((column) => column.isValueColumn);
-		if (!valueColumn) {
+		const valueColumns = table.columns.filter((column) => column.isValueColumn);
+		if (valueColumns.length === 0) {
 			return;
 		}
-		const valueKey = valueColumn.id || valueColumn.name;
 		const labelColumns = table.columns.filter((column) => !column.isValueColumn);
+		const hasMultipleValueColumns = valueColumns.length > 1;
 
 		table.rows.forEach((row) => {
-			const value = Number(row.data[valueKey]);
-			const label =
-				labelColumns
-					.map((column) => row.data[column.id || column.name])
-					.filter((part) => part != null)
-					.map(String)
-					.join(', ') ||
-				table.legend ||
-				table.queryName ||
-				'';
-			const color = customColors?.[label] ?? generateColor(label, colorMap);
-			slices.push({ label, value, color });
+			const groupLabel = labelColumns
+				.map((column) => row.data[column.id || column.name])
+				.filter((part) => part != null)
+				.map(String)
+				.join(', ');
+
+			valueColumns.forEach((column) => {
+				let label: string;
+				if (hasMultipleValueColumns) {
+					label = groupLabel ? `${groupLabel} · ${column.name}` : column.name;
+				} else {
+					label = groupLabel || table.legend || table.queryName || '';
+				}
+
+				const color = customColors?.[label] ?? generateColor(label, colorMap);
+				slices.push({
+					label,
+					value: Number(row.data[column.id || column.name]),
+					color,
+				});
+			});
 		});
 	});
 

frontend/src/pages/DashboardPageV2/DashboardContainer/Panels/kinds/TimeSeriesPanel/utils/buildConfig.ts

@@ -108,7 +108,9 @@ function addSeries({
 	// `customColors` is nullable on the spec; coerce so `addSeries` always gets
 	// a defined record (it dereferences keys without a guard).
 	const colorMapping = spec.legend?.customColors ?? {};
-	const spanGaps = resolveSpanGaps(chartAppearance?.spanGaps?.fillLessThan);
+	const spanGaps = chartAppearance?.spanGaps
+		? resolveSpanGaps(chartAppearance?.spanGaps)
+		: true;
 
 	const lineStyle = chartAppearance?.lineStyle
 		? LINE_STYLE_MAP[chartAppearance.lineStyle]

frontend/src/pages/DashboardPageV2/DashboardContainer/Panels/utils/chartAppearance/__tests__/resolvers.test.ts

@@ -1,22 +1,35 @@
 import { resolveSpanGaps } from '../resolvers';
 
 describe('resolveSpanGaps', () => {
-	it('spans all gaps (true) when unset', () => {
-		expect(resolveSpanGaps(undefined)).toBe(true);
-		expect(resolveSpanGaps('')).toBe(true);
-	});
-
-	it('parses a duration string into seconds', () => {
-		expect(resolveSpanGaps('5s')).toBe(5);
-		expect(resolveSpanGaps('10m')).toBe(600);
-		expect(resolveSpanGaps('1h')).toBe(3600);
+	it('parses a duration string into seconds when thresholding', () => {
+		expect(resolveSpanGaps({ fillOnlyBelow: true, fillLessThan: '5s' })).toBe(5);
+		expect(resolveSpanGaps({ fillOnlyBelow: true, fillLessThan: '10m' })).toBe(
+			600,
+		);
+		expect(resolveSpanGaps({ fillOnlyBelow: true, fillLessThan: '1h' })).toBe(
+			3600,
+		);
 	});
 
 	it('tolerates a bare seconds number (back-compat)', () => {
-		expect(resolveSpanGaps('600')).toBe(600);
+		expect(resolveSpanGaps({ fillOnlyBelow: true, fillLessThan: '600' })).toBe(
+			600,
+		);
 	});
 
 	it('falls back to true for unparseable input', () => {
-		expect(resolveSpanGaps('abc')).toBe(true);
+		expect(resolveSpanGaps({ fillOnlyBelow: true, fillLessThan: 'abc' })).toBe(
+			true,
+		);
+	});
+
+	it('spans all gaps when fillOnlyBelow is explicitly false, ignoring any duration', () => {
+		expect(resolveSpanGaps({ fillOnlyBelow: false, fillLessThan: '5m' })).toBe(
+			true,
+		);
+	});
+
+	it('treats a duration with no fillOnlyBelow flag as a threshold (legacy panels)', () => {
+		expect(resolveSpanGaps({ fillLessThan: '5m' })).toBe(300);
 	});
 });

frontend/src/pages/DashboardPageV2/DashboardContainer/Panels/utils/chartAppearance/resolvers.ts

@@ -2,6 +2,7 @@ import { rangeUtil } from '@grafana/data';
 import {
 	DashboardtypesLegendPositionDTO,
 	DashboardtypesPrecisionOptionDTO,
+	type DashboardtypesSpanGapsDTO,
 } from 'api/generated/services/sigNoz.schemas';
 import { PrecisionOption, PrecisionOptionsEnum } from 'components/Graph/types';
 import { LegendPosition } from 'lib/uPlotV2/components/types';
@@ -39,15 +40,14 @@ export function resolveDecimalPrecision(
 }
 
 /**
- * `spec.chartAppearance.spanGaps.fillLessThan` is a duration string on the wire
- * ("10m", "5s"). Empty/missing → span all gaps (default); otherwise forward the
- * threshold in seconds so uPlot only bridges short runs of nulls. Tolerates a
- * bare seconds number for back-compat.
+ * Resolves `spanGaps` to uPlot's value. `fillOnlyBelow: false` spans every gap regardless
+ * of `fillLessThan`; a duration with no flag still thresholds (panels predating the flag).
  */
 export function resolveSpanGaps(
-	fillLessThan: string | undefined,
+	spanGaps: DashboardtypesSpanGapsDTO,
 ): boolean | number {
-	if (!fillLessThan) {
+	const fillLessThan = spanGaps.fillLessThan;
+	if (spanGaps.fillOnlyBelow === false || !fillLessThan) {
 		return true;
 	}
 	const seconds = rangeUtil.isValidTimeSpan(fillLessThan)

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelsAndSectionsLayout/Panel/hooks/__tests__/useClonePanel.test.ts

@@ -1,12 +1,15 @@
 import { renderHook } from '@testing-library/react';
-import { patchDashboardV2 } from 'api/generated/services/dashboard';
 
 import { useDashboardStore } from '../../../../store/useDashboardStore';
 import type { DashboardSection } from '../../../../utils';
 import { useClonePanel } from '../useClonePanel';
 
-jest.mock('api/generated/services/dashboard', () => ({
-	patchDashboardV2: jest.fn().mockResolvedValue(undefined),
+const mockPatchAsync = jest.fn().mockResolvedValue(undefined);
+jest.mock('../../../../hooks/useOptimisticPatch', () => ({
+	useOptimisticPatch: (): { patchAsync: jest.Mock; isPatching: boolean } => ({
+		patchAsync: mockPatchAsync,
+		isPatching: false,
+	}),
 }));
 
 const mockToastPromise = jest.fn();
@@ -16,8 +19,6 @@ jest.mock('@signozhq/ui/sonner', () => ({
 
 jest.mock('uuid', () => ({ v4: (): string => 'cloned-id' }));
 
-const mockPatch = patchDashboardV2 as unknown as jest.Mock;
-
 const sourcePanel = {
 	kind: 'Panel',
 	spec: {
@@ -45,7 +46,7 @@ function sections(): DashboardSection[] {
 describe('useClonePanel', () => {
 	beforeEach(() => {
 		jest.clearAllMocks();
-		useDashboardStore.setState({ dashboardId: 'dash-1', refetch: jest.fn() });
+		useDashboardStore.setState({ dashboardId: 'dash-1' });
 	});
 
 	it('patches an add of the deep-copied spec + a new item under the same section', async () => {
@@ -53,7 +54,7 @@ describe('useClonePanel', () => {
 
 		await result.current({ panelId: 'p1', layoutIndex: 0 });
 
-		expect(mockPatch).toHaveBeenCalledWith({ id: 'dash-1' }, [
+		expect(mockPatchAsync).toHaveBeenCalledWith([
 			{
 				op: 'add',
 				path: '/spec/panels/cloned-id',
@@ -92,7 +93,7 @@ describe('useClonePanel', () => {
 
 		await result.current({ panelId: 'p1', layoutIndex: 0 });
 
-		const ops = mockPatch.mock.calls[0][1];
+		const ops = mockPatchAsync.mock.calls[0][0];
 		// Room in the last row (4 + 4 = 8 ≤ 12 cols) → sits to the right at y:0.
 		expect(ops[1].value).toMatchObject({ x: 4, y: 0, width: 4, height: 5 });
 	});
@@ -102,7 +103,7 @@ describe('useClonePanel', () => {
 
 		await result.current({ panelId: 'p1', layoutIndex: 0 });
 
-		const ops = mockPatch.mock.calls[0][1];
+		const ops = mockPatchAsync.mock.calls[0][0];
 		expect(ops[0].value).toStrictEqual(sourcePanel);
 		expect(ops[0].value).not.toBe(sourcePanel);
 	});
@@ -112,7 +113,7 @@ describe('useClonePanel', () => {
 
 		await result.current({ panelId: 'missing', layoutIndex: 0 });
 
-		expect(mockPatch).not.toHaveBeenCalled();
+		expect(mockPatchAsync).not.toHaveBeenCalled();
 		expect(mockToastPromise).not.toHaveBeenCalled();
 	});
 
@@ -132,7 +133,7 @@ describe('useClonePanel', () => {
 	});
 
 	it('swallows a patch rejection (toast owns the error UX) — does not throw', async () => {
-		mockPatch.mockRejectedValueOnce(new Error('boom'));
+		mockPatchAsync.mockRejectedValueOnce(new Error('boom'));
 		const { result } = renderHook(() => useClonePanel({ sections: sections() }));
 
 		await expect(

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelsAndSectionsLayout/Panel/hooks/__tests__/useCreateAlertFromPanel.test.ts

@@ -1,6 +1,7 @@
 import { renderHook } from '@testing-library/react';
 import logEvent from 'api/common/logEvent';
 import type { DashboardtypesPanelDTO } from 'api/generated/services/sigNoz.schemas';
+import { Querybuildertypesv5VariableTypeDTO } from 'api/generated/services/sigNoz.schemas';
 import { PANEL_TYPES } from 'constants/queryBuilder';
 import { useDashboardStore } from 'pages/DashboardPageV2/DashboardContainer/store/useDashboardStore';
 
@@ -18,12 +19,55 @@ jest.mock('hooks/useSafeNavigate', () => ({
 	}),
 }));
 
-// The V5→V1 query→URL translation is covered by buildCreateAlertUrl's own tests;
-// stub it so this asserts only the hook's side effects (analytics + navigation).
-jest.mock('../../utils/buildCreateAlertUrl', () => ({
-	buildCreateAlertUrl: (): string => '/alerts/new?composite=1',
+const mockToastError = jest.fn();
+jest.mock('@signozhq/ui/sonner', () => ({
+	toast: { error: (...args: unknown[]): void => mockToastError(...args) },
 }));
 
+jest.mock('react-redux', () => ({
+	useSelector: (selector: (state: unknown) => unknown): unknown =>
+		selector({ globalTime: { minTime: 1_000_000, maxTime: 2_000_000 } }),
+}));
+
+const mockSubstituteVars = jest.fn();
+jest.mock('api/generated/services/querier', () => ({
+	useReplaceVariables: (): { mutate: jest.Mock } => ({
+		mutate: mockSubstituteVars,
+	}),
+}));
+
+// Stub the builders so this asserts only the hook's orchestration.
+jest.mock('../../utils/buildCreateAlertUrl', () => ({
+	buildCreateAlertUrl: (): string => '/alerts/new?composite=sync',
+	buildAlertUrl: (): string => '/alerts/new?composite=substituted',
+	readPanelUnit: (): string | undefined => undefined,
+}));
+
+// Keep the real exports (getPanelQueryType reads them); stub only the builder.
+const mockBuildQueryRangeRequest = jest.fn((_args?: unknown) => ({
+	request: 'payload',
+}));
+jest.mock(
+	'pages/DashboardPageV2/DashboardContainer/queryV5/buildQueryRangeRequest',
+	() => ({
+		...jest.requireActual(
+			'pages/DashboardPageV2/DashboardContainer/queryV5/buildQueryRangeRequest',
+		),
+		buildQueryRangeRequest: (args: unknown): unknown =>
+			mockBuildQueryRangeRequest(args),
+	}),
+);
+
+jest.mock(
+	'pages/DashboardPageV2/DashboardContainer/queryV5/persesQueryAdapters',
+	() => ({
+		...jest.requireActual(
+			'pages/DashboardPageV2/DashboardContainer/queryV5/persesQueryAdapters',
+		),
+		envelopesToQuery: (): unknown => ({ resolved: 'query' }),
+	}),
+);
+
 const mockLogEvent = logEvent as jest.Mock;
 
 const panel = {
@@ -38,17 +82,7 @@ const panel = {
 describe('useCreateAlertFromPanel', () => {
 	beforeEach(() => {
 		jest.clearAllMocks();
-		useDashboardStore.setState({ dashboardId: 'dash-1' });
-	});
-
-	it('opens the seeded alert builder in a new tab', () => {
-		const { result } = renderHook(() => useCreateAlertFromPanel());
-
-		result.current(panel, 'panel-1');
-
-		expect(mockSafeNavigate).toHaveBeenCalledWith('/alerts/new?composite=1', {
-			newTab: true,
-		});
+		useDashboardStore.setState({ dashboardId: 'dash-1', resolvedVariables: {} });
 	});
 
 	it('logs the create-alert action with panel and dashboard context (V1 parity)', () => {
@@ -66,4 +100,80 @@ describe('useCreateAlertFromPanel', () => {
 			}),
 		);
 	});
+
+	describe('with no variable selections', () => {
+		it('seeds the alert synchronously without a substitute round-trip', () => {
+			const { result } = renderHook(() => useCreateAlertFromPanel());
+
+			result.current(panel, 'panel-1');
+
+			expect(mockSubstituteVars).not.toHaveBeenCalled();
+			expect(mockSafeNavigate).toHaveBeenCalledWith('/alerts/new?composite=sync', {
+				newTab: true,
+			});
+		});
+	});
+
+	describe('with variable selections', () => {
+		beforeEach(() => {
+			useDashboardStore.setState({
+				dashboardId: 'dash-1',
+				resolvedVariables: {
+					'dash-1': {
+						service: {
+							type: Querybuildertypesv5VariableTypeDTO.query,
+							value: 'checkout',
+						},
+					},
+				},
+			});
+		});
+
+		it('substitutes variables before seeding, then opens the resolved alert', () => {
+			const { result } = renderHook(() => useCreateAlertFromPanel());
+
+			result.current(panel, 'panel-1');
+
+			// Round-trips the panel's queries + resolved variables.
+			expect(mockBuildQueryRangeRequest).toHaveBeenCalledWith(
+				expect.objectContaining({
+					queries: panel.spec.queries,
+					panelType: PANEL_TYPES.TIME_SERIES,
+					variables: { service: { type: 'query', value: 'checkout' } },
+				}),
+			);
+			expect(mockSubstituteVars).toHaveBeenCalledWith(
+				{ data: { request: 'payload' } },
+				expect.objectContaining({
+					onSuccess: expect.any(Function),
+					onError: expect.any(Function),
+				}),
+			);
+			// Nothing opens until the round-trip resolves.
+			expect(mockSafeNavigate).not.toHaveBeenCalled();
+
+			const { onSuccess } = mockSubstituteVars.mock.calls[0][1];
+			onSuccess({ data: { compositeQuery: { queries: [{ type: 'builder' }] } } });
+
+			expect(mockSafeNavigate).toHaveBeenCalledWith(
+				'/alerts/new?composite=substituted',
+				{ newTab: true },
+			);
+		});
+
+		it('notifies and does not navigate when substitution fails', () => {
+			const { result } = renderHook(() => useCreateAlertFromPanel());
+
+			result.current(panel, 'panel-1');
+
+			const { onError } = mockSubstituteVars.mock.calls[0][1];
+			onError();
+
+			expect(mockToastError).toHaveBeenCalledWith(
+				expect.any(String),
+				expect.objectContaining({ description: expect.any(String) }),
+			);
+			expect(mockSafeNavigate).not.toHaveBeenCalled();
+		});
+	});
 });

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelsAndSectionsLayout/Panel/hooks/useClonePanel.ts

@@ -3,8 +3,7 @@ import { toast } from '@signozhq/ui/sonner';
 import { cloneDeep } from 'lodash-es';
 import { v4 as uuid } from 'uuid';
 
-import { patchDashboardV2 } from 'api/generated/services/dashboard';
-
+import { useOptimisticPatch } from '../../../hooks/useOptimisticPatch';
 import {
 	addPanelToSectionOps,
 	findFreeSlot,
@@ -32,7 +31,7 @@ export function useClonePanel({
 	sections,
 }: Params): (args: ClonePanelArgs) => Promise<void> {
 	const dashboardId = useDashboardStore((s) => s.dashboardId);
-	const refetch = useDashboardStore((s) => s.refetch);
+	const { patchAsync } = useOptimisticPatch();
 
 	return useCallback(
 		async ({ panelId, layoutIndex }: ClonePanelArgs): Promise<void> => {
@@ -45,8 +44,7 @@ export function useClonePanel({
 			const newPanelId = uuid();
 			const { x, y } = findFreeSlot(section.items, source.width);
 
-			const clone = patchDashboardV2(
-				{ id: dashboardId },
+			const clone = patchAsync(
 				addPanelToSectionOps({
 					panelId: newPanelId,
 					panel: cloneDeep(source.panel),
@@ -68,15 +66,14 @@ export function useClonePanel({
 				position: 'top-center',
 			});
 
-			// Refetch only on success; toast.promise owns the error UX, so swallow
-			// the rejection to avoid an unhandled rejection.
+			// toast.promise owns the error UX; swallow here to avoid an unhandled
+			// rejection (the optimistic cache write + settle refetch handle state).
 			try {
 				await clone;
-				refetch();
 			} catch {
 				// no-op
 			}
 		},
-		[sections, dashboardId, refetch],
+		[sections, dashboardId, patchAsync],
 	);
 }

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelsAndSectionsLayout/Panel/hooks/useCreateAlertFromPanel.ts

@@ -1,18 +1,32 @@
 import { useCallback } from 'react';
+// eslint-disable-next-line no-restricted-imports -- global time still lives in redux
+import { useSelector } from 'react-redux';
+import { toast } from '@signozhq/ui/sonner';
 import logEvent from 'api/common/logEvent';
+import { useReplaceVariables } from 'api/generated/services/querier';
 import type { DashboardtypesPanelDTO } from 'api/generated/services/sigNoz.schemas';
+import { SOMETHING_WENT_WRONG } from 'constants/api';
 import { useSafeNavigate } from 'hooks/useSafeNavigate';
 import { PANEL_KIND_TO_PANEL_TYPE } from 'pages/DashboardPageV2/DashboardContainer/Panels/types/panelKind';
 import { getPanelQueryType } from 'pages/DashboardPageV2/DashboardContainer/Panels/utils/getPanelQueryType';
+import { buildQueryRangeRequest } from 'pages/DashboardPageV2/DashboardContainer/queryV5/buildQueryRangeRequest';
+import { envelopesToQuery } from 'pages/DashboardPageV2/DashboardContainer/queryV5/persesQueryAdapters';
+import { selectResolvedVariables } from 'pages/DashboardPageV2/DashboardContainer/store/slices/variableSelectionSlice';
 import { useDashboardStore } from 'pages/DashboardPageV2/DashboardContainer/store/useDashboardStore';
+import { AppState } from 'store/reducers';
+import { GlobalReducer } from 'types/reducer/globalTime';
 
-import { buildCreateAlertUrl } from '../utils/buildCreateAlertUrl';
+import {
+	buildAlertUrl,
+	buildCreateAlertUrl,
+	readPanelUnit,
+} from '../utils/buildCreateAlertUrl';
 
 /**
- * Returns a callback that opens the alert builder in a new tab, seeded from a
- * panel's query, and logs the action — mirroring V1's `useCreateAlerts`
- * ('dashboardView' caller). The panel is supplied at call time so the callback
- * stays stable across panels (and the dashboard's react-query refetches).
+ * Callback that seeds the alert builder from a panel's query in a new tab (V1 parity
+ * with `useCreateAlerts`; panel supplied at call time so the callback stays stable).
+ * With variable selections, resolves them via `/substitute_vars` first; otherwise
+ * seeds synchronously (the round-trip would be a no-op).
  */
 export function useCreateAlertFromPanel(): (
 	panel: DashboardtypesPanelDTO,
@@ -20,18 +34,61 @@ export function useCreateAlertFromPanel(): (
 ) => void {
 	const { safeNavigate } = useSafeNavigate();
 	const dashboardId = useDashboardStore((s) => s.dashboardId);
+	const variables = useDashboardStore(selectResolvedVariables(dashboardId));
+	const { maxTime, minTime } = useSelector<AppState, GlobalReducer>(
+		(state) => state.globalTime,
+	);
+	const { mutate: substituteVars } = useReplaceVariables();
 
 	return useCallback(
 		(panel: DashboardtypesPanelDTO, panelId: string): void => {
+			const panelType = PANEL_KIND_TO_PANEL_TYPE[panel.spec.plugin.kind];
+
 			void logEvent('Dashboard Detail: Panel action', {
 				action: 'createAlerts',
-				panelType: PANEL_KIND_TO_PANEL_TYPE[panel.spec.plugin.kind],
+				panelType,
 				dashboardId,
 				widgetId: panelId,
 				queryType: getPanelQueryType(panel),
 			});
-			safeNavigate(buildCreateAlertUrl(panel), { newTab: true });
+
+			if (Object.keys(variables).length === 0) {
+				safeNavigate(buildCreateAlertUrl(panel), { newTab: true });
+				return;
+			}
+
+			// Redux global time is nanoseconds; the request DTO takes epoch ms.
+			const request = buildQueryRangeRequest({
+				queries: panel.spec.queries,
+				panelType,
+				startMs: minTime / 1e6,
+				endMs: maxTime / 1e6,
+				variables,
+			});
+
+			substituteVars(
+				{ data: request },
+				{
+					onSuccess: (response) => {
+						const query = envelopesToQuery(
+							response.data.compositeQuery?.queries ?? [],
+							panelType,
+						);
+						const url = buildAlertUrl(
+							query,
+							panelType,
+							readPanelUnit(panel.spec.plugin),
+						);
+						safeNavigate(url, { newTab: true });
+					},
+					onError: () => {
+						toast.error(SOMETHING_WENT_WRONG, {
+							description: 'Failed to create alert from panel',
+						});
+					},
+				},
+			);
 		},
-		[dashboardId, safeNavigate],
+		[dashboardId, variables, minTime, maxTime, substituteVars, safeNavigate],
 	);
 }

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelsAndSectionsLayout/Panel/hooks/useDeletePanel.ts

@@ -1,9 +1,9 @@
 import { useCallback } from 'react';
 
-import { patchDashboardV2 } from 'api/generated/services/dashboard';
 import { useErrorModal } from 'providers/ErrorModalProvider';
 import APIError from 'types/api/error';
 
+import { useOptimisticPatch } from '../../../hooks/useOptimisticPatch';
 import { removePanelOp, replaceSectionItemsOp } from '../../../patchOps';
 import { useDashboardStore } from '../../../store/useDashboardStore';
 import type { DashboardSection } from '../../../utils';
@@ -25,7 +25,7 @@ export function useDeletePanel({
 	sections,
 }: Params): (args: DeletePanelArgs) => Promise<void> {
 	const dashboardId = useDashboardStore((s) => s.dashboardId);
-	const refetch = useDashboardStore((s) => s.refetch);
+	const { patchAsync } = useOptimisticPatch();
 	const { showErrorModal } = useErrorModal();
 
 	return useCallback(
@@ -40,15 +40,14 @@ export function useDeletePanel({
 
 			const nextItems = section.items.filter((i) => i.id !== panelId);
 			try {
-				await patchDashboardV2({ id: dashboardId }, [
+				await patchAsync([
 					replaceSectionItemsOp(layoutIndex, nextItems),
 					removePanelOp(panelId),
 				]);
-				refetch();
 			} catch (error) {
 				showErrorModal(error as APIError);
 			}
 		},
-		[sections, dashboardId, refetch, showErrorModal],
+		[sections, dashboardId, patchAsync, showErrorModal],
 	);
 }

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelsAndSectionsLayout/Panel/hooks/useMovePanelToSection.ts

@@ -1,9 +1,9 @@
 import { useCallback } from 'react';
 
-import { patchDashboardV2 } from 'api/generated/services/dashboard';
 import { useErrorModal } from 'providers/ErrorModalProvider';
 import APIError from 'types/api/error';
 
+import { useOptimisticPatch } from '../../../hooks/useOptimisticPatch';
 import { movePanelBetweenSectionsOps } from '../../../patchOps';
 import { useDashboardStore } from '../../../store/useDashboardStore';
 import type { DashboardSection } from '../../../utils';
@@ -27,7 +27,7 @@ export function useMovePanelToSection({
 	sections,
 }: Params): (args: MovePanelArgs) => Promise<void> {
 	const dashboardId = useDashboardStore((s) => s.dashboardId);
-	const refetch = useDashboardStore((s) => s.refetch);
+	const { patchAsync } = useOptimisticPatch();
 	const { showErrorModal } = useErrorModal();
 
 	return useCallback(
@@ -60,8 +60,7 @@ export function useMovePanelToSection({
 			const targetItems = [...target.items, { ...moved, x: 0, y: nextY }];
 
 			try {
-				await patchDashboardV2(
-					{ id: dashboardId },
+				await patchAsync(
 					movePanelBetweenSectionsOps({
 						sourceIndex: fromLayoutIndex,
 						sourceItems,
@@ -69,11 +68,10 @@ export function useMovePanelToSection({
 						targetItems,
 					}),
 				);
-				refetch();
 			} catch (error) {
 				showErrorModal(error as APIError);
 			}
 		},
-		[sections, dashboardId, refetch, showErrorModal],
+		[sections, dashboardId, patchAsync, showErrorModal],
 	);
 }

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelsAndSectionsLayout/Panel/utils/buildCreateAlertUrl.ts

@@ -5,11 +5,14 @@ import type {
 import { YAxisSource } from 'components/YAxisUnitSelector/types';
 import { ENTITY_VERSION_V5 } from 'constants/app';
 import { QueryParams } from 'constants/query';
+import { PANEL_TYPES } from 'constants/queryBuilder';
 import ROUTES from 'constants/routes';
 import { PANEL_KIND_TO_PANEL_TYPE } from 'pages/DashboardPageV2/DashboardContainer/Panels/types/panelKind';
 import { fromPerses } from 'pages/DashboardPageV2/DashboardContainer/queryV5/persesQueryAdapters';
+import type { Query } from 'types/api/queryBuilder/queryBuilderData';
 
-function readPanelUnit(
+/** The panel's configured y-axis unit, for the kinds that carry one. */
+export function readPanelUnit(
 	plugin: DashboardtypesPanelPluginDTO,
 ): string | undefined {
 	switch (plugin.kind) {
@@ -24,20 +27,17 @@ function readPanelUnit(
 }
 
 /**
- * Builds the `/alerts/new` URL that seeds the alert builder from a panel's query,
- * mirroring V1's `useCreateAlerts`: the panel's V5 queries are translated to the
- * V1 `Query` the alert page reads from `compositeQuery`, tagged with the panel
- * type, entity version, and a `dashboards` source.
- *
- * Unlike V1 there is no `/substitute_vars` round-trip — V2 has no query-variable
- * plumbing yet, so any dashboard-variable references travel through verbatim.
+ * Assembles the `/alerts/new` URL from a ready V1 `Query`: the alert page reads it
+ * from `compositeQuery`, tagged with the panel type, entity version, and a
+ * `dashboards` source.
  */
-export function buildCreateAlertUrl(panel: DashboardtypesPanelDTO): string {
-	const panelType = PANEL_KIND_TO_PANEL_TYPE[panel.spec.plugin.kind];
-	const query = fromPerses(panel.spec.queries, panelType);
-
-	const unit = readPanelUnit(panel.spec.plugin);
+export function buildAlertUrl(
+	query: Query,
+	panelType: PANEL_TYPES,
+	unit?: string,
+): string {
 	if (unit) {
+		// eslint-disable-next-line no-param-reassign
 		query.unit = unit;
 	}
 
@@ -52,3 +52,15 @@ export function buildCreateAlertUrl(panel: DashboardtypesPanelDTO): string {
 
 	return `${ROUTES.ALERTS_NEW}?${params.toString()}`;
 }
+
+/**
+ * Seeds the alert builder from a panel's query — the no-variable path, so any
+ * dashboard-variable references travel through verbatim. When the dashboard has
+ * selections, `useCreateAlertFromPanel` runs a `/substitute_vars` round-trip first
+ * and assembles the URL from the resolved queries via {@link buildAlertUrl}.
+ */
+export function buildCreateAlertUrl(panel: DashboardtypesPanelDTO): string {
+	const panelType = PANEL_KIND_TO_PANEL_TYPE[panel.spec.plugin.kind];
+	const query = fromPerses(panel.spec.queries, panelType);
+	return buildAlertUrl(query, panelType, readPanelUnit(panel.spec.plugin));
+}

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelsAndSectionsLayout/Section/hooks/useAddSection.ts

@@ -1,10 +1,10 @@
 import { useCallback, useState } from 'react';
 
-import { patchDashboardV2 } from 'api/generated/services/dashboard';
 import type { DashboardtypesLayoutDTO } from 'api/generated/services/sigNoz.schemas';
 import { useErrorModal } from 'providers/ErrorModalProvider';
 import APIError from 'types/api/error';
 
+import { useOptimisticPatch } from '../../../hooks/useOptimisticPatch';
 import {
 	addSectionOp,
 	newGridLayout,
@@ -15,9 +15,9 @@ import { useDashboardStore } from '../../../store/useDashboardStore';
 const SECTION_SELECTOR = '[data-testid^="dashboard-section-"]';
 
 /**
- * Waits (via rAF) for the refetch to render the appended section, then scrolls
- * it into view. Polls because `refetch` resolves before React commits the new
- * section to the DOM; bails after ~40 frames.
+ * Waits (via rAF) for the appended section to render, then scrolls it into view.
+ * Polls because the optimistic cache write commits to the DOM a frame or two after
+ * the patch call; bails after ~40 frames.
  */
 function scrollToNewSection(prevCount: number, attempts = 40): void {
 	const sections = document.querySelectorAll(SECTION_SELECTOR);
@@ -49,7 +49,7 @@ interface Result {
  */
 export function useAddSection({ layouts }: Params): Result {
 	const dashboardId = useDashboardStore((s) => s.dashboardId);
-	const refetch = useDashboardStore((s) => s.refetch);
+	const { patchAsync } = useOptimisticPatch();
 	const [isSaving, setIsSaving] = useState(false);
 	const { showErrorModal } = useErrorModal();
 
@@ -66,8 +66,7 @@ export function useAddSection({ layouts }: Params): Result {
 			const prevSectionCount = document.querySelectorAll(SECTION_SELECTOR).length;
 			try {
 				setIsSaving(true);
-				await patchDashboardV2({ id: dashboardId }, [op]);
-				refetch();
+				await patchAsync([op]);
 				scrollToNewSection(prevSectionCount);
 			} catch (error) {
 				showErrorModal(error as APIError);
@@ -75,7 +74,7 @@ export function useAddSection({ layouts }: Params): Result {
 				setIsSaving(false);
 			}
 		},
-		[layouts, dashboardId, refetch, showErrorModal],
+		[layouts, dashboardId, patchAsync, showErrorModal],
 	);
 
 	return { addSection, isSaving };

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelsAndSectionsLayout/Section/hooks/useDeleteSection.ts

@@ -1,10 +1,10 @@
 import { useCallback, useState } from 'react';
 
-import { patchDashboardV2 } from 'api/generated/services/dashboard';
 import type { DashboardtypesJSONPatchOperationDTO } from 'api/generated/services/sigNoz.schemas';
 import { useErrorModal } from 'providers/ErrorModalProvider';
 import APIError from 'types/api/error';
 
+import { useOptimisticPatch } from '../../../hooks/useOptimisticPatch';
 import { removePanelOp, removeSectionOp } from '../../../patchOps';
 import { useDashboardStore } from '../../../store/useDashboardStore';
 import type { DashboardSection } from '../../../utils';
@@ -24,7 +24,7 @@ interface Result {
  */
 export function useDeleteSection({ section }: Params): Result {
 	const dashboardId = useDashboardStore((s) => s.dashboardId);
-	const refetch = useDashboardStore((s) => s.refetch);
+	const { patchAsync } = useOptimisticPatch();
 	const [isSaving, setIsSaving] = useState(false);
 	const { showErrorModal } = useErrorModal();
 
@@ -38,14 +38,13 @@ export function useDeleteSection({ section }: Params): Result {
 		ops.push(removeSectionOp(section.layoutIndex));
 		try {
 			setIsSaving(true);
-			await patchDashboardV2({ id: dashboardId }, ops);
-			refetch();
+			await patchAsync(ops);
 		} catch (error) {
 			showErrorModal(error as APIError);
 		} finally {
 			setIsSaving(false);
 		}
-	}, [section, dashboardId, refetch, showErrorModal]);
+	}, [section, dashboardId, patchAsync, showErrorModal]);
 
 	return { deleteSection, isSaving };
 }

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelsAndSectionsLayout/Section/hooks/useFirstSectionMigration.ts

@@ -1,10 +1,10 @@
 import { useCallback, useState } from 'react';
 
-import { patchDashboardV2 } from 'api/generated/services/dashboard';
 import type { DashboardtypesJSONPatchOperationDTO } from 'api/generated/services/sigNoz.schemas';
 import { useErrorModal } from 'providers/ErrorModalProvider';
 import APIError from 'types/api/error';
 
+import { useOptimisticPatch } from '../../../hooks/useOptimisticPatch';
 import { addSectionOp, titleUntitledSectionOp } from '../../../patchOps';
 import { useDashboardStore } from '../../../store/useDashboardStore';
 import type { DashboardSection } from '../../../utils';
@@ -26,7 +26,7 @@ interface Result {
  */
 export function useFirstSectionMigration({ sections }: Params): Result {
 	const dashboardId = useDashboardStore((s) => s.dashboardId);
-	const refetch = useDashboardStore((s) => s.refetch);
+	const { patchAsync } = useOptimisticPatch();
 	const [isSaving, setIsSaving] = useState(false);
 	const { showErrorModal } = useErrorModal();
 
@@ -49,15 +49,14 @@ export function useFirstSectionMigration({ sections }: Params): Result {
 
 			try {
 				setIsSaving(true);
-				await patchDashboardV2({ id: dashboardId }, ops);
-				refetch();
+				await patchAsync(ops);
 			} catch (error) {
 				showErrorModal(error as APIError);
 			} finally {
 				setIsSaving(false);
 			}
 		},
-		[sections, dashboardId, refetch, showErrorModal],
+		[sections, dashboardId, patchAsync, showErrorModal],
 	);
 
 	return { migrate, isSaving };

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelsAndSectionsLayout/Section/hooks/usePersistLayout.ts

@@ -1,10 +1,10 @@
 import { useCallback, useState } from 'react';
 import type { Layout } from 'react-grid-layout';
 
-import { patchDashboardV2 } from 'api/generated/services/dashboard';
 import { useErrorModal } from 'providers/ErrorModalProvider';
 import APIError from 'types/api/error';
 
+import { useOptimisticPatch } from '../../../hooks/useOptimisticPatch';
 import { replaceSectionItemsOp } from '../../../patchOps';
 import { useDashboardStore } from '../../../store/useDashboardStore';
 import type { GridItem } from '../../../utils';
@@ -65,7 +65,7 @@ function hasGeometryChanged(next: GridItem[], prev: GridItem[]): boolean {
  */
 export function usePersistLayout({ layoutIndex, items }: Params): Result {
 	const dashboardId = useDashboardStore((s) => s.dashboardId);
-	const refetch = useDashboardStore((s) => s.refetch);
+	const { patchAsync } = useOptimisticPatch();
 	const [isSaving, setIsSaving] = useState(false);
 	const { showErrorModal } = useErrorModal();
 
@@ -80,17 +80,14 @@ export function usePersistLayout({ layoutIndex, items }: Params): Result {
 			}
 			try {
 				setIsSaving(true);
-				await patchDashboardV2({ id: dashboardId }, [
-					replaceSectionItemsOp(layoutIndex, nextItems),
-				]);
-				refetch();
+				await patchAsync([replaceSectionItemsOp(layoutIndex, nextItems)]);
 			} catch (error) {
 				showErrorModal(error as APIError);
 			} finally {
 				setIsSaving(false);
 			}
 		},
-		[dashboardId, items, layoutIndex, refetch, showErrorModal],
+		[dashboardId, items, layoutIndex, patchAsync, showErrorModal],
 	);
 
 	return { handleLayoutChange, isSaving };

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelsAndSectionsLayout/Section/hooks/useRenameSection.ts

@@ -1,9 +1,9 @@
 import { useCallback, useState } from 'react';
 
-import { patchDashboardV2 } from 'api/generated/services/dashboard';
 import { useErrorModal } from 'providers/ErrorModalProvider';
 import APIError from 'types/api/error';
 
+import { useOptimisticPatch } from '../../../hooks/useOptimisticPatch';
 import { renameSectionOp } from '../../../patchOps';
 import { useDashboardStore } from '../../../store/useDashboardStore';
 
@@ -19,7 +19,7 @@ interface Result {
 /** Renames a section's title via `replace /spec/layouts/<i>/spec/display/title`. */
 export function useRenameSection({ layoutIndex }: Params): Result {
 	const dashboardId = useDashboardStore((s) => s.dashboardId);
-	const refetch = useDashboardStore((s) => s.refetch);
+	const { patchAsync } = useOptimisticPatch();
 	const [isSaving, setIsSaving] = useState(false);
 	const { showErrorModal } = useErrorModal();
 
@@ -31,10 +31,7 @@ export function useRenameSection({ layoutIndex }: Params): Result {
 			}
 			try {
 				setIsSaving(true);
-				await patchDashboardV2({ id: dashboardId }, [
-					renameSectionOp(layoutIndex, trimmed),
-				]);
-				refetch();
+				await patchAsync([renameSectionOp(layoutIndex, trimmed)]);
 				return true;
 			} catch (error) {
 				showErrorModal(error as APIError);
@@ -43,7 +40,7 @@ export function useRenameSection({ layoutIndex }: Params): Result {
 				setIsSaving(false);
 			}
 		},
-		[dashboardId, layoutIndex, refetch, showErrorModal],
+		[dashboardId, layoutIndex, patchAsync, showErrorModal],
 	);
 
 	return { rename, isSaving };

frontend/src/pages/DashboardPageV2/DashboardContainer/PanelsAndSectionsLayout/Section/hooks/useSectionDragReorder.ts

@@ -9,11 +9,11 @@ import {
 } from '@dnd-kit/core';
 import { arrayMove, sortableKeyboardCoordinates } from '@dnd-kit/sortable';
 
-import { patchDashboardV2 } from 'api/generated/services/dashboard';
 import type { DashboardtypesLayoutDTO } from 'api/generated/services/sigNoz.schemas';
 import { useErrorModal } from 'providers/ErrorModalProvider';
 import APIError from 'types/api/error';
 
+import { useOptimisticPatch } from '../../../hooks/useOptimisticPatch';
 import { reorderLayoutsOp } from '../../../patchOps';
 import { useDashboardStore } from '../../../store/useDashboardStore';
 import type { DashboardSection } from '../../../utils';
@@ -43,7 +43,7 @@ interface Result {
  */
 export function useSectionDragReorder({ sections, layouts }: Params): Result {
 	const dashboardId = useDashboardStore((s) => s.dashboardId);
-	const refetch = useDashboardStore((s) => s.refetch);
+	const { patchAsync } = useOptimisticPatch();
 	const [activeId, setActiveId] = useState<string | null>(null);
 	const [localOrderIds, setLocalOrderIds] = useState<string[] | null>(null);
 	const { showErrorModal } = useErrorModal();
@@ -99,14 +99,13 @@ export function useSectionDragReorder({ sections, layouts }: Params): Result {
 				.filter((l): l is DashboardtypesLayoutDTO => l !== undefined);
 
 			try {
-				await patchDashboardV2({ id: dashboardId }, [reorderLayoutsOp(newLayouts)]);
-				refetch();
+				await patchAsync([reorderLayoutsOp(newLayouts)]);
 			} catch (error) {
 				setLocalOrderIds(null); // revert optimistic order on failure
 				showErrorModal(error as APIError);
 			}
 		},
-		[orderedSections, layouts, dashboardId, refetch, showErrorModal],
+		[orderedSections, layouts, dashboardId, patchAsync, showErrorModal],
 	);
 
 	const activeSection = useMemo(

frontend/src/pages/DashboardPageV2/DashboardContainer/hooks/__tests__/useOptimisticPatch.test.ts

@@ -0,0 +1,107 @@
+import { renderHook } from '@testing-library/react';
+import { useMutation, useQueryClient } from 'react-query';
+// eslint-disable-next-line no-restricted-imports -- the hook's own test mocks and asserts the underlying patchDashboardV2 call.
+import { patchDashboardV2 } from 'api/generated/services/dashboard';
+import type { GetDashboardV2200 } from 'api/generated/services/sigNoz.schemas';
+import { DashboardtypesPatchOpDTO } from 'api/generated/services/sigNoz.schemas';
+
+import { useOptimisticPatch } from '../useOptimisticPatch';
+
+const QUERY_KEY = ['/api/v2/dashboards/dash-1'];
+
+jest.mock('react-query', () => ({
+	useMutation: jest.fn(),
+	useQueryClient: jest.fn(),
+}));
+
+jest.mock('api/generated/services/dashboard', () => ({
+	patchDashboardV2: jest.fn(),
+	getGetDashboardV2QueryKey: jest.fn(() => ['/api/v2/dashboards/dash-1']),
+}));
+
+jest.mock('../../store/useDashboardStore', () => ({
+	useDashboardStore: jest.fn(
+		(selector: (s: { dashboardId: string }) => unknown) =>
+			selector({ dashboardId: 'dash-1' }),
+	),
+}));
+
+const queryClient = {
+	cancelQueries: jest.fn().mockResolvedValue(undefined),
+	getQueryData: jest.fn(),
+	setQueryData: jest.fn(),
+	invalidateQueries: jest.fn().mockResolvedValue(undefined),
+};
+
+// eslint-disable-next-line @typescript-eslint/no-explicit-any
+let captured: { fn: (ops: any) => unknown; options: any };
+
+function dashboardEnvelope(name: string): GetDashboardV2200 {
+	return {
+		data: { spec: { display: { name } } },
+	} as unknown as GetDashboardV2200;
+}
+
+const replaceNameOp = {
+	op: DashboardtypesPatchOpDTO.replace,
+	path: '/spec/display/name',
+	value: 'B',
+};
+
+beforeEach(() => {
+	jest.clearAllMocks();
+	(useQueryClient as jest.Mock).mockReturnValue(queryClient);
+	(useMutation as jest.Mock).mockImplementation((fn, options) => {
+		captured = { fn, options };
+		return { mutateAsync: jest.fn(), isLoading: false };
+	});
+	renderHook(() => useOptimisticPatch());
+});
+
+describe('useOptimisticPatch', () => {
+	it('mutationFn sends the ops to patchDashboardV2 for the current dashboard', () => {
+		captured.fn([replaceNameOp]);
+		expect(patchDashboardV2).toHaveBeenCalledWith({ id: 'dash-1' }, [
+			replaceNameOp,
+		]);
+	});
+
+	it('onMutate cancels fetches, snapshots, and writes the patched dashboard to the cache', async () => {
+		const previous = dashboardEnvelope('A');
+		queryClient.getQueryData.mockReturnValue(previous);
+
+		const context = await captured.options.onMutate([replaceNameOp]);
+
+		expect(queryClient.cancelQueries).toHaveBeenCalledWith(QUERY_KEY);
+		// Optimistic write reflects the op immediately.
+		expect(queryClient.setQueryData).toHaveBeenCalledWith(QUERY_KEY, {
+			data: { spec: { display: { name: 'B' } } },
+		});
+		// Snapshot returned for rollback; original left untouched.
+		expect(context).toStrictEqual({ previous });
+		expect(previous.data).toStrictEqual({ spec: { display: { name: 'A' } } });
+	});
+
+	it('onMutate is a no-op write when there is no cached dashboard', async () => {
+		queryClient.getQueryData.mockReturnValue(undefined);
+		const context = await captured.options.onMutate([replaceNameOp]);
+		expect(queryClient.setQueryData).not.toHaveBeenCalled();
+		expect(context).toStrictEqual({ previous: undefined });
+	});
+
+	it('onError rolls the cache back to the snapshot', () => {
+		const previous = dashboardEnvelope('A');
+		captured.options.onError(new Error('boom'), [replaceNameOp], { previous });
+		expect(queryClient.setQueryData).toHaveBeenCalledWith(QUERY_KEY, previous);
+	});
+
+	it('onError without a snapshot does not touch the cache', () => {
+		captured.options.onError(new Error('boom'), [replaceNameOp], {});
+		expect(queryClient.setQueryData).not.toHaveBeenCalled();
+	});
+
+	it('onSettled invalidates the dashboard query to reconcile', () => {
+		captured.options.onSettled();
+		expect(queryClient.invalidateQueries).toHaveBeenCalledWith(QUERY_KEY);
+	});
+});

frontend/src/pages/DashboardPageV2/DashboardContainer/hooks/useOptimisticPatch.ts

@@ -0,0 +1,73 @@
+import { useMutation, useQueryClient } from 'react-query';
+import {
+	getGetDashboardV2QueryKey,
+	// eslint-disable-next-line no-restricted-imports -- this hook is the one sanctioned caller of patchDashboardV2; everything else goes through patchAsync.
+	patchDashboardV2,
+} from 'api/generated/services/dashboard';
+import type {
+	DashboardtypesJSONPatchOperationDTO,
+	GetDashboardV2200,
+} from 'api/generated/services/sigNoz.schemas';
+import APIError from 'types/api/error';
+
+import { applyJsonPatch } from '../optimistic/applyJsonPatch';
+import { useDashboardStore } from '../store/useDashboardStore';
+
+/** Cached dashboard snapshot, kept for rollback on error. */
+interface OptimisticPatchContext {
+	previous?: GetDashboardV2200;
+}
+
+export interface UseOptimisticPatch {
+	patchAsync: (ops: DashboardtypesJSONPatchOperationDTO[]) => Promise<unknown>;
+	isPatching: boolean;
+	error: Error | null;
+}
+
+/**
+ * Central optimistic mutation for V2 dashboard spec edits: writes the ops to the
+ * cached dashboard immediately, rolls back on error, reconciles on settle.
+ * `dashboardId` defaults to the edit-context store; the panel editor passes its own.
+ */
+export function useOptimisticPatch(
+	dashboardIdOverride?: string,
+): UseOptimisticPatch {
+	const storeDashboardId = useDashboardStore((s) => s.dashboardId);
+	const dashboardId = dashboardIdOverride ?? storeDashboardId;
+	const queryClient = useQueryClient();
+	const queryKey = getGetDashboardV2QueryKey({ id: dashboardId });
+
+	const mutation = useMutation<
+		Awaited<ReturnType<typeof patchDashboardV2>>,
+		APIError,
+		DashboardtypesJSONPatchOperationDTO[],
+		OptimisticPatchContext
+	>((ops) => patchDashboardV2({ id: dashboardId }, ops), {
+		onMutate: async (ops) => {
+			await queryClient.cancelQueries(queryKey);
+			const previous = queryClient.getQueryData<GetDashboardV2200>(queryKey);
+			if (previous?.data) {
+				// Ops are rooted at the DTO's `/spec`, so patch `.data`, keep the envelope.
+				queryClient.setQueryData<GetDashboardV2200>(queryKey, {
+					...previous,
+					data: applyJsonPatch(previous.data, ops),
+				});
+			}
+			return { previous };
+		},
+		onError: (_error, _ops, context) => {
+			if (context?.previous) {
+				queryClient.setQueryData(queryKey, context.previous);
+			}
+		},
+		onSettled: () => {
+			void queryClient.invalidateQueries(queryKey);
+		},
+	});
+
+	return {
+		patchAsync: mutation.mutateAsync,
+		isPatching: mutation.isLoading,
+		error: mutation.error ?? null,
+	};
+}

frontend/src/pages/DashboardPageV2/DashboardContainer/optimistic/__tests__/applyJsonPatch.test.ts

@@ -0,0 +1,138 @@
+import type { DashboardtypesJSONPatchOperationDTO } from 'api/generated/services/sigNoz.schemas';
+import { DashboardtypesPatchOpDTO } from 'api/generated/services/sigNoz.schemas';
+
+import { applyJsonPatch } from '../applyJsonPatch';
+
+const { add, replace, remove, move, test: testOp } = DashboardtypesPatchOpDTO;
+
+function op(
+	o: DashboardtypesPatchOpDTO,
+	path: string,
+	value?: unknown,
+): DashboardtypesJSONPatchOperationDTO {
+	return { op: o, path, value };
+}
+
+// A trimmed dashboard-spec shape; the applier is structural, so this stands in
+// for the full DTO.
+function spec(): Record<string, unknown> {
+	return {
+		spec: {
+			display: { name: 'dash' },
+			panels: { p1: { spec: { display: { name: 'A' } } } },
+			layouts: [
+				{ spec: { display: { title: 'S1' }, items: [{ x: 0 }] } },
+				{ spec: { items: [] } },
+			],
+			variables: [{ name: 'env' }],
+		},
+	};
+}
+
+describe('applyJsonPatch', () => {
+	it('does not mutate the input document', () => {
+		const doc = spec();
+		const snapshot = JSON.stringify(doc);
+		applyJsonPatch(doc, [op(replace, '/spec/display/name', 'renamed')]);
+		expect(JSON.stringify(doc)).toBe(snapshot);
+	});
+
+	it('replaces a leaf string', () => {
+		const next = applyJsonPatch(spec(), [
+			op(replace, '/spec/layouts/0/spec/display/title', 'S1-renamed'),
+		]);
+		const layouts = (next.spec as any).layouts;
+		expect(layouts[0].spec.display.title).toBe('S1-renamed');
+	});
+
+	it('adds a new object member (panel by id)', () => {
+		const next = applyJsonPatch(spec(), [
+			op(add, '/spec/panels/p2', { spec: { display: { name: 'B' } } }),
+		]);
+		expect((next.spec as any).panels.p2.spec.display.name).toBe('B');
+		// existing member untouched
+		expect((next.spec as any).panels.p1.spec.display.name).toBe('A');
+	});
+
+	it('appends to an array with the "-" token', () => {
+		const next = applyJsonPatch(spec(), [
+			op(add, '/spec/layouts/-', { spec: { items: [] } }),
+		]);
+		expect((next.spec as any).layouts).toHaveLength(3);
+	});
+
+	it('appends an item into a nested section array', () => {
+		const next = applyJsonPatch(spec(), [
+			op(add, '/spec/layouts/1/spec/items/-', { x: 5 }),
+		]);
+		expect((next.spec as any).layouts[1].spec.items).toStrictEqual([{ x: 5 }]);
+	});
+
+	it('replaces a whole array', () => {
+		const next = applyJsonPatch(spec(), [
+			op(replace, '/spec/variables', [{ name: 'region' }, { name: 'pod' }]),
+		]);
+		expect((next.spec as any).variables).toStrictEqual([
+			{ name: 'region' },
+			{ name: 'pod' },
+		]);
+	});
+
+	it('removes an array element by index (section)', () => {
+		const next = applyJsonPatch(spec(), [op(remove, '/spec/layouts/0')]);
+		const layouts = (next.spec as any).layouts;
+		expect(layouts).toHaveLength(1);
+		expect(layouts[0].spec.items).toStrictEqual([]);
+	});
+
+	it('removes an object member (panel by id)', () => {
+		const next = applyJsonPatch(spec(), [op(remove, '/spec/panels/p1')]);
+		expect((next.spec as any).panels).toStrictEqual({});
+	});
+
+	it('adds a missing object parent for an add op (title untitled section)', () => {
+		const next = applyJsonPatch(spec(), [
+			op(add, '/spec/layouts/1/spec/display', { title: 'S2' }),
+		]);
+		expect((next.spec as any).layouts[1].spec.display).toStrictEqual({
+			title: 'S2',
+		});
+	});
+
+	it('is lenient: remove on a missing path is a no-op', () => {
+		const next = applyJsonPatch(spec(), [op(remove, '/spec/panels/ghost')]);
+		expect((next.spec as any).panels.p1).toBeDefined();
+	});
+
+	it('is lenient: a path through a missing node is skipped', () => {
+		const next = applyJsonPatch(spec(), [op(replace, '/spec/nope/deep/leaf', 1)]);
+		expect(next).toStrictEqual(spec());
+	});
+
+	it('unescapes ~1 and ~0 in reference tokens', () => {
+		const doc = { spec: { m: { 'a/b': 1, 'c~d': 2 } } };
+		const next = applyJsonPatch(doc, [
+			op(replace, '/spec/m/a~1b', 9),
+			op(replace, '/spec/m/c~0d', 8),
+		]);
+		expect(next.spec.m).toStrictEqual({ 'a/b': 9, 'c~d': 8 });
+	});
+
+	it('applies multiple ops in order', () => {
+		const next = applyJsonPatch(spec(), [
+			op(add, '/spec/panels/p2', { spec: {} }),
+			op(remove, '/spec/panels/p1'),
+			op(replace, '/spec/display/name', 'z'),
+		]);
+		expect(Object.keys((next.spec as any).panels)).toStrictEqual(['p2']);
+		expect((next.spec as any).display.name).toBe('z');
+	});
+
+	it('treats move/copy/test as no-ops', () => {
+		const next = applyJsonPatch(spec(), [
+			op(move, '/spec/display/name'),
+			op(testOp, '/spec/display/name', 'dash'),
+		]);
+		expect(next).toStrictEqual(spec());
+	});
+});

frontend/src/pages/DashboardPageV2/DashboardContainer/optimistic/applyJsonPatch.ts

@@ -0,0 +1,146 @@
+import type { DashboardtypesJSONPatchOperationDTO } from 'api/generated/services/sigNoz.schemas';
+import { DashboardtypesPatchOpDTO } from 'api/generated/services/sigNoz.schemas';
+import { cloneDeep } from 'lodash-es';
+
+/**
+ * Applies the RFC-6902 ops our `patchOps` builders emit to a document, so a
+ * dashboard edit can be reflected in the react-query cache optimistically before
+ * the server responds. Pure: deep-clones and returns a new document, never
+ * mutating the input.
+ *
+ * Deliberately lenient — mirrors the backend's apply (a `remove`/`replace` on a
+ * missing path is a no-op, `add` creates missing object parents) rather than
+ * throwing as strict RFC-6902 would. This is safe because the mutation always
+ * refetches on settle, so any mis-applied edge op self-corrects; the applier only
+ * needs to be right for the common case to kill the perceived lag.
+ *
+ * Scope: `add` / `replace` / `remove` (the only ops the builders produce).
+ * `move` / `copy` / `test` are never emitted, so they are treated as no-ops.
+ */
+export function applyJsonPatch<T>(
+	doc: T,
+	ops: DashboardtypesJSONPatchOperationDTO[],
+): T {
+	const next = cloneDeep(doc);
+	ops.forEach((op) => applyOperation(next as unknown, op));
+	return next;
+}
+
+type JsonRecord = Record<string, unknown>;
+
+function isArray(value: unknown): value is unknown[] {
+	return Array.isArray(value);
+}
+
+function isRecord(value: unknown): value is JsonRecord {
+	return typeof value === 'object' && value !== null && !Array.isArray(value);
+}
+
+/** Unescape one JSON-Pointer reference token (RFC-6901): `~1`→`/`, `~0`→`~`. */
+function unescapeToken(token: string): string {
+	return token.replace(/~1/g, '/').replace(/~0/g, '~');
+}
+
+/** Parse a JSON Pointer into its reference tokens (`""`/`"/"` → root, `[]`). */
+function parsePointer(path: string): string[] {
+	if (!path || path === '/') {
+		return [];
+	}
+	return path.slice(1).split('/').map(unescapeToken);
+}
+
+/**
+ * Walks to the container that holds the pointer's last token. Returns `undefined`
+ * when the path can't be resolved (lenient skip). For `add`, missing intermediate
+ * object nodes are created (backend parity); array steps are never auto-created.
+ */
+function navigateToParent(
+	root: unknown,
+	tokens: string[],
+	createMissing: boolean,
+): unknown {
+	let current: unknown = root;
+	for (let i = 0; i < tokens.length - 1; i += 1) {
+		const token = tokens[i];
+		if (isArray(current)) {
+			const index = token === '-' ? current.length : Number(token);
+			current = current[index];
+		} else if (isRecord(current)) {
+			if (current[token] === undefined && createMissing) {
+				current[token] = {};
+			}
+			current = current[token];
+		} else {
+			return undefined;
+		}
+		if (current === undefined || current === null) {
+			return undefined;
+		}
+	}
+	return current;
+}
+
+/** `add`: array-insert (`-` = append) or object-set. */
+function addAt(parent: unknown, key: string, value: unknown): void {
+	if (isArray(parent)) {
+		const index = key === '-' ? parent.length : Number(key);
+		parent.splice(index, 0, value);
+	} else if (isRecord(parent)) {
+		parent[key] = value;
+	}
+}
+
+/** `replace`: overwrite an in-range array index or an object key. */
+function replaceAt(parent: unknown, key: string, value: unknown): void {
+	if (isArray(parent)) {
+		const index = Number(key);
+		if (index >= 0 && index < parent.length) {
+			parent[index] = value;
+		}
+	} else if (isRecord(parent)) {
+		parent[key] = value;
+	}
+}
+
+/** `remove`: splice an in-range array index or delete an object key (lenient). */
+function removeAt(parent: unknown, key: string): void {
+	if (isArray(parent)) {
+		const index = Number(key);
+		if (index >= 0 && index < parent.length) {
+			parent.splice(index, 1);
+		}
+	} else if (isRecord(parent)) {
+		delete parent[key];
+	}
+}
+
+function applyOperation(
+	root: unknown,
+	op: DashboardtypesJSONPatchOperationDTO,
+): void {
+	const tokens = parsePointer(op.path);
+	// Whole-document ops would need to reassign the root reference — our builders
+	// never target root, so skip rather than complicate the contract.
+	if (tokens.length === 0) {
+		return;
+	}
+
+	const parent = navigateToParent(
+		root,
+		tokens,
+		op.op === DashboardtypesPatchOpDTO.add,
+	);
+	if (parent === undefined || parent === null) {
+		return;
+	}
+	const key = tokens[tokens.length - 1];
+
+	// move / copy / test are never emitted by our builders → no-op (reconciled by refetch).
+	if (op.op === DashboardtypesPatchOpDTO.add) {
+		addAt(parent, key, op.value);
+	} else if (op.op === DashboardtypesPatchOpDTO.replace) {
+		replaceAt(parent, key, op.value);
+	} else if (op.op === DashboardtypesPatchOpDTO.remove) {
+		removeAt(parent, key);
+	}
+}

frontend/src/pages/DashboardPageV2/DashboardContainer/queryV5/__tests__/persesQueryAdapters.test.ts

@@ -1,10 +1,13 @@
-import type { DashboardtypesQueryDTO } from 'api/generated/services/sigNoz.schemas';
+import type {
+	DashboardtypesQueryDTO,
+	Querybuildertypesv5QueryEnvelopeDTO,
+} from 'api/generated/services/sigNoz.schemas';
 import { initialQueriesMap, PANEL_TYPES } from 'constants/queryBuilder';
 import type { Query } from 'types/api/queryBuilder/queryBuilderData';
 import { EQueryType } from 'types/common/dashboard';
 import { DataSource } from 'types/common/queryBuilder';
 
-import { fromPerses, toPerses } from '../persesQueryAdapters';
+import { envelopesToQuery, fromPerses, toPerses } from '../persesQueryAdapters';
 
 /** A bare perses query (single plugin, not wrapped in a CompositeQuery). */
 function bareQuery(
@@ -58,6 +61,26 @@ describe('persesQueryAdapters', () => {
 		});
 	});
 
+	describe('envelopesToQuery', () => {
+		it('returns the metrics default for an empty envelope list', () => {
+			expect(envelopesToQuery([], PANEL_TYPES.TIME_SERIES)).toStrictEqual(
+				initialQueriesMap[DataSource.METRICS],
+			);
+		});
+
+		it('maps a promql envelope to a PromQL query', () => {
+			const envelopes: Querybuildertypesv5QueryEnvelopeDTO[] = [
+				{
+					type: 'promql',
+					spec: { name: 'A', query: 'up', disabled: false },
+				} as unknown as Querybuildertypesv5QueryEnvelopeDTO,
+			];
+			expect(envelopesToQuery(envelopes, PANEL_TYPES.TIME_SERIES).queryType).toBe(
+				EQueryType.PROM,
+			);
+		});
+	});
+
 	describe('toPerses', () => {
 		it('wraps the query in a single signoz/CompositeQuery keyed to the panel request type', () => {
 			const result = toPerses(

frontend/src/pages/DashboardPageV2/DashboardContainer/queryV5/persesQueryAdapters.ts

@@ -74,14 +74,14 @@ export function deriveQueryType(
 }
 
 /**
- * Perses panel queries → V1 `Query` (to seed the query builder), via the V5 envelope
- * list + `mapQueryDataFromApi`. An empty panel opens on a fresh metrics builder query.
+ * V5 query-envelope list → V1 `Query`, via `mapQueryDataFromApi`. An empty list opens
+ * on a fresh metrics builder query. Used by `fromPerses` and by the envelopes a
+ * `/substitute_vars` round-trip returns with dashboard variables resolved.
  */
-export function fromPerses(
-	queries: DashboardtypesQueryDTO[],
+export function envelopesToQuery(
+	envelopes: Querybuildertypesv5QueryEnvelopeDTO[],
 	panelType: PANEL_TYPES,
 ): Query {
-	const envelopes = toQueryEnvelopes(queries);
 	if (envelopes.length === 0) {
 		return initialQueriesMap[DataSource.METRICS];
 	}
@@ -99,6 +99,17 @@ export function fromPerses(
 	return mapQueryDataFromApi(composite);
 }
 
+/**
+ * Perses panel queries → V1 `Query` (to seed the query builder), via the V5 envelope
+ * list + `mapQueryDataFromApi`. An empty panel opens on a fresh metrics builder query.
+ */
+export function fromPerses(
+	queries: DashboardtypesQueryDTO[],
+	panelType: PANEL_TYPES,
+): Query {
+	return envelopesToQuery(toQueryEnvelopes(queries), panelType);
+}
+
 /**
  * V1 `Query` → perses panel queries (to write the builder result back to the editor
  * draft). Wrapped in a single `signoz/CompositeQuery` to satisfy the

frontend/tsconfig.json

@@ -23,9 +23,10 @@
 		"resolveJsonModule": true,
 		"isolatedModules": true,
 		"noEmit": true,
-		"incremental": true,
-		"tsBuildInfoFile": "./node_modules/.cache/ts/tsconfig.tsbuildinfo",
 		"paths": {
+			"*": [
+				"./src/*"
+			],
 			"@constants/*": [
 				"./src/container/OnboardingContainer/constants/*"
 			],
@@ -34,32 +35,7 @@
 			],
 			"test-mocks/*": [
 				"./__mocks__/*"
-			],
-			"api": ["./src/api"],
-			"AppRoutes": ["./src/AppRoutes"],
-			"ReactI18": ["./src/ReactI18"],
-			"store": ["./src/store"],
-			"styles.scss": ["./src/styles.scss"],
-			"api/*": ["./src/api/*"],
-			"AppRoutes/*": ["./src/AppRoutes/*"],
-			"assets/*": ["./src/assets/*"],
-			"components/*": ["./src/components/*"],
-			"constants/*": ["./src/constants/*"],
-			"container/*": ["./src/container/*"],
-			"hooks/*": ["./src/hooks/*"],
-			"lib/*": ["./src/lib/*"],
-			"mocks-server/*": ["./src/mocks-server/*"],
-			"modules/*": ["./src/modules/*"],
-			"pages/*": ["./src/pages/*"],
-			"parser/*": ["./src/parser/*"],
-			"periscope/*": ["./src/periscope/*"],
-			"providers/*": ["./src/providers/*"],
-			"schemas/*": ["./src/schemas/*"],
-			"store/*": ["./src/store/*"],
-			"__tests__/*": ["./src/__tests__/*"],
-			"tests/*": ["./src/tests/*"],
-			"types/*": ["./src/types/*"],
-			"utils/*": ["./src/utils/*"]
+			]
 		},
 		"plugins": [
 			{
@@ -76,11 +52,18 @@
 	],
 	"include": [
 		"./src",
-		"./__mocks__",
-		"./babel.config.cjs",
+		"./src/**/*.ts",
+		"src/**/*.tsx",
+		"src/**/*.d.ts",
+		"babel.config.cjs",
 		"./jest.config.ts",
-		"./jest.setup.ts",
+		"./__mocks__",
+		"./conf/default.conf",
+		"./public",
+		"./commitlint.config.ts",
 		"./vite.config.ts",
-		"./commitlint.config.ts"
+		"./jest.setup.ts",
+		"./tests/**.ts",
+		"./**/*.d.ts"
 	]
 }

pkg/modules/metricsexplorer/implmetricsexplorer/module.go

@@ -1100,24 +1100,25 @@ func (m *module) fetchMetricsStatsWithSamples(
 		reducedSumSB.Where(reducedSumSB.Between("unix_milli", req.Start, req.End))
 		reducedSumSB.Where("NOT startsWith(metric_name, 'signoz')")
 
-		if filterWhereClause == nil {
-			reducedTsSB.From(fmt.Sprintf("%s.%s", telemetrymetrics.DBName, telemetrymetrics.TimeseriesV4ReducedTableName))
-			reducedTsSB.Where(reducedTsSB.Between("unix_milli", start, end))
-			reducedTsSB.Where("NOT startsWith(metric_name, 'signoz')")
-			reducedTsSB.GroupBy("metric_name")
-		} else {
+		// separate query for reduced series counts
+		reducedTsSB.From(fmt.Sprintf("%s.%s", telemetrymetrics.DBName, telemetrymetrics.TimeseriesV4ReducedTableName))
+		reducedTsSB.Where(reducedTsSB.Between("unix_milli", start, end))
+		reducedTsSB.Where("NOT startsWith(metric_name, 'signoz')")
+		reducedTsSB.GroupBy("metric_name")
+
+		if filterWhereClause != nil {
+			reducedTsSB.AddWhereClause(sqlbuilder.CopyWhereClause(filterWhereClause))
+
+			// samples uses a separate cte with local table
 			reducedFpSB := sqlbuilder.NewSelectBuilder()
-			reducedFpSB.Select("metric_name", "fingerprint")
-			reducedFpSB.From(fmt.Sprintf("%s.%s", telemetrymetrics.DBName, telemetrymetrics.TimeseriesV4ReducedTableName))
+			reducedFpSB.Select("fingerprint")
+			reducedFpSB.From(fmt.Sprintf("%s.%s", telemetrymetrics.DBName, telemetrymetrics.TimeseriesV4ReducedLocalTableName))
 			reducedFpSB.Where(reducedFpSB.Between("unix_milli", start, end))
 			reducedFpSB.Where("NOT startsWith(metric_name, 'signoz')")
 			reducedFpSB.AddWhereClause(sqlbuilder.CopyWhereClause(filterWhereClause))
-			reducedFpSB.GroupBy("metric_name", "fingerprint")
+			reducedFpSB.GroupBy("fingerprint")
 			ctes = append(ctes, sqlbuilder.CTEQuery("__reduced_filtered_fingerprints").As(reducedFpSB))
 
-			reducedTsSB.From("__reduced_filtered_fingerprints")
-			reducedTsSB.GroupBy("metric_name")
-
 			reducedLastSB.Where("reduced_fingerprint IN (SELECT fingerprint FROM __reduced_filtered_fingerprints)")
 			reducedSumSB.Where("reduced_fingerprint IN (SELECT fingerprint FROM __reduced_filtered_fingerprints)")
 		}
@@ -1422,7 +1423,7 @@ func (m *module) computeSamplesTreemap(ctx context.Context, orgID valuer.UUID, r
 		if reductionEnabled {
 			reducedFingerprintSB := sqlbuilder.NewSelectBuilder()
 			reducedFingerprintSB.Select("fingerprint")
-			reducedFingerprintSB.From(fmt.Sprintf("%s.%s", telemetrymetrics.DBName, telemetrymetrics.TimeseriesV4ReducedTableName))
+			reducedFingerprintSB.From(fmt.Sprintf("%s.%s", telemetrymetrics.DBName, telemetrymetrics.TimeseriesV4ReducedLocalTableName))
 			reducedFingerprintSB.Where(reducedFingerprintSB.Between("unix_milli", start, end))
 			reducedFingerprintSB.Where("NOT startsWith(metric_name, 'signoz')")
 			reducedFingerprintSB.AddWhereClause(sqlbuilder.CopyWhereClause(filterWhereClause))

pkg/modules/metricsexplorer/implmetricsexplorer/module_test.go

@@ -32,11 +32,11 @@ const (
 	testEndMillis                  int64 = 1700003600000 // +1h
 	statsNoFilterSQL                     = "WITH __time_series_counts AS (SELECT metric_name, uniq(fingerprint) AS timeseries FROM signoz_metrics.distributed_time_series_v4 WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') GROUP BY metric_name), __sample_counts AS (SELECT metric_name, count(*) AS samples FROM signoz_metrics.distributed_samples_v4 WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND metric_name IN (SELECT DISTINCT metric_name FROM signoz_metrics.time_series_v4 WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz')) GROUP BY metric_name), __reduced_time_series_counts AS (SELECT metric_name, uniq(fingerprint) AS timeseries FROM signoz_metrics.distributed_time_series_v4_reduced WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') GROUP BY metric_name), __reduced_sample_counts AS (SELECT metric_name, sum(cnt) AS samples FROM ((SELECT metric_name, uniq(reduced_fingerprint, unix_milli) AS cnt FROM signoz_metrics.distributed_samples_v4_reduced_last_60s WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') GROUP BY metric_name) UNION ALL (SELECT metric_name, uniq(reduced_fingerprint, unix_milli) AS cnt FROM signoz_metrics.distributed_samples_v4_reduced_sum_60s WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') GROUP BY metric_name)) AS reduced_samples GROUP BY metric_name) SELECT COALESCE(ts.metric_name, rts.metric_name, s.metric_name, rs.metric_name) AS metric_name, COALESCE(ts.timeseries, 0) + COALESCE(rts.timeseries, 0) AS timeseries, COALESCE(s.samples, 0) + COALESCE(rs.samples, 0) AS samples, COUNT(*) OVER() AS total FROM __time_series_counts ts FULL OUTER JOIN __reduced_time_series_counts rts ON ts.metric_name = rts.metric_name FULL OUTER JOIN __sample_counts s ON COALESCE(ts.metric_name, rts.metric_name) = s.metric_name FULL OUTER JOIN __reduced_sample_counts rs ON COALESCE(ts.metric_name, rts.metric_name, s.metric_name) = rs.metric_name WHERE (COALESCE(ts.timeseries, 0) + COALESCE(rts.timeseries, 0) > 0 OR COALESCE(s.samples, 0) + COALESCE(rs.samples, 0) > 0) ORDER BY samples DESC, metric_name ASC LIMIT ? OFFSET ? SETTINGS join_use_nulls = 1"
 	statsOrderTimeseriesSQL              = "WITH __time_series_counts AS (SELECT metric_name, uniq(fingerprint) AS timeseries FROM signoz_metrics.distributed_time_series_v4 WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') GROUP BY metric_name), __sample_counts AS (SELECT metric_name, count(*) AS samples FROM signoz_metrics.distributed_samples_v4 WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND metric_name IN (SELECT DISTINCT metric_name FROM signoz_metrics.time_series_v4 WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz')) GROUP BY metric_name), __reduced_time_series_counts AS (SELECT metric_name, uniq(fingerprint) AS timeseries FROM signoz_metrics.distributed_time_series_v4_reduced WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') GROUP BY metric_name), __reduced_sample_counts AS (SELECT metric_name, sum(cnt) AS samples FROM ((SELECT metric_name, uniq(reduced_fingerprint, unix_milli) AS cnt FROM signoz_metrics.distributed_samples_v4_reduced_last_60s WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') GROUP BY metric_name) UNION ALL (SELECT metric_name, uniq(reduced_fingerprint, unix_milli) AS cnt FROM signoz_metrics.distributed_samples_v4_reduced_sum_60s WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') GROUP BY metric_name)) AS reduced_samples GROUP BY metric_name) SELECT COALESCE(ts.metric_name, rts.metric_name, s.metric_name, rs.metric_name) AS metric_name, COALESCE(ts.timeseries, 0) + COALESCE(rts.timeseries, 0) AS timeseries, COALESCE(s.samples, 0) + COALESCE(rs.samples, 0) AS samples, COUNT(*) OVER() AS total FROM __time_series_counts ts FULL OUTER JOIN __reduced_time_series_counts rts ON ts.metric_name = rts.metric_name FULL OUTER JOIN __sample_counts s ON COALESCE(ts.metric_name, rts.metric_name) = s.metric_name FULL OUTER JOIN __reduced_sample_counts rs ON COALESCE(ts.metric_name, rts.metric_name, s.metric_name) = rs.metric_name WHERE (COALESCE(ts.timeseries, 0) + COALESCE(rts.timeseries, 0) > 0 OR COALESCE(s.samples, 0) + COALESCE(rs.samples, 0) > 0) ORDER BY timeseries ASC, metric_name ASC LIMIT ? OFFSET ? SETTINGS join_use_nulls = 1"
-	statsWithFilterSQL                   = "WITH __time_series_counts AS (SELECT metric_name, uniq(fingerprint) AS timeseries FROM signoz_metrics.distributed_time_series_v4 WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND JSONExtractString(labels, 'host.name') = ? GROUP BY metric_name), __filtered_fingerprints AS (SELECT fingerprint FROM signoz_metrics.time_series_v4 WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND JSONExtractString(labels, 'host.name') = ? GROUP BY fingerprint), __sample_counts AS (SELECT metric_name, count(*) AS samples FROM signoz_metrics.distributed_samples_v4 WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND fingerprint IN (SELECT fingerprint FROM __filtered_fingerprints) GROUP BY metric_name), __reduced_filtered_fingerprints AS (SELECT metric_name, fingerprint FROM signoz_metrics.distributed_time_series_v4_reduced WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND JSONExtractString(labels, 'host.name') = ? GROUP BY metric_name, fingerprint), __reduced_time_series_counts AS (SELECT metric_name, uniq(fingerprint) AS timeseries FROM __reduced_filtered_fingerprints GROUP BY metric_name), __reduced_sample_counts AS (SELECT metric_name, sum(cnt) AS samples FROM ((SELECT metric_name, uniq(reduced_fingerprint, unix_milli) AS cnt FROM signoz_metrics.distributed_samples_v4_reduced_last_60s WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND reduced_fingerprint IN (SELECT fingerprint FROM __reduced_filtered_fingerprints) GROUP BY metric_name) UNION ALL (SELECT metric_name, uniq(reduced_fingerprint, unix_milli) AS cnt FROM signoz_metrics.distributed_samples_v4_reduced_sum_60s WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND reduced_fingerprint IN (SELECT fingerprint FROM __reduced_filtered_fingerprints) GROUP BY metric_name)) AS reduced_samples GROUP BY metric_name) SELECT COALESCE(ts.metric_name, rts.metric_name, s.metric_name, rs.metric_name) AS metric_name, COALESCE(ts.timeseries, 0) + COALESCE(rts.timeseries, 0) AS timeseries, COALESCE(s.samples, 0) + COALESCE(rs.samples, 0) AS samples, COUNT(*) OVER() AS total FROM __time_series_counts ts FULL OUTER JOIN __reduced_time_series_counts rts ON ts.metric_name = rts.metric_name FULL OUTER JOIN __sample_counts s ON COALESCE(ts.metric_name, rts.metric_name) = s.metric_name FULL OUTER JOIN __reduced_sample_counts rs ON COALESCE(ts.metric_name, rts.metric_name, s.metric_name) = rs.metric_name WHERE (COALESCE(ts.timeseries, 0) + COALESCE(rts.timeseries, 0) > 0 OR COALESCE(s.samples, 0) + COALESCE(rs.samples, 0) > 0) ORDER BY samples DESC, metric_name ASC LIMIT ? OFFSET ? SETTINGS join_use_nulls = 1"
+	statsWithFilterSQL                   = "WITH __time_series_counts AS (SELECT metric_name, uniq(fingerprint) AS timeseries FROM signoz_metrics.distributed_time_series_v4 WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND JSONExtractString(labels, 'host.name') = ? GROUP BY metric_name), __filtered_fingerprints AS (SELECT fingerprint FROM signoz_metrics.time_series_v4 WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND JSONExtractString(labels, 'host.name') = ? GROUP BY fingerprint), __sample_counts AS (SELECT metric_name, count(*) AS samples FROM signoz_metrics.distributed_samples_v4 WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND fingerprint IN (SELECT fingerprint FROM __filtered_fingerprints) GROUP BY metric_name), __reduced_filtered_fingerprints AS (SELECT fingerprint FROM signoz_metrics.time_series_v4_reduced WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND JSONExtractString(labels, 'host.name') = ? GROUP BY fingerprint), __reduced_time_series_counts AS (SELECT metric_name, uniq(fingerprint) AS timeseries FROM signoz_metrics.distributed_time_series_v4_reduced WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND JSONExtractString(labels, 'host.name') = ? GROUP BY metric_name), __reduced_sample_counts AS (SELECT metric_name, sum(cnt) AS samples FROM ((SELECT metric_name, uniq(reduced_fingerprint, unix_milli) AS cnt FROM signoz_metrics.distributed_samples_v4_reduced_last_60s WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND reduced_fingerprint IN (SELECT fingerprint FROM __reduced_filtered_fingerprints) GROUP BY metric_name) UNION ALL (SELECT metric_name, uniq(reduced_fingerprint, unix_milli) AS cnt FROM signoz_metrics.distributed_samples_v4_reduced_sum_60s WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND reduced_fingerprint IN (SELECT fingerprint FROM __reduced_filtered_fingerprints) GROUP BY metric_name)) AS reduced_samples GROUP BY metric_name) SELECT COALESCE(ts.metric_name, rts.metric_name, s.metric_name, rs.metric_name) AS metric_name, COALESCE(ts.timeseries, 0) + COALESCE(rts.timeseries, 0) AS timeseries, COALESCE(s.samples, 0) + COALESCE(rs.samples, 0) AS samples, COUNT(*) OVER() AS total FROM __time_series_counts ts FULL OUTER JOIN __reduced_time_series_counts rts ON ts.metric_name = rts.metric_name FULL OUTER JOIN __sample_counts s ON COALESCE(ts.metric_name, rts.metric_name) = s.metric_name FULL OUTER JOIN __reduced_sample_counts rs ON COALESCE(ts.metric_name, rts.metric_name, s.metric_name) = rs.metric_name WHERE (COALESCE(ts.timeseries, 0) + COALESCE(rts.timeseries, 0) > 0 OR COALESCE(s.samples, 0) + COALESCE(rs.samples, 0) > 0) ORDER BY samples DESC, metric_name ASC LIMIT ? OFFSET ? SETTINGS join_use_nulls = 1"
 	treemapTimeseriesNoFilterSQL         = "WITH __total_time_series AS (SELECT uniq(fingerprint) AS total_time_series FROM signoz_metrics.distributed_time_series_v4 WHERE unix_milli BETWEEN ? AND ?), __metric_totals AS (SELECT metric_name, uniq(fingerprint) AS total_value FROM signoz_metrics.distributed_time_series_v4 WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') GROUP BY metric_name), __reduced_total_time_series AS (SELECT uniq(fingerprint) AS total_time_series FROM signoz_metrics.distributed_time_series_v4_reduced WHERE unix_milli BETWEEN ? AND ?), __reduced_metric_totals AS (SELECT metric_name, uniq(fingerprint) AS total_value FROM signoz_metrics.distributed_time_series_v4_reduced WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') GROUP BY metric_name) SELECT COALESCE(mt.metric_name, rmt.metric_name) AS metric_name, COALESCE(mt.total_value, 0) + COALESCE(rmt.total_value, 0) AS total_value, CASE WHEN (tts.total_time_series + rtts.total_time_series) = 0 THEN 0 ELSE ((COALESCE(mt.total_value, 0) + COALESCE(rmt.total_value, 0)) * 100.0 / (tts.total_time_series + rtts.total_time_series)) END AS percentage FROM __metric_totals mt FULL OUTER JOIN __reduced_metric_totals rmt ON mt.metric_name = rmt.metric_name JOIN __total_time_series tts ON 1=1 JOIN __reduced_total_time_series rtts ON 1=1 ORDER BY percentage DESC LIMIT ? SETTINGS join_use_nulls = 1"
 	treemapTimeseriesWithFilterSQL       = "WITH __total_time_series AS (SELECT uniq(fingerprint) AS total_time_series FROM signoz_metrics.distributed_time_series_v4 WHERE unix_milli BETWEEN ? AND ?), __metric_totals AS (SELECT metric_name, uniq(fingerprint) AS total_value FROM signoz_metrics.distributed_time_series_v4 WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND JSONExtractString(labels, 'host.name') = ? GROUP BY metric_name), __reduced_total_time_series AS (SELECT uniq(fingerprint) AS total_time_series FROM signoz_metrics.distributed_time_series_v4_reduced WHERE unix_milli BETWEEN ? AND ?), __reduced_metric_totals AS (SELECT metric_name, uniq(fingerprint) AS total_value FROM signoz_metrics.distributed_time_series_v4_reduced WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND JSONExtractString(labels, 'host.name') = ? GROUP BY metric_name) SELECT COALESCE(mt.metric_name, rmt.metric_name) AS metric_name, COALESCE(mt.total_value, 0) + COALESCE(rmt.total_value, 0) AS total_value, CASE WHEN (tts.total_time_series + rtts.total_time_series) = 0 THEN 0 ELSE ((COALESCE(mt.total_value, 0) + COALESCE(rmt.total_value, 0)) * 100.0 / (tts.total_time_series + rtts.total_time_series)) END AS percentage FROM __metric_totals mt FULL OUTER JOIN __reduced_metric_totals rmt ON mt.metric_name = rmt.metric_name JOIN __total_time_series tts ON 1=1 JOIN __reduced_total_time_series rtts ON 1=1 ORDER BY percentage DESC LIMIT ? SETTINGS join_use_nulls = 1"
 	treemapSamplesNoFilterSQL            = "WITH __metric_candidates AS (SELECT metric_name FROM signoz_metrics.distributed_time_series_v4 WHERE NOT startsWith(metric_name, 'signoz') AND unix_milli BETWEEN ? AND ? GROUP BY metric_name ORDER BY uniq(fingerprint) DESC LIMIT ?), __reduced_metric_candidates AS (SELECT metric_name FROM signoz_metrics.distributed_time_series_v4_reduced WHERE NOT startsWith(metric_name, 'signoz') AND unix_milli BETWEEN ? AND ? GROUP BY metric_name ORDER BY uniq(fingerprint) DESC LIMIT ?), __sample_counts AS (SELECT metric_name, count(*) AS samples FROM signoz_metrics.distributed_samples_v4 WHERE unix_milli BETWEEN ? AND ? AND metric_name GLOBAL IN (SELECT metric_name FROM __metric_candidates) GROUP BY metric_name), __reduced_sample_counts AS (SELECT metric_name, sum(cnt) AS samples FROM ((SELECT metric_name, uniq(reduced_fingerprint, unix_milli) AS cnt FROM signoz_metrics.distributed_samples_v4_reduced_last_60s WHERE unix_milli BETWEEN ? AND ? AND metric_name GLOBAL IN (SELECT metric_name FROM __reduced_metric_candidates) GROUP BY metric_name) UNION ALL (SELECT metric_name, uniq(reduced_fingerprint, unix_milli) AS cnt FROM signoz_metrics.distributed_samples_v4_reduced_sum_60s WHERE unix_milli BETWEEN ? AND ? AND metric_name GLOBAL IN (SELECT metric_name FROM __reduced_metric_candidates) GROUP BY metric_name)) AS reduced_samples GROUP BY metric_name), __total_samples AS (SELECT count(*) AS total_samples FROM signoz_metrics.distributed_samples_v4 WHERE unix_milli BETWEEN ? AND ?), __reduced_total_samples AS (SELECT sum(cnt) AS total_samples FROM ((SELECT uniq(reduced_fingerprint, unix_milli) AS cnt FROM signoz_metrics.distributed_samples_v4_reduced_last_60s WHERE unix_milli BETWEEN ? AND ?) UNION ALL (SELECT uniq(reduced_fingerprint, unix_milli) AS cnt FROM signoz_metrics.distributed_samples_v4_reduced_sum_60s WHERE unix_milli BETWEEN ? AND ?)) AS reduced_total), __all_candidates AS (SELECT DISTINCT metric_name FROM ((SELECT metric_name FROM __metric_candidates) UNION ALL (SELECT metric_name FROM __reduced_metric_candidates)) AS candidates) SELECT ac.metric_name, COALESCE(sc.samples, 0) + COALESCE(rsc.samples, 0) AS samples, CASE WHEN (ts.total_samples + rts.total_samples) = 0 THEN 0 ELSE ((COALESCE(sc.samples, 0) + COALESCE(rsc.samples, 0)) * 100.0 / (ts.total_samples + rts.total_samples)) END AS percentage FROM __all_candidates ac LEFT JOIN __sample_counts sc ON ac.metric_name = sc.metric_name LEFT JOIN __reduced_sample_counts rsc ON ac.metric_name = rsc.metric_name JOIN __total_samples ts ON 1=1 JOIN __reduced_total_samples rts ON 1=1 ORDER BY percentage DESC LIMIT ? SETTINGS join_use_nulls = 1"
-	treemapSamplesWithFilterSQL          = "WITH __metric_candidates AS (SELECT metric_name FROM signoz_metrics.distributed_time_series_v4 WHERE NOT startsWith(metric_name, 'signoz') AND unix_milli BETWEEN ? AND ? AND JSONExtractString(labels, 'host.name') = ? GROUP BY metric_name ORDER BY uniq(fingerprint) DESC LIMIT ?), __reduced_metric_candidates AS (SELECT metric_name FROM signoz_metrics.distributed_time_series_v4_reduced WHERE NOT startsWith(metric_name, 'signoz') AND unix_milli BETWEEN ? AND ? AND JSONExtractString(labels, 'host.name') = ? GROUP BY metric_name ORDER BY uniq(fingerprint) DESC LIMIT ?), __filtered_fingerprints AS (SELECT fingerprint FROM signoz_metrics.time_series_v4 WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND JSONExtractString(labels, 'host.name') = ? AND metric_name GLOBAL IN (SELECT metric_name FROM __metric_candidates) GROUP BY fingerprint), __reduced_filtered_fingerprints AS (SELECT fingerprint FROM signoz_metrics.distributed_time_series_v4_reduced WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND JSONExtractString(labels, 'host.name') = ? AND metric_name GLOBAL IN (SELECT metric_name FROM __reduced_metric_candidates) GROUP BY fingerprint), __sample_counts AS (SELECT metric_name, count(*) AS samples FROM signoz_metrics.distributed_samples_v4 WHERE unix_milli BETWEEN ? AND ? AND metric_name GLOBAL IN (SELECT metric_name FROM __metric_candidates) AND fingerprint IN (SELECT fingerprint FROM __filtered_fingerprints) GROUP BY metric_name), __reduced_sample_counts AS (SELECT metric_name, sum(cnt) AS samples FROM ((SELECT metric_name, uniq(reduced_fingerprint, unix_milli) AS cnt FROM signoz_metrics.distributed_samples_v4_reduced_last_60s WHERE unix_milli BETWEEN ? AND ? AND metric_name GLOBAL IN (SELECT metric_name FROM __reduced_metric_candidates) AND reduced_fingerprint IN (SELECT fingerprint FROM __reduced_filtered_fingerprints) GROUP BY metric_name) UNION ALL (SELECT metric_name, uniq(reduced_fingerprint, unix_milli) AS cnt FROM signoz_metrics.distributed_samples_v4_reduced_sum_60s WHERE unix_milli BETWEEN ? AND ? AND metric_name GLOBAL IN (SELECT metric_name FROM __reduced_metric_candidates) AND reduced_fingerprint IN (SELECT fingerprint FROM __reduced_filtered_fingerprints) GROUP BY metric_name)) AS reduced_samples GROUP BY metric_name), __total_samples AS (SELECT count(*) AS total_samples FROM signoz_metrics.distributed_samples_v4 WHERE unix_milli BETWEEN ? AND ?), __reduced_total_samples AS (SELECT sum(cnt) AS total_samples FROM ((SELECT uniq(reduced_fingerprint, unix_milli) AS cnt FROM signoz_metrics.distributed_samples_v4_reduced_last_60s WHERE unix_milli BETWEEN ? AND ?) UNION ALL (SELECT uniq(reduced_fingerprint, unix_milli) AS cnt FROM signoz_metrics.distributed_samples_v4_reduced_sum_60s WHERE unix_milli BETWEEN ? AND ?)) AS reduced_total), __all_candidates AS (SELECT DISTINCT metric_name FROM ((SELECT metric_name FROM __metric_candidates) UNION ALL (SELECT metric_name FROM __reduced_metric_candidates)) AS candidates) SELECT ac.metric_name, COALESCE(sc.samples, 0) + COALESCE(rsc.samples, 0) AS samples, CASE WHEN (ts.total_samples + rts.total_samples) = 0 THEN 0 ELSE ((COALESCE(sc.samples, 0) + COALESCE(rsc.samples, 0)) * 100.0 / (ts.total_samples + rts.total_samples)) END AS percentage FROM __all_candidates ac LEFT JOIN __sample_counts sc ON ac.metric_name = sc.metric_name LEFT JOIN __reduced_sample_counts rsc ON ac.metric_name = rsc.metric_name JOIN __total_samples ts ON 1=1 JOIN __reduced_total_samples rts ON 1=1 ORDER BY percentage DESC LIMIT ? SETTINGS join_use_nulls = 1"
+	treemapSamplesWithFilterSQL          = "WITH __metric_candidates AS (SELECT metric_name FROM signoz_metrics.distributed_time_series_v4 WHERE NOT startsWith(metric_name, 'signoz') AND unix_milli BETWEEN ? AND ? AND JSONExtractString(labels, 'host.name') = ? GROUP BY metric_name ORDER BY uniq(fingerprint) DESC LIMIT ?), __reduced_metric_candidates AS (SELECT metric_name FROM signoz_metrics.distributed_time_series_v4_reduced WHERE NOT startsWith(metric_name, 'signoz') AND unix_milli BETWEEN ? AND ? AND JSONExtractString(labels, 'host.name') = ? GROUP BY metric_name ORDER BY uniq(fingerprint) DESC LIMIT ?), __filtered_fingerprints AS (SELECT fingerprint FROM signoz_metrics.time_series_v4 WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND JSONExtractString(labels, 'host.name') = ? AND metric_name GLOBAL IN (SELECT metric_name FROM __metric_candidates) GROUP BY fingerprint), __reduced_filtered_fingerprints AS (SELECT fingerprint FROM signoz_metrics.time_series_v4_reduced WHERE unix_milli BETWEEN ? AND ? AND NOT startsWith(metric_name, 'signoz') AND JSONExtractString(labels, 'host.name') = ? AND metric_name GLOBAL IN (SELECT metric_name FROM __reduced_metric_candidates) GROUP BY fingerprint), __sample_counts AS (SELECT metric_name, count(*) AS samples FROM signoz_metrics.distributed_samples_v4 WHERE unix_milli BETWEEN ? AND ? AND metric_name GLOBAL IN (SELECT metric_name FROM __metric_candidates) AND fingerprint IN (SELECT fingerprint FROM __filtered_fingerprints) GROUP BY metric_name), __reduced_sample_counts AS (SELECT metric_name, sum(cnt) AS samples FROM ((SELECT metric_name, uniq(reduced_fingerprint, unix_milli) AS cnt FROM signoz_metrics.distributed_samples_v4_reduced_last_60s WHERE unix_milli BETWEEN ? AND ? AND metric_name GLOBAL IN (SELECT metric_name FROM __reduced_metric_candidates) AND reduced_fingerprint IN (SELECT fingerprint FROM __reduced_filtered_fingerprints) GROUP BY metric_name) UNION ALL (SELECT metric_name, uniq(reduced_fingerprint, unix_milli) AS cnt FROM signoz_metrics.distributed_samples_v4_reduced_sum_60s WHERE unix_milli BETWEEN ? AND ? AND metric_name GLOBAL IN (SELECT metric_name FROM __reduced_metric_candidates) AND reduced_fingerprint IN (SELECT fingerprint FROM __reduced_filtered_fingerprints) GROUP BY metric_name)) AS reduced_samples GROUP BY metric_name), __total_samples AS (SELECT count(*) AS total_samples FROM signoz_metrics.distributed_samples_v4 WHERE unix_milli BETWEEN ? AND ?), __reduced_total_samples AS (SELECT sum(cnt) AS total_samples FROM ((SELECT uniq(reduced_fingerprint, unix_milli) AS cnt FROM signoz_metrics.distributed_samples_v4_reduced_last_60s WHERE unix_milli BETWEEN ? AND ?) UNION ALL (SELECT uniq(reduced_fingerprint, unix_milli) AS cnt FROM signoz_metrics.distributed_samples_v4_reduced_sum_60s WHERE unix_milli BETWEEN ? AND ?)) AS reduced_total), __all_candidates AS (SELECT DISTINCT metric_name FROM ((SELECT metric_name FROM __metric_candidates) UNION ALL (SELECT metric_name FROM __reduced_metric_candidates)) AS candidates) SELECT ac.metric_name, COALESCE(sc.samples, 0) + COALESCE(rsc.samples, 0) AS samples, CASE WHEN (ts.total_samples + rts.total_samples) = 0 THEN 0 ELSE ((COALESCE(sc.samples, 0) + COALESCE(rsc.samples, 0)) * 100.0 / (ts.total_samples + rts.total_samples)) END AS percentage FROM __all_candidates ac LEFT JOIN __sample_counts sc ON ac.metric_name = sc.metric_name LEFT JOIN __reduced_sample_counts rsc ON ac.metric_name = rsc.metric_name JOIN __total_samples ts ON 1=1 JOIN __reduced_total_samples rts ON 1=1 ORDER BY percentage DESC LIMIT ? SETTINGS join_use_nulls = 1"
 
 	// Raw-only SQL produced when the metrics-reduction feature flag is OFF. These
 	// must stay byte-for-byte identical to the pre-reduction queries.
@@ -193,7 +193,7 @@ func TestGetStats(t *testing.T) {
 	}{
 		{name: "NoFilter_FastPathSQL", expectSQL: statsNoFilterSQL, argCount: 14, reductionEnabled: true},
 		{name: "WhitespaceFilter_FastPathSQL", opts: []statsOpt{withStatsFilter("   ")}, expectSQL: statsNoFilterSQL, argCount: 14, reductionEnabled: true},
-		{name: "WithFilter_FingerprintSQL", opts: []statsOpt{withStatsFilter("host.name = 'foo'")}, seedKey: "host.name", expectSQL: statsWithFilterSQL, argCount: 17, reductionEnabled: true},
+		{name: "WithFilter_FingerprintSQL", opts: []statsOpt{withStatsFilter("host.name = 'foo'")}, seedKey: "host.name", expectSQL: statsWithFilterSQL, argCount: 20, reductionEnabled: true},
 		{name: "OrderByTimeseriesAsc", opts: []statsOpt{withStatsOrderBy("timeseries", qbtypes.OrderDirectionAsc)}, expectSQL: statsOrderTimeseriesSQL, argCount: 14, reductionEnabled: true},
 		{name: "OrderByInvalid", opts: []statsOpt{withStatsOrderBy("nonsense", qbtypes.OrderDirectionAsc)}, noQuery: true, wantCode: errors.CodeInvalidInput},
 		{name: "QueryError", queryErr: assert.AnError, expectSQL: statsNoFilterSQL, argCount: 14, reductionEnabled: true, wantCode: errors.CodeInternal},

pkg/modules/tag/impltag/store.go

@@ -26,6 +26,7 @@ func (s *store) List(ctx context.Context, orgID valuer.UUID, kind coretypes.Kind
 		Model(&tags).
 		Where("org_id = ?", orgID).
 		Where("kind = ?", kind).
+		OrderExpr("lower(key) ASC, lower(value) ASC").
 		Scan(ctx)
 	if err != nil {
 		return nil, err

pkg/telemetrymetrics/reduced_test.go

@@ -39,7 +39,7 @@ func TestReducedStatementBuilder(t *testing.T) {
 			name:  "gauge_sum_latest",
 			query: reducedQuery("test.metric", metrictypes.GaugeType, metrictypes.Unspecified, metrictypes.TimeAggregationLatest, metrictypes.SpaceAggregationSum),
 			expected: qbtypes.Statement{
-				Query: "SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, anyLast(last) AS per_series_value FROM signoz_metrics.distributed_samples_v4_agg_5m AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.time_series_v4_1day WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts ORDER BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, sum(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) UNION ALL SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, argMax(value, unix_milli) AS per_series_value FROM (SELECT reduced_fingerprint AS fingerprint, unix_milli, argMax(`sum_last`, computed_at) AS value FROM signoz_metrics.distributed_samples_v4_reduced_last_60s WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY reduced_fingerprint, unix_milli) AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.distributed_time_series_v4_reduced WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint GROUP BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, sum(per_series_value) AS value FROM __temporal_aggregation_cte GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) ORDER BY ts",
+				Query: "SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, anyLast(last) AS per_series_value FROM signoz_metrics.distributed_samples_v4_agg_5m AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.time_series_v4_1day WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts ORDER BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, sum(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) UNION ALL SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, argMax(value, unix_milli) AS per_series_value FROM (SELECT reduced_fingerprint AS fingerprint, unix_milli, argMax(`sum_last`, computed_at) AS value FROM signoz_metrics.distributed_samples_v4_reduced_last_60s WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY reduced_fingerprint, unix_milli) AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.time_series_v4_reduced WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint GROUP BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, sum(per_series_value) AS value FROM __temporal_aggregation_cte GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) ORDER BY ts",
 				Args:  []any{"test.metric", uint64(1746921600000), uint64(1747172760000), "unspecified", false, "test.metric", uint64(1746999900000), uint64(1747172760000), 0, "test.metric", uint64(1746999900000), uint64(1747172760000), "test.metric", uint64(1746999900000), uint64(1747172760000), false},
 			},
 		},
@@ -47,7 +47,7 @@ func TestReducedStatementBuilder(t *testing.T) {
 			name:  "gauge_avg_avg",
 			query: reducedQuery("test.metric", metrictypes.GaugeType, metrictypes.Unspecified, metrictypes.TimeAggregationAvg, metrictypes.SpaceAggregationAvg),
 			expected: qbtypes.Statement{
-				Query: "SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, sum(sum) / sum(count) AS per_series_value FROM signoz_metrics.distributed_samples_v4_agg_5m AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.time_series_v4_1day WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts ORDER BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, avg(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) UNION ALL SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, avg(value) AS per_series_value, avg(weight) AS per_series_weight FROM (SELECT reduced_fingerprint AS fingerprint, unix_milli, argMax(`sum_last`, computed_at) AS value, argMax(`count_series`, computed_at) AS weight FROM signoz_metrics.distributed_samples_v4_reduced_last_60s WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY reduced_fingerprint, unix_milli) AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.distributed_time_series_v4_reduced WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint GROUP BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, sum(per_series_value) / sum(per_series_weight) AS value FROM __temporal_aggregation_cte GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) ORDER BY ts",
+				Query: "SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, sum(sum) / sum(count) AS per_series_value FROM signoz_metrics.distributed_samples_v4_agg_5m AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.time_series_v4_1day WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts ORDER BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, avg(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) UNION ALL SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, avg(value) AS per_series_value, avg(weight) AS per_series_weight FROM (SELECT reduced_fingerprint AS fingerprint, unix_milli, argMax(`sum_last`, computed_at) AS value, argMax(`count_series`, computed_at) AS weight FROM signoz_metrics.distributed_samples_v4_reduced_last_60s WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY reduced_fingerprint, unix_milli) AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.time_series_v4_reduced WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint GROUP BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, sum(per_series_value) / sum(per_series_weight) AS value FROM __temporal_aggregation_cte GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) ORDER BY ts",
 				Args:  []any{"test.metric", uint64(1746921600000), uint64(1747172760000), "unspecified", false, "test.metric", uint64(1746999900000), uint64(1747172760000), 0, "test.metric", uint64(1746999900000), uint64(1747172760000), "test.metric", uint64(1746999900000), uint64(1747172760000), false},
 			},
 		},
@@ -55,7 +55,7 @@ func TestReducedStatementBuilder(t *testing.T) {
 			name:  "gauge_min_min",
 			query: reducedQuery("test.metric", metrictypes.GaugeType, metrictypes.Unspecified, metrictypes.TimeAggregationMin, metrictypes.SpaceAggregationMin),
 			expected: qbtypes.Statement{
-				Query: "SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, min(min) AS per_series_value FROM signoz_metrics.distributed_samples_v4_agg_5m AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.time_series_v4_1day WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts ORDER BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, min(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) UNION ALL SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, min(value) AS per_series_value FROM (SELECT reduced_fingerprint AS fingerprint, unix_milli, argMax(`min`, computed_at) AS value FROM signoz_metrics.distributed_samples_v4_reduced_last_60s WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY reduced_fingerprint, unix_milli) AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.distributed_time_series_v4_reduced WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint GROUP BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, min(per_series_value) AS value FROM __temporal_aggregation_cte GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) ORDER BY ts",
+				Query: "SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, min(min) AS per_series_value FROM signoz_metrics.distributed_samples_v4_agg_5m AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.time_series_v4_1day WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts ORDER BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, min(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) UNION ALL SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, min(value) AS per_series_value FROM (SELECT reduced_fingerprint AS fingerprint, unix_milli, argMax(`min`, computed_at) AS value FROM signoz_metrics.distributed_samples_v4_reduced_last_60s WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY reduced_fingerprint, unix_milli) AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.time_series_v4_reduced WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint GROUP BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, min(per_series_value) AS value FROM __temporal_aggregation_cte GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) ORDER BY ts",
 				Args:  []any{"test.metric", uint64(1746921600000), uint64(1747172760000), "unspecified", false, "test.metric", uint64(1746999900000), uint64(1747172760000), 0, "test.metric", uint64(1746999900000), uint64(1747172760000), "test.metric", uint64(1746999900000), uint64(1747172760000), false},
 			},
 		},
@@ -63,7 +63,7 @@ func TestReducedStatementBuilder(t *testing.T) {
 			name:  "gauge_max_max",
 			query: reducedQuery("test.metric", metrictypes.GaugeType, metrictypes.Unspecified, metrictypes.TimeAggregationMax, metrictypes.SpaceAggregationMax),
 			expected: qbtypes.Statement{
-				Query: "SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, max(max) AS per_series_value FROM signoz_metrics.distributed_samples_v4_agg_5m AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.time_series_v4_1day WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts ORDER BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, max(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) UNION ALL SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, max(value) AS per_series_value FROM (SELECT reduced_fingerprint AS fingerprint, unix_milli, argMax(`max`, computed_at) AS value FROM signoz_metrics.distributed_samples_v4_reduced_last_60s WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY reduced_fingerprint, unix_milli) AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.distributed_time_series_v4_reduced WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint GROUP BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, max(per_series_value) AS value FROM __temporal_aggregation_cte GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) ORDER BY ts",
+				Query: "SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, max(max) AS per_series_value FROM signoz_metrics.distributed_samples_v4_agg_5m AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.time_series_v4_1day WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts ORDER BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, max(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) UNION ALL SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, max(value) AS per_series_value FROM (SELECT reduced_fingerprint AS fingerprint, unix_milli, argMax(`max`, computed_at) AS value FROM signoz_metrics.distributed_samples_v4_reduced_last_60s WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY reduced_fingerprint, unix_milli) AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.time_series_v4_reduced WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint GROUP BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, max(per_series_value) AS value FROM __temporal_aggregation_cte GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) ORDER BY ts",
 				Args:  []any{"test.metric", uint64(1746921600000), uint64(1747172760000), "unspecified", false, "test.metric", uint64(1746999900000), uint64(1747172760000), 0, "test.metric", uint64(1746999900000), uint64(1747172760000), "test.metric", uint64(1746999900000), uint64(1747172760000), false},
 			},
 		},
@@ -71,7 +71,7 @@ func TestReducedStatementBuilder(t *testing.T) {
 			name:  "counter_sum_rate",
 			query: reducedQuery("test.metric.sum", metrictypes.SumType, metrictypes.Cumulative, metrictypes.TimeAggregationRate, metrictypes.SpaceAggregationSum),
 			expected: qbtypes.Statement{
-				Query: "SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT ts, multiIf(row_number() OVER rate_window = 1, nan, (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) < 0, per_series_value / (ts - lagInFrame(ts, 1) OVER rate_window), (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) / (ts - lagInFrame(ts, 1) OVER rate_window)) AS per_series_value FROM (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, max(max) AS per_series_value FROM signoz_metrics.distributed_samples_v4_agg_5m AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.time_series_v4_1day WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts ORDER BY fingerprint, ts) WINDOW rate_window AS (PARTITION BY fingerprint ORDER BY fingerprint, ts)), __spatial_aggregation_cte AS (SELECT ts, sum(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) UNION ALL SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, sum(value) / 300 AS per_series_value FROM (SELECT reduced_fingerprint AS fingerprint, unix_milli, argMax(`sum`, computed_at) AS value FROM signoz_metrics.distributed_samples_v4_reduced_sum_60s WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY reduced_fingerprint, unix_milli) AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.distributed_time_series_v4_reduced WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint GROUP BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, sum(per_series_value) AS value FROM __temporal_aggregation_cte GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) ORDER BY ts",
+				Query: "SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT ts, multiIf(row_number() OVER rate_window = 1, nan, (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) < 0, per_series_value / (ts - lagInFrame(ts, 1) OVER rate_window), (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) / (ts - lagInFrame(ts, 1) OVER rate_window)) AS per_series_value FROM (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, max(max) AS per_series_value FROM signoz_metrics.distributed_samples_v4_agg_5m AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.time_series_v4_1day WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts ORDER BY fingerprint, ts) WINDOW rate_window AS (PARTITION BY fingerprint ORDER BY fingerprint, ts)), __spatial_aggregation_cte AS (SELECT ts, sum(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) UNION ALL SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, sum(value) / 300 AS per_series_value FROM (SELECT reduced_fingerprint AS fingerprint, unix_milli, argMax(`sum`, computed_at) AS value FROM signoz_metrics.distributed_samples_v4_reduced_sum_60s WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY reduced_fingerprint, unix_milli) AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.time_series_v4_reduced WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint GROUP BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, sum(per_series_value) AS value FROM __temporal_aggregation_cte GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) ORDER BY ts",
 				Args:  []any{"test.metric.sum", uint64(1746921600000), uint64(1747172760000), "cumulative", false, "test.metric.sum", uint64(1746999600000), uint64(1747172760000), 0, "test.metric.sum", uint64(1746999600000), uint64(1747172760000), "test.metric.sum", uint64(1746999600000), uint64(1747172760000), false},
 			},
 		},
@@ -79,7 +79,7 @@ func TestReducedStatementBuilder(t *testing.T) {
 			name:  "counter_avg_increase",
 			query: reducedQuery("test.metric", metrictypes.SumType, metrictypes.Cumulative, metrictypes.TimeAggregationIncrease, metrictypes.SpaceAggregationAvg),
 			expected: qbtypes.Statement{
-				Query: "SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT ts, multiIf(row_number() OVER rate_window = 1, nan, (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) < 0, per_series_value, per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) AS per_series_value FROM (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, max(max) AS per_series_value FROM signoz_metrics.distributed_samples_v4_agg_5m AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.time_series_v4_1day WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts ORDER BY fingerprint, ts) WINDOW rate_window AS (PARTITION BY fingerprint ORDER BY fingerprint, ts)), __spatial_aggregation_cte AS (SELECT ts, avg(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) UNION ALL SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, sum(value) AS per_series_value, avg(weight) AS per_series_weight FROM (SELECT reduced_fingerprint AS fingerprint, unix_milli, argMax(`sum`, computed_at) AS value, argMax(`count_series`, computed_at) AS weight FROM signoz_metrics.distributed_samples_v4_reduced_sum_60s WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY reduced_fingerprint, unix_milli) AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.distributed_time_series_v4_reduced WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint GROUP BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, sum(per_series_value) / sum(per_series_weight) AS value FROM __temporal_aggregation_cte GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) ORDER BY ts",
+				Query: "SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT ts, multiIf(row_number() OVER rate_window = 1, nan, (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) < 0, per_series_value, per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) AS per_series_value FROM (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, max(max) AS per_series_value FROM signoz_metrics.distributed_samples_v4_agg_5m AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.time_series_v4_1day WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts ORDER BY fingerprint, ts) WINDOW rate_window AS (PARTITION BY fingerprint ORDER BY fingerprint, ts)), __spatial_aggregation_cte AS (SELECT ts, avg(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) UNION ALL SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, sum(value) AS per_series_value, avg(weight) AS per_series_weight FROM (SELECT reduced_fingerprint AS fingerprint, unix_milli, argMax(`sum`, computed_at) AS value, argMax(`count_series`, computed_at) AS weight FROM signoz_metrics.distributed_samples_v4_reduced_sum_60s WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY reduced_fingerprint, unix_milli) AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.time_series_v4_reduced WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint GROUP BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, sum(per_series_value) / sum(per_series_weight) AS value FROM __temporal_aggregation_cte GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) ORDER BY ts",
 				Args:  []any{"test.metric", uint64(1746921600000), uint64(1747172760000), "cumulative", false, "test.metric", uint64(1746999600000), uint64(1747172760000), 0, "test.metric", uint64(1746999600000), uint64(1747172760000), "test.metric", uint64(1746999600000), uint64(1747172760000), false},
 			},
 		},
@@ -103,7 +103,7 @@ func TestReducedStatementBuilder(t *testing.T) {
 			name:  "histogram_p99",
 			query: reducedQuery("test.metric.bucket", metrictypes.HistogramType, metrictypes.Cumulative, metrictypes.TimeAggregationUnspecified, metrictypes.SpaceAggregationPercentile99),
 			expected: qbtypes.Statement{
-				Query: "SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT ts, `le`, multiIf(row_number() OVER rate_window = 1, nan, (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) < 0, per_series_value / (ts - lagInFrame(ts, 1) OVER rate_window), (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) / (ts - lagInFrame(ts, 1) OVER rate_window)) AS per_series_value FROM (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, `le`, max(max) AS per_series_value FROM signoz_metrics.distributed_samples_v4_agg_5m AS points INNER JOIN (SELECT fingerprint, JSONExtractString(labels, 'le') AS `le` FROM signoz_metrics.time_series_v4_1day WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? GROUP BY fingerprint, `le`) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts, `le` ORDER BY fingerprint, ts) WINDOW rate_window AS (PARTITION BY fingerprint ORDER BY fingerprint, ts)), __spatial_aggregation_cte AS (SELECT ts, `le`, sum(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts, `le`) SELECT ts, histogramQuantile(arrayMap(x -> toFloat64(x), groupArray(le)), groupArray(value), 0.990) AS value FROM __spatial_aggregation_cte GROUP BY ts ORDER BY ts) UNION ALL SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, `le`, sum(value) / 300 AS per_series_value FROM (SELECT reduced_fingerprint AS fingerprint, unix_milli, argMax(`sum`, computed_at) AS value FROM signoz_metrics.distributed_samples_v4_reduced_sum_60s WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY reduced_fingerprint, unix_milli) AS points INNER JOIN (SELECT fingerprint, JSONExtractString(labels, 'le') AS `le` FROM signoz_metrics.distributed_time_series_v4_reduced WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND __normalized = ? GROUP BY fingerprint, `le`) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint GROUP BY fingerprint, ts, `le`), __spatial_aggregation_cte AS (SELECT ts, `le`, sum(per_series_value) AS value FROM __temporal_aggregation_cte GROUP BY ts, `le`) SELECT ts, histogramQuantile(arrayMap(x -> toFloat64(x), groupArray(le)), groupArray(value), 0.990) AS value FROM __spatial_aggregation_cte GROUP BY ts ORDER BY ts) ORDER BY ts",
+				Query: "SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT ts, `le`, multiIf(row_number() OVER rate_window = 1, nan, (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) < 0, per_series_value / (ts - lagInFrame(ts, 1) OVER rate_window), (per_series_value - lagInFrame(per_series_value, 1) OVER rate_window) / (ts - lagInFrame(ts, 1) OVER rate_window)) AS per_series_value FROM (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, `le`, max(max) AS per_series_value FROM signoz_metrics.distributed_samples_v4_agg_5m AS points INNER JOIN (SELECT fingerprint, JSONExtractString(labels, 'le') AS `le` FROM signoz_metrics.time_series_v4_1day WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? GROUP BY fingerprint, `le`) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts, `le` ORDER BY fingerprint, ts) WINDOW rate_window AS (PARTITION BY fingerprint ORDER BY fingerprint, ts)), __spatial_aggregation_cte AS (SELECT ts, `le`, sum(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts, `le`) SELECT ts, histogramQuantile(arrayMap(x -> toFloat64(x), groupArray(le)), groupArray(value), 0.990) AS value FROM __spatial_aggregation_cte GROUP BY ts ORDER BY ts) UNION ALL SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, `le`, sum(value) / 300 AS per_series_value FROM (SELECT reduced_fingerprint AS fingerprint, unix_milli, argMax(`sum`, computed_at) AS value FROM signoz_metrics.distributed_samples_v4_reduced_sum_60s WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY reduced_fingerprint, unix_milli) AS points INNER JOIN (SELECT fingerprint, JSONExtractString(labels, 'le') AS `le` FROM signoz_metrics.time_series_v4_reduced WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND __normalized = ? GROUP BY fingerprint, `le`) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint GROUP BY fingerprint, ts, `le`), __spatial_aggregation_cte AS (SELECT ts, `le`, sum(per_series_value) AS value FROM __temporal_aggregation_cte GROUP BY ts, `le`) SELECT ts, histogramQuantile(arrayMap(x -> toFloat64(x), groupArray(le)), groupArray(value), 0.990) AS value FROM __spatial_aggregation_cte GROUP BY ts ORDER BY ts) ORDER BY ts",
 				Args:  []any{"test.metric.bucket", uint64(1746921600000), uint64(1747172760000), "cumulative", false, "test.metric.bucket", uint64(1746999900000), uint64(1747172760000), 0, "test.metric.bucket", uint64(1746999900000), uint64(1747172760000), "test.metric.bucket", uint64(1746999900000), uint64(1747172760000), false},
 			},
 		},
@@ -111,7 +111,7 @@ func TestReducedStatementBuilder(t *testing.T) {
 			name:  "summary_avg",
 			query: reducedQuery("test.metric", metrictypes.SummaryType, metrictypes.Unspecified, metrictypes.TimeAggregationAvg, metrictypes.SpaceAggregationAvg),
 			expected: qbtypes.Statement{
-				Query: "SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, sum(sum) / sum(count) AS per_series_value FROM signoz_metrics.distributed_samples_v4_agg_5m AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.time_series_v4_1day WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts ORDER BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, avg(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) UNION ALL SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, avg(value) AS per_series_value, avg(weight) AS per_series_weight FROM (SELECT reduced_fingerprint AS fingerprint, unix_milli, argMax(`sum_last`, computed_at) AS value, argMax(`count_series`, computed_at) AS weight FROM signoz_metrics.distributed_samples_v4_reduced_last_60s WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY reduced_fingerprint, unix_milli) AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.distributed_time_series_v4_reduced WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint GROUP BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, sum(per_series_value) / sum(per_series_weight) AS value FROM __temporal_aggregation_cte GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) ORDER BY ts",
+				Query: "SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, sum(sum) / sum(count) AS per_series_value FROM signoz_metrics.distributed_samples_v4_agg_5m AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.time_series_v4_1day WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY fingerprint, ts ORDER BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, avg(per_series_value) AS value FROM __temporal_aggregation_cte WHERE isNaN(per_series_value) = ? GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) UNION ALL SELECT * FROM (WITH __temporal_aggregation_cte AS (SELECT fingerprint, toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(300)) AS ts, avg(value) AS per_series_value, avg(weight) AS per_series_weight FROM (SELECT reduced_fingerprint AS fingerprint, unix_milli, argMax(`sum_last`, computed_at) AS value, argMax(`count_series`, computed_at) AS weight FROM signoz_metrics.distributed_samples_v4_reduced_last_60s WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY reduced_fingerprint, unix_milli) AS points INNER JOIN (SELECT fingerprint FROM signoz_metrics.time_series_v4_reduced WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND __normalized = ? GROUP BY fingerprint) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint GROUP BY fingerprint, ts), __spatial_aggregation_cte AS (SELECT ts, sum(per_series_value) / sum(per_series_weight) AS value FROM __temporal_aggregation_cte GROUP BY ts) SELECT * FROM __spatial_aggregation_cte ORDER BY ts) ORDER BY ts",
 				Args:  []any{"test.metric", uint64(1746921600000), uint64(1747172760000), "unspecified", false, "test.metric", uint64(1746999900000), uint64(1747172760000), 0, "test.metric", uint64(1746999900000), uint64(1747172760000), "test.metric", uint64(1746999900000), uint64(1747172760000), false},
 			},
 		},

pkg/telemetrymetrics/statement_builder.go

@@ -296,7 +296,7 @@ func (b *MetricQueryStatementBuilder) buildReducedTimeSeriesCTE(
 		}
 	}
 
-	sb.From(fmt.Sprintf("%s.%s", DBName, TimeseriesV4ReducedTableName))
+	sb.From(fmt.Sprintf("%s.%s", DBName, TimeseriesV4ReducedLocalTableName))
 	sb.Select("fingerprint")
 	for _, g := range query.GroupBy {
 		col, err := b.fm.ColumnExpressionFor(ctx, start, end, &g.TelemetryFieldKey, keys)

pkg/types/dashboardtypes/dashboard_view.go

@@ -15,7 +15,7 @@ import (
 
 const (
 	DashboardViewSchemaVersion = "v1"
-	MaxDashboardViewNameLen    = 32
+	MaxDashboardViewNameLen    = 64
 )
 
 var (

pkg/types/dashboardtypes/list_filter.go

@@ -1,12 +1,29 @@
 package dashboardtypes
 
 import (
+	"slices"
+	"strings"
+
 	"github.com/SigNoz/signoz/pkg/errors"
 	qbtypesv5 "github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
 )
 
 var ErrCodeDashboardListFilterInvalid = errors.MustNewCode("dashboard_list_filter_invalid")
 
+// ReservedFilterKeys returns the reserved (column-level) DSL keys the list
+// filter accepts, sorted alphabetically. The list API surfaces these so clients
+// can distinguish reserved keywords from tag keys when building filters.
+func ReservedFilterKeys() []DSLKey {
+	keys := make([]DSLKey, 0, len(ReservedOps))
+	for key := range ReservedOps {
+		keys = append(keys, key)
+	}
+	slices.SortFunc(keys, func(a, b DSLKey) int {
+		return strings.Compare(string(a), string(b))
+	})
+	return keys
+}
+
 // ReservedOps lists the operators each reserved (column-level) DSL key accepts.
 // Any non-reserved key is treated as a tag key and uses TagKeyOps.
 var ReservedOps = map[DSLKey]map[qbtypesv5.FilterOperator]struct{}{

pkg/types/dashboardtypes/list_v2.go

@@ -145,9 +145,10 @@ func newListedDashboardV2(v2 *DashboardV2) *listedDashboardV2 {
 }
 
 type ListableDashboardV2 struct {
-	Dashboards []*listedDashboardV2    `json:"dashboards" required:"true" nullable:"false"`
-	Total      int64                   `json:"total" required:"true"`
-	Tags       []*tagtypes.GettableTag `json:"tags" required:"true" nullable:"false"`
+	Dashboards       []*listedDashboardV2    `json:"dashboards" required:"true" nullable:"false"`
+	Total            int64                   `json:"total" required:"true"`
+	Tags             []*tagtypes.GettableTag `json:"tags" required:"true" nullable:"false"`
+	ReservedKeywords []DSLKey                `json:"reservedKeywords" required:"true" nullable:"false"`
 }
 
 func NewListableDashboardV2(dashboards []*StorableDashboard, total int64, tagsByEntity map[valuer.UUID][]*tagtypes.Tag, allTags []*tagtypes.Tag) (*ListableDashboardV2, error) {
@@ -160,9 +161,10 @@ func NewListableDashboardV2(dashboards []*StorableDashboard, total int64, tagsBy
 		items[i] = newListedDashboardV2(v2)
 	}
 	return &ListableDashboardV2{
-		Dashboards: items,
-		Total:      total,
-		Tags:       tagtypes.NewGettableTagsFromTags(allTags),
+		Dashboards:       items,
+		Total:            total,
+		Tags:             tagtypes.NewGettableTagsFromTags(allTags),
+		ReservedKeywords: ReservedFilterKeys(),
 	}, nil
 }
 
@@ -174,9 +176,10 @@ type listedDashboardForUserV2 struct {
 }
 
 type ListableDashboardForUserV2 struct {
-	Dashboards []*listedDashboardForUserV2 `json:"dashboards" required:"true" nullable:"false"`
-	Total      int64                       `json:"total" required:"true"`
-	Tags       []*tagtypes.GettableTag     `json:"tags" required:"true" nullable:"false"`
+	Dashboards       []*listedDashboardForUserV2 `json:"dashboards" required:"true" nullable:"false"`
+	Total            int64                       `json:"total" required:"true"`
+	Tags             []*tagtypes.GettableTag     `json:"tags" required:"true" nullable:"false"`
+	ReservedKeywords []DSLKey                    `json:"reservedKeywords" required:"true" nullable:"false"`
 }
 
 // StorableDashboardWithPinInfo is the per-row shape Store.ListForUser returns: the dashboard
@@ -200,8 +203,9 @@ func NewListableDashboardForUserV2(rows []*StorableDashboardWithPinInfo, total i
 		}
 	}
 	return &ListableDashboardForUserV2{
-		Dashboards: items,
-		Total:      total,
-		Tags:       tagtypes.NewGettableTagsFromTags(allTags),
+		Dashboards:       items,
+		Total:            total,
+		Tags:             tagtypes.NewGettableTagsFromTags(allTags),
+		ReservedKeywords: ReservedFilterKeys(),
 	}, nil
 }

pkg/types/dashboardtypes/perses_dashboard.go

@@ -4,8 +4,12 @@ import (
 	"bytes"
 	"crypto/rand"
 	"encoding/json"
+	"fmt"
+	"regexp"
+	"strconv"
 	"strings"
 	"time"
+	"unicode/utf8"
 
 	"github.com/SigNoz/signoz/pkg/errors"
 	"github.com/SigNoz/signoz/pkg/types"
@@ -134,14 +138,42 @@ func (d *DashboardV2) ErrIfNotClonable() error {
 }
 
 func (d DashboardV2) ToPostableForCloning() PostableDashboardV2 {
+	spec := d.Spec
+	spec.Display.Name = nextCloneDisplayName(spec.Display.Name)
 	return PostableDashboardV2{
 		DashboardV2MetadataBase: d.DashboardV2MetadataBase,
 		GenerateName:            true,
 		Tags:                    tagtypes.NewPostableTagsFromTags(d.Tags),
-		Spec:                    d.Spec,
+		Spec:                    spec,
 	}
 }
 
+// nextCloneDisplayName appends " - Copy" to a clone's display name, bumping an
+// existing " - Copy (n)" counter, then truncates the base to fit MaxDisplayNameLen.
+func nextCloneDisplayName(name string) string {
+	cloneCopySuffix := regexp.MustCompile(`^(.*) - Copy(?: \((\d+)\))?$`)
+
+	base, count := name, 0
+	if m := cloneCopySuffix.FindStringSubmatch(name); m != nil {
+		base = m[1]
+		count = 1 // bare " - Copy"
+		if m[2] != "" {
+			count, _ = strconv.Atoi(m[2])
+		}
+	}
+
+	suffix := " - Copy"
+	if count++; count > 1 {
+		suffix = fmt.Sprintf(" - Copy (%d)", count)
+	}
+
+	limit := max(MaxDisplayNameLen-utf8.RuneCountInString(suffix), 0)
+	if runes := []rune(base); len(runes) > limit {
+		base = strings.TrimRight(string(runes[:limit]), " ")
+	}
+	return base + suffix
+}
+
 type DashboardV2MetadataBase struct {
 	SchemaVersion string `json:"schemaVersion" required:"true"`
 	Image         string `json:"image,omitempty"`

pkg/types/dashboardtypes/perses_dashboard_convertors_test.go

@@ -5,6 +5,7 @@ import (
 	"strings"
 	"testing"
 	"time"
+	"unicode/utf8"
 
 	"github.com/SigNoz/signoz/pkg/types"
 	"github.com/SigNoz/signoz/pkg/types/coretypes"
@@ -21,6 +22,7 @@ func newTestDashboardV2(t *testing.T, orgID valuer.UUID, source Source) *Dashboa
 	updatedAt := time.Date(2026, time.January, 2, 12, 0, 0, 0, time.UTC)
 
 	spec := DashboardSpec{
+		Display: Display{Name: "Test Dashboard"},
 		Panels: map[string]*Panel{
 			"p1": {
 				Kind: "Panel",
@@ -211,7 +213,13 @@ func TestDashboardV2ToPostableForCloning(t *testing.T) {
 	assert.True(t, postable.GenerateName, "internal name must be regenerated, not copied")
 	assert.Empty(t, postable.Name, "name must be empty so generateName can derive it")
 	assert.Equal(t, dashboard.DashboardV2MetadataBase, postable.DashboardV2MetadataBase, "schema version and image are carried over")
-	assert.Equal(t, dashboard.Spec, postable.Spec, "spec (incl. display name) is preserved verbatim")
+	assert.Equal(t, "Test Dashboard - Copy", postable.Spec.Display.Name, "clone appends a Copy suffix to the display name")
+
+	// The rest of the spec is carried over unchanged.
+	expectedSpec := dashboard.Spec
+	expectedSpec.Display.Name = "Test Dashboard - Copy"
+	assert.Equal(t, expectedSpec, postable.Spec)
+	assert.Equal(t, "Test Dashboard", dashboard.Spec.Display.Name, "the source dashboard's display name is not mutated")
 
 	require.Len(t, postable.Tags, len(dashboard.Tags))
 	for i, sourceTag := range dashboard.Tags {
@@ -220,6 +228,83 @@ func TestDashboardV2ToPostableForCloning(t *testing.T) {
 	}
 }
 
+// nextCloneDisplayName appends " - Copy", bumps an existing " - Copy (n)"
+// counter, and truncates an over-long base back to MaxDisplayNameLen while
+// keeping the suffix whole. The long cases are real-ish titles already at the
+// limit so the truncated output is legible; their literal expectations assume
+// the 128-character limit.
+func TestNextCloneDisplayName(t *testing.T) {
+	require.Equal(t, 128, MaxDisplayNameLen, "the literal expectations below are sized for a 128-character limit")
+
+	testCases := []struct {
+		scenario string
+		input    string
+		expected string
+	}{
+		{
+			scenario: "plain name gets a Copy suffix",
+			input:    "My Dashboard",
+			expected: "My Dashboard - Copy",
+		},
+		{
+			scenario: "Copy suffix bumps to (2)",
+			input:    "My Dashboard - Copy",
+			expected: "My Dashboard - Copy (2)",
+		},
+		{
+			scenario: "numbered suffix increments",
+			input:    "My Dashboard - Copy (2)",
+			expected: "My Dashboard - Copy (3)",
+		},
+		{
+			scenario: "multi-digit suffix increments",
+			input:    "svc - Copy (41)",
+			expected: "svc - Copy (42)",
+		},
+		{
+			scenario: "a name that merely contains Copy is not a suffix",
+			input:    "Copy of things",
+			expected: "Copy of things - Copy",
+		},
+		{
+			scenario: "only the trailing Copy marker is stripped",
+			input:    "Prod - Copy - Copy",
+			expected: "Prod - Copy - Copy (2)",
+		},
+		{
+			scenario: "empty name",
+			input:    "",
+			expected: " - Copy",
+		},
+		{
+			scenario: "first copy at the limit truncates the base, keeps the suffix",
+			input:    "Production Kubernetes Cluster Health: CPU, Memory, Disk I/O, and Network Saturation Across Every Namespace and Availability Zone",
+			expected: "Production Kubernetes Cluster Health: CPU, Memory, Disk I/O, and Network Saturation Across Every Namespace and Availabili - Copy",
+		},
+		{
+			scenario: "numbered copy at the limit increments then truncates",
+			input:    "API Gateway SLOs: p99 Latency, Error Budget Burn Rate, and Requests per Second by Route, Region, and Upstream Service - Copy (9)",
+			expected: "API Gateway SLOs: p99 Latency, Error Budget Burn Rate, and Requests per Second by Route, Region, and Upstream Servic - Copy (10)",
+		},
+		{
+			scenario: "truncation counts runes, not bytes (é and — are one rune each)",
+			input:    "Café Latency — p99 Response Times, Error Rates, and Saturation Across the Ordering, Kitchen, and Delivery Microservices Fleet",
+			expected: "Café Latency — p99 Response Times, Error Rates, and Saturation Across the Ordering, Kitchen, and Delivery Microservices F - Copy",
+		},
+	}
+
+	for _, testCase := range testCases {
+		t.Run(testCase.scenario, func(t *testing.T) {
+			require.LessOrEqual(t, utf8.RuneCountInString(testCase.input), MaxDisplayNameLen, "a saved source name never exceeds the limit")
+
+			result := nextCloneDisplayName(testCase.input)
+
+			assert.Equal(t, testCase.expected, result)
+			assert.LessOrEqual(t, utf8.RuneCountInString(result), MaxDisplayNameLen, "a clone name must fit the limit")
+		})
+	}
+}
+
 func TestDashboardV2StorableRoundTrip(t *testing.T) {
 	orgID := valuer.GenerateUUID()
 	original := newTestDashboardV2(t, orgID, SourceIntegration)

pkg/types/dashboardtypes/perses_dashboard_data.go

@@ -5,6 +5,7 @@ import (
 	"encoding/json"
 	"fmt"
 	"slices"
+	"unicode/utf8"
 
 	"github.com/SigNoz/signoz/pkg/errors"
 	qb "github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
@@ -48,6 +49,9 @@ func (d *DashboardSpec) UnmarshalJSON(data []byte) error {
 // ══════════════════════════════════════════════
 
 func (d *DashboardSpec) Validate() error {
+	if err := d.Display.Validate("dashboard", "spec.display.name"); err != nil {
+		return err
+	}
 	if err := d.validateVariables(); err != nil {
 		return err
 	}
@@ -62,15 +66,23 @@ func (d *DashboardSpec) validateVariables() error {
 	seen := make(map[string]struct{}, len(d.Variables))
 	for i, v := range d.Variables {
 		var name string
+		var err error
+		// Validated here, not by decodeSpec on decode, so variable errors surface from
+		// Validate() with clean messages (not buried under the decoder's "invalid
+		// dashboard spec" wrap) and also run for programmatically built specs (cloning).
+		path := fmt.Sprintf("spec.variables[%d]", i)
 		switch s := v.Spec.(type) {
 		case *ListVariableSpec:
-			name = s.Name
+			name, err = s.Name, s.validate(path)
 		case *TextVariableSpec:
-			name = s.Name
+			name, err = s.Name, s.validate(path)
 		default:
 			// Unreachable via UnmarshalJSON; reaching here means a Go caller broke the Kind/Spec pairing.
 			return errors.NewInternalf(errors.CodeInternal, "spec.variables[%d].spec: unexpected variable spec type %T", i, v.Spec)
 		}
+		if err != nil {
+			return err
+		}
 		if _, dup := seen[name]; dup {
 			return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "spec.variables[%d]: duplicate variable name %q", i, name)
 		}
@@ -88,6 +100,9 @@ func (d *DashboardSpec) validatePanels() error {
 			return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "spec.panels.%s: panel must not be null", key)
 		}
 		path := fmt.Sprintf("spec.panels.%s", key)
+		if err := panel.Spec.Display.Validate("panel", path+".spec.display.name"); err != nil {
+			return err
+		}
 		panelKind := panel.Spec.Plugin.Kind
 		if len(panel.Spec.Queries) != 1 {
 			return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "%s.spec.queries: panel must have one query", path)
@@ -138,14 +153,38 @@ func validateQueryAllowedForPanel(plugin QueryPlugin, allowed []QueryPluginKind,
 	return nil
 }
 
-// validateLayouts rejects grid items referencing a panel that doesn't exist.
+const maxLayoutsPerDashboard = 500
+
+// validateLayouts validates the dashboard's layouts: bounded section count,
+// per-item geometry, resolvable panel references, and no panel placed twice.
+// Geometry (validateGridLayoutGeometry) needs only each layout's own data but
+// runs here so its errors can name the layout by index.
 func (d *DashboardSpec) validateLayouts() error {
+	if len(d.Layouts) > maxLayoutsPerDashboard {
+		return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "spec.layouts: dashboard has %d layouts; maximum is %d", len(d.Layouts), maxLayoutsPerDashboard)
+	}
+
+	// Could enforce this but skipping for now: panels in no grid item (orphans)
+	// are allowed.
+
+	// The frontend keys each grid item by its panel id, so placing one panel in
+	// two grid items collides; reject duplicate references dashboard-wide. Maps
+	// each referenced panel key to the path of the item that first placed it.
+	referencedPanels := make(map[string]string, len(d.Panels))
 	for li, layout := range d.Layouts {
 		grid, ok := layout.Spec.(*dashboard.GridLayoutSpec)
 		if !ok {
 			// Unreachable via UnmarshalJSON; reaching here means a Go caller broke the Kind/Spec pairing.
 			return errors.NewInternalf(errors.CodeInternal, "spec.layouts[%d].spec: unexpected layout spec type %T", li, layout.Spec)
 		}
+		if grid.Display != nil {
+			if n := utf8.RuneCountInString(grid.Display.Title); n > MaxDisplayNameLen {
+				return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "spec.layouts[%d].spec.display.title: layout name must be at most %d characters, got %d", li, MaxDisplayNameLen, n)
+			}
+		}
+		if err := validateGridLayoutGeometry(grid, li); err != nil {
+			return err
+		}
 		for ii, item := range grid.Items {
 			path := fmt.Sprintf("spec.layouts[%d].spec.items[%d].content", li, ii)
 			if item.Content == nil {
@@ -158,6 +197,10 @@ func (d *DashboardSpec) validateLayouts() error {
 			if _, ok := d.Panels[key]; !ok {
 				return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "%s: references unknown panel %q", path, key)
 			}
+			if firstPath, dup := referencedPanels[key]; dup {
+				return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "%s: panel %q is already placed by %s", path, key, firstPath)
+			}
+			referencedPanels[key] = path
 		}
 	}
 	return nil

pkg/types/dashboardtypes/perses_dashboard_patch_test.go

@@ -299,19 +299,22 @@ func TestPatchableDashboardV2_Apply(t *testing.T) {
 	// Layout edits
 	// ─────────────────────────────────────────────────────────────────
 
-	t.Run("move panel by editing layout x coordinate", func(t *testing.T) {
-		out, err := decode(t, `[{"op": "replace", "path": "/spec/layouts/0/spec/items/0/x", "value": 6}]`).Apply(base)
+	t.Run("move panel by editing layout y coordinate", func(t *testing.T) {
+		// p2 fills the right half of row 0, so p1 can only move to a fresh row
+		// without tripping overlap validation.
+		out, err := decode(t, `[{"op": "replace", "path": "/spec/layouts/0/spec/items/0/y", "value": 6}]`).Apply(base)
 		require.NoError(t, err)
 		raw := jsonOf(t, out)
-		// The first item used to live at x=0, now lives at x=6.
-		assert.Contains(t, raw, `"x":6,"y":0,"width":6,"height":6,"content":{"$ref":"#/spec/panels/p1"}`)
+		// The first item used to live at y=0, now lives at y=6.
+		assert.Contains(t, raw, `"x":0,"y":6,"width":6,"height":6,"content":{"$ref":"#/spec/panels/p1"}`)
 	})
 
 	t.Run("resize panel by editing layout width", func(t *testing.T) {
-		out, err := decode(t, `[{"op": "replace", "path": "/spec/layouts/0/spec/items/0/width", "value": 12}]`).Apply(base)
+		// p2 sits at x=6, so p1 (at x=0) can only shrink; widening it would overlap.
+		out, err := decode(t, `[{"op": "replace", "path": "/spec/layouts/0/spec/items/0/width", "value": 3}]`).Apply(base)
 		require.NoError(t, err)
 		raw := jsonOf(t, out)
-		assert.Contains(t, raw, `"width":12`)
+		assert.Contains(t, raw, `"width":3`)
 	})
 
 	t.Run("rename layout row title", func(t *testing.T) {
@@ -321,11 +324,12 @@ func TestPatchableDashboardV2_Apply(t *testing.T) {
 	})
 
 	t.Run("append layout item", func(t *testing.T) {
-		out, err := decode(t, `[{
-			"op": "add",
-			"path": "/spec/layouts/0/spec/items/-",
-			"value": {"x": 0, "y": 6, "width": 12, "height": 6, "content": {"$ref": "#/spec/panels/p1"}}
-		}]`).Apply(base)
+		// Appending needs a not-yet-placed panel, so add one in the same patch;
+		// re-placing p1 or p2 would be a duplicate reference.
+		out, err := decode(t, `[
+			{"op": "add", "path": "/spec/panels/p3", "value": {"kind": "Panel", "spec": {"plugin": {"kind": "signoz/TablePanel", "spec": {}}, "queries": [{"kind": "time_series", "spec": {"plugin": {"kind": "signoz/BuilderQuery", "spec": {"name": "A", "signal": "logs", "aggregations": [{"expression": "count()"}]}}}}]}}},
+			{"op": "add", "path": "/spec/layouts/0/spec/items/-", "value": {"x": 0, "y": 6, "width": 12, "height": 6, "content": {"$ref": "#/spec/panels/p3"}}}
+		]`).Apply(base)
 		require.NoError(t, err)
 		// Item count went 2 → 3.
 		raw := jsonOf(t, out)

pkg/types/dashboardtypes/perses_dashboard_test.go

@@ -2,12 +2,14 @@ package dashboardtypes
 
 import (
 	"encoding/json"
+	"fmt"
 	"os"
 	"strings"
 	"testing"
 	"time"
 
 	"github.com/SigNoz/signoz/pkg/errors"
+	"github.com/perses/spec/go/dashboard"
 	"github.com/stretchr/testify/assert"
 	"github.com/stretchr/testify/require"
 	"k8s.io/apimachinery/pkg/util/validation"
@@ -25,19 +27,19 @@ func TestValidateBigExample(t *testing.T) {
 	data, err := os.ReadFile("testdata/perses.json")
 	require.NoError(t, err, "reading example file")
 	_, err = unmarshalDashboard(data)
-	require.NoError(t, err, "expected valid dashboard")
+	assert.NoError(t, err, "expected valid dashboard")
 }
 
 func TestValidateDashboardWithSections(t *testing.T) {
 	data, err := os.ReadFile("testdata/perses_with_sections.json")
 	require.NoError(t, err, "reading example file")
 	_, err = unmarshalDashboard(data)
-	require.NoError(t, err, "expected valid dashboard")
+	assert.NoError(t, err, "expected valid dashboard")
 }
 
 func TestInvalidateNotAJSON(t *testing.T) {
 	_, err := unmarshalDashboard([]byte("not json"))
-	require.Error(t, err, "expected error for invalid JSON")
+	assert.Error(t, err, "expected error for invalid JSON")
 }
 
 // TestUnmarshalErrorPreservesNestedMessage guards the wrap on dec.Decode in
@@ -60,11 +62,11 @@ func TestUnmarshalErrorPreservesNestedMessage(t *testing.T) {
 	_, err := unmarshalDashboard(data)
 	require.Error(t, err)
 
-	require.Contains(t, err.Error(), "unknown panel plugin kind",
+	assert.Contains(t, err.Error(), "unknown panel plugin kind",
 		"outer wrap should not smother the inner UnmarshalJSON message")
-	require.Contains(t, err.Error(), `"NonExistentPanel"`,
+	assert.Contains(t, err.Error(), `"NonExistentPanel"`,
 		"the offending value should still appear in the error")
-	require.Contains(t, err.Error(), "allowed values:",
+	assert.Contains(t, err.Error(), "allowed values:",
 		"the allowed-values hint should still appear in the error")
 
 	assert.True(t, errors.Ast(err, errors.TypeInvalidInput),
@@ -77,7 +79,7 @@ func TestValidateEmptySpec(t *testing.T) {
 	// no variables no panels
 	data := []byte(`{}`)
 	_, err := unmarshalDashboard(data)
-	require.NoError(t, err, "expected valid")
+	assert.NoError(t, err, "expected valid")
 }
 
 func TestValidateOnlyVariables(t *testing.T) {
@@ -109,7 +111,7 @@ func TestValidateOnlyVariables(t *testing.T) {
 		"layouts": []
 	}`)
 	_, err := unmarshalDashboard(data)
-	require.NoError(t, err, "expected valid")
+	assert.NoError(t, err, "expected valid")
 }
 
 func TestInvalidateDuplicateVariableNames(t *testing.T) {
@@ -136,7 +138,7 @@ func TestInvalidateDuplicateVariableNames(t *testing.T) {
 	}`)
 	_, err := unmarshalDashboard(data)
 	require.Error(t, err, "expected error for duplicate variable name")
-	require.Contains(t, err.Error(), `duplicate variable name "env"`)
+	assert.Contains(t, err.Error(), `duplicate variable name "env"`)
 }
 
 func TestInvalidateVariableNameWithInvalidChars(t *testing.T) {
@@ -163,19 +165,19 @@ func TestInvalidateVariableNameWithInvalidChars(t *testing.T) {
 		t.Run(name, func(t *testing.T) {
 			_, err := unmarshalDashboard(listVarWithName(name))
 			require.Error(t, err, "expected error for invalid variable name %q", name)
-			require.Contains(t, err.Error(), "is not a correct name")
+			assert.Contains(t, err.Error(), "is not a correct name")
 		})
 	}
 	for _, name := range []string{"service", "my_var", "MY_VAR", "MixedCase9", "with-hyphen", "with.dot"} {
 		t.Run(name, func(t *testing.T) {
 			_, err := unmarshalDashboard(listVarWithName(name))
-			require.NoError(t, err, "expected valid variable name %q", name)
+			assert.NoError(t, err, "expected valid variable name %q", name)
 		})
 	}
 	t.Run("digits only", func(t *testing.T) {
 		_, err := unmarshalDashboard(listVarWithName("123"))
 		require.Error(t, err)
-		require.Contains(t, err.Error(), "cannot contain only digits")
+		assert.Contains(t, err.Error(), "cannot contain only digits")
 	})
 }
 
@@ -199,7 +201,7 @@ func TestInvalidatePanelKey(t *testing.T) {
 	}`)
 	_, err := unmarshalDashboard(data)
 	require.Error(t, err, "expected error for invalid panel key")
-	require.Contains(t, err.Error(), "is not a correct name")
+	assert.Contains(t, err.Error(), "is not a correct name")
 }
 
 func TestInvalidateListVariableCrossFields(t *testing.T) {
@@ -225,30 +227,30 @@ func TestInvalidateListVariableCrossFields(t *testing.T) {
 	t.Run("customAllValue without allowAllValue", func(t *testing.T) {
 		_, err := unmarshalDashboard(listVar(`"allowAllValue": false, "allowMultiple": false, "customAllValue": "*",`))
 		require.Error(t, err)
-		require.Contains(t, err.Error(), "customAllValue cannot be set")
+		assert.Contains(t, err.Error(), "customAllValue cannot be set")
 	})
 
 	t.Run("list defaultValue without allowMultiple", func(t *testing.T) {
 		_, err := unmarshalDashboard(listVar(`"allowAllValue": false, "allowMultiple": false, "defaultValue": ["a", "b"],`))
 		require.Error(t, err)
-		require.Contains(t, err.Error(), "allowMultiple")
+		assert.Contains(t, err.Error(), "allowMultiple")
 	})
 
 	t.Run("single-element list default without allowMultiple", func(t *testing.T) {
 		_, err := unmarshalDashboard(listVar(`"allowAllValue": false, "allowMultiple": false, "defaultValue": ["only"],`))
 		require.Error(t, err)
-		require.Contains(t, err.Error(), "allowMultiple")
+		assert.Contains(t, err.Error(), "allowMultiple")
 	})
 
 	t.Run("valid sort is accepted", func(t *testing.T) {
 		_, err := unmarshalDashboard(listVar(`"sort": "alphabetical-asc",`))
-		require.NoError(t, err)
+		assert.NoError(t, err)
 	})
 
 	t.Run("unknown sort is rejected", func(t *testing.T) {
 		_, err := unmarshalDashboard(listVar(`"sort": "bogus",`))
 		require.Error(t, err)
-		require.Contains(t, err.Error(), "unknown sort")
+		assert.Contains(t, err.Error(), "unknown sort")
 	})
 }
 
@@ -275,7 +277,7 @@ func TestInvalidateEmptyVariableName(t *testing.T) {
 		t.Run(name, func(t *testing.T) {
 			_, err := unmarshalDashboard(data)
 			require.Error(t, err, "expected error for empty variable name")
-			require.Contains(t, err.Error(), "name cannot be empty")
+			assert.Contains(t, err.Error(), "name cannot be empty")
 		})
 	}
 }
@@ -414,7 +416,7 @@ func TestInvalidateUnknownPluginKind(t *testing.T) {
 		t.Run(tt.name, func(t *testing.T) {
 			_, err := unmarshalDashboard([]byte(tt.data))
 			require.Error(t, err, "expected error containing %q, got nil", tt.wantContain)
-			require.Contains(t, err.Error(), tt.wantContain, "error should mention %q", tt.wantContain)
+			assert.Contains(t, err.Error(), tt.wantContain, "error should mention %q", tt.wantContain)
 		})
 	}
 }
@@ -435,7 +437,7 @@ func TestInvalidateOneInvalidPanel(t *testing.T) {
 	}`)
 	_, err := unmarshalDashboard(data)
 	require.Error(t, err, "expected error for invalid panel plugin kind")
-	require.Contains(t, err.Error(), "FakePanel", "error should mention FakePanel")
+	assert.Contains(t, err.Error(), "FakePanel", "error should mention FakePanel")
 }
 
 func TestInvalidateLayoutPanelReferences(t *testing.T) {
@@ -488,11 +490,11 @@ func TestInvalidateLayoutPanelReferences(t *testing.T) {
 		t.Run(tt.name, func(t *testing.T) {
 			_, err := unmarshalDashboard(tt.data)
 			if tt.wantContain == "" {
-				require.NoError(t, err)
+				assert.NoError(t, err)
 				return
 			}
 			require.Error(t, err)
-			require.Contains(t, err.Error(), tt.wantContain)
+			assert.Contains(t, err.Error(), tt.wantContain)
 		})
 	}
 }
@@ -570,7 +572,7 @@ func TestRejectUnknownFieldsInPluginSpec(t *testing.T) {
 		t.Run(tt.name, func(t *testing.T) {
 			_, err := unmarshalDashboard([]byte(tt.data))
 			require.Error(t, err, "expected error for unknown field")
-			require.Contains(t, err.Error(), tt.wantContain, "error should mention %q", tt.wantContain)
+			assert.Contains(t, err.Error(), tt.wantContain, "error should mention %q", tt.wantContain)
 		})
 	}
 }
@@ -649,7 +651,7 @@ func TestInvalidateWrongFieldTypeInPluginSpec(t *testing.T) {
 			_, err := unmarshalDashboard([]byte(tt.data))
 			require.Error(t, err, "expected validation error")
 			if tt.wantContain != "" {
-				require.Contains(t, err.Error(), tt.wantContain, "error should mention %q", tt.wantContain)
+				assert.Contains(t, err.Error(), tt.wantContain, "error should mention %q", tt.wantContain)
 			}
 		})
 	}
@@ -874,7 +876,7 @@ func TestInvalidateBadPanelSpecValues(t *testing.T) {
 		t.Run(tt.name, func(t *testing.T) {
 			_, err := unmarshalDashboard([]byte(tt.data))
 			require.Error(t, err, "expected error containing %q, got nil", tt.wantContain)
-			require.Contains(t, err.Error(), tt.wantContain, "error should mention %q", tt.wantContain)
+			assert.Contains(t, err.Error(), tt.wantContain, "error should mention %q", tt.wantContain)
 		})
 	}
 }
@@ -907,7 +909,7 @@ func TestThresholdLabelOptional(t *testing.T) {
 
 			spec := d.Panels["p1"].Spec.Plugin.Spec.(*TimeSeriesPanelSpec)
 			require.Len(t, spec.Thresholds, 1)
-			require.Empty(t, spec.Thresholds[0].Label, "label should remain empty")
+			assert.Empty(t, spec.Thresholds[0].Label, "label should remain empty")
 		})
 	}
 }
@@ -924,7 +926,7 @@ func TestInvalidatePanelWithoutQueries(t *testing.T) {
 	}`)
 	_, err := unmarshalDashboard(data)
 	require.Error(t, err, "expected panel-without-queries to be rejected")
-	require.Contains(t, err.Error(), "panel must have one query")
+	assert.Contains(t, err.Error(), "panel must have one query")
 }
 
 func TestInvalidatePanelWithEmptyQueriesArray(t *testing.T) {
@@ -942,7 +944,7 @@ func TestInvalidatePanelWithEmptyQueriesArray(t *testing.T) {
 	}`)
 	_, err := unmarshalDashboard(data)
 	require.Error(t, err, "expected panel with explicit empty queries array to be rejected")
-	require.Contains(t, err.Error(), "panel must have one query")
+	assert.Contains(t, err.Error(), "panel must have one query")
 }
 
 // Rendering multiple data sources in a single panel is supported via
@@ -965,7 +967,7 @@ func TestInvalidatePanelWithMultipleDirectQueries(t *testing.T) {
 	}`)
 	_, err := unmarshalDashboard(data)
 	require.Error(t, err, "expected panel with two top-level queries to be rejected")
-	require.Contains(t, err.Error(), "panel must have one query")
+	assert.Contains(t, err.Error(), "panel must have one query")
 }
 
 func TestValidateRequiredFields(t *testing.T) {
@@ -1053,7 +1055,7 @@ func TestValidateRequiredFields(t *testing.T) {
 		t.Run(tt.name, func(t *testing.T) {
 			_, err := unmarshalDashboard([]byte(tt.data))
 			require.Error(t, err, "expected error containing %q, got nil", tt.wantContain)
-			require.Contains(t, err.Error(), tt.wantContain, "error should mention %q", tt.wantContain)
+			assert.Contains(t, err.Error(), tt.wantContain, "error should mention %q", tt.wantContain)
 		})
 	}
 }
@@ -1081,14 +1083,14 @@ func TestTimeSeriesPanelDefaults(t *testing.T) {
 	require.IsType(t, &TimeSeriesPanelSpec{}, d.Panels["p1"].Spec.Plugin.Spec)
 	spec := d.Panels["p1"].Spec.Plugin.Spec.(*TimeSeriesPanelSpec)
 
-	require.Equal(t, "2", spec.Formatting.DecimalPrecision.ValueOrDefault(), "expected DecimalPrecision default 2")
-	require.Equal(t, "spline", spec.ChartAppearance.LineInterpolation.ValueOrDefault(), "expected LineInterpolation default spline")
-	require.Equal(t, "solid", spec.ChartAppearance.LineStyle.ValueOrDefault(), "expected LineStyle default solid")
-	require.Equal(t, "none", spec.ChartAppearance.FillMode.ValueOrDefault(), "expected FillMode default none")
-	require.False(t, spec.ChartAppearance.SpanGaps.FillOnlyBelow, "expected SpanGaps.FillOnlyBelow default false")
-	require.Equal(t, "global_time", spec.Visualization.TimePreference.ValueOrDefault(), "expected TimePreference default global_time")
-	require.Equal(t, "bottom", spec.Legend.Position.ValueOrDefault(), "expected LegendPosition default bottom")
-	require.Equal(t, "list", spec.Legend.Mode.ValueOrDefault(), "expected LegendMode default list")
+	assert.Equal(t, "2", spec.Formatting.DecimalPrecision.ValueOrDefault(), "expected DecimalPrecision default 2")
+	assert.Equal(t, "spline", spec.ChartAppearance.LineInterpolation.ValueOrDefault(), "expected LineInterpolation default spline")
+	assert.Equal(t, "solid", spec.ChartAppearance.LineStyle.ValueOrDefault(), "expected LineStyle default solid")
+	assert.Equal(t, "none", spec.ChartAppearance.FillMode.ValueOrDefault(), "expected FillMode default none")
+	assert.False(t, spec.ChartAppearance.SpanGaps.FillOnlyBelow, "expected SpanGaps.FillOnlyBelow default false")
+	assert.Equal(t, "global_time", spec.Visualization.TimePreference.ValueOrDefault(), "expected TimePreference default global_time")
+	assert.Equal(t, "bottom", spec.Legend.Position.ValueOrDefault(), "expected LegendPosition default bottom")
+	assert.Equal(t, "list", spec.Legend.Mode.ValueOrDefault(), "expected LegendMode default list")
 
 	// Re-marshal the full dashboard (what we'd store in DB / return in API response)
 	// and verify the output contains the default values.
@@ -1131,8 +1133,8 @@ func TestNumberPanelDefaults(t *testing.T) {
 	spec := d.Panels["p1"].Spec.Plugin.Spec.(*NumberPanelSpec)
 
 	require.Len(t, spec.Thresholds, 1, "expected 1 threshold")
-	require.Equal(t, "above", spec.Thresholds[0].Operator.ValueOrDefault(), "expected ComparisonOperator default above")
-	require.Equal(t, "text", spec.Thresholds[0].Format.ValueOrDefault(), "expected ThresholdFormat default text")
+	assert.Equal(t, "above", spec.Thresholds[0].Operator.ValueOrDefault(), "expected ComparisonOperator default above")
+	assert.Equal(t, "text", spec.Thresholds[0].Format.ValueOrDefault(), "expected ThresholdFormat default text")
 
 	// Marshal back and verify defaults in JSON output.
 	output, err := json.Marshal(d)
@@ -1163,7 +1165,7 @@ func TestPersesFixtureStorageRoundTrip(t *testing.T) {
 	require.NoError(t, err, "map → JSON (read-back shape)")
 
 	var roundtripped DashboardSpec
-	require.NoError(t, json.Unmarshal(remarshaled, &roundtripped), "JSON → typed (the failure mode)")
+	assert.NoError(t, json.Unmarshal(remarshaled, &roundtripped), "JSON → typed (the failure mode)")
 }
 
 // TestStorageRoundTrip simulates the future DB store/load cycle:
@@ -1329,9 +1331,9 @@ func TestGenerateDashboardName(t *testing.T) {
 	for _, tt := range tests {
 		t.Run(tt.scenario, func(t *testing.T) {
 			got := generateDashboardName(tt.input)
-			require.NotEmpty(t, got)
-			require.LessOrEqual(t, len(got), 63)
-			require.Empty(t, validation.IsDNS1123Label(got), "result must be a valid DNS-1123 label")
+			assert.NotEmpty(t, got)
+			assert.LessOrEqual(t, len(got), 63)
+			assert.Empty(t, validation.IsDNS1123Label(got), "result must be a valid DNS-1123 label")
 
 			if tt.wantPrefix == "" {
 				assert.Len(t, got, dashboardNameSuffixLen, "expected the bare random suffix")
@@ -1346,8 +1348,8 @@ func TestGenerateDashboardName(t *testing.T) {
 	t.Run("prefix is truncated to leave room for the suffix", func(t *testing.T) {
 		input := strings.Repeat("a", 100)
 		got := generateDashboardName(input)
-		require.LessOrEqual(t, len(got), 63)
-		require.Empty(t, validation.IsDNS1123Label(got))
+		assert.LessOrEqual(t, len(got), 63)
+		assert.Empty(t, validation.IsDNS1123Label(got))
 		assert.Equal(t, len(got), 63, "expected the result to be padded to the max DNS-1123 length")
 	})
 
@@ -1435,10 +1437,194 @@ func TestPanelTypeQueryTypeCompatibility(t *testing.T) {
 		t.Run(tc.name, func(t *testing.T) {
 			_, err := unmarshalDashboard(tc.data)
 			if tc.wantErr {
-				require.Error(t, err)
+				assert.Error(t, err)
 			} else {
-				require.NoError(t, err)
+				assert.NoError(t, err)
 			}
 		})
 	}
 }
+
+func TestValidateGridGeometry(t *testing.T) {
+	tests := []struct {
+		scenario         string
+		items            []dashboard.GridItem
+		expectErrContain string
+	}{
+		{
+			scenario:         "valid side-by-side items",
+			items:            []dashboard.GridItem{{X: 0, Y: 0, Width: 6, Height: 6}, {X: 6, Y: 0, Width: 6, Height: 6}},
+			expectErrContain: "",
+		},
+		{
+			scenario:         "valid full-width item",
+			items:            []dashboard.GridItem{{X: 0, Y: 0, Width: 12, Height: 6}},
+			expectErrContain: "",
+		},
+		{
+			scenario:         "stacked items do not overlap",
+			items:            []dashboard.GridItem{{X: 0, Y: 0, Width: 6, Height: 6}, {X: 0, Y: 6, Width: 6, Height: 6}},
+			expectErrContain: "",
+		},
+		{
+			scenario:         "zero width",
+			items:            []dashboard.GridItem{{X: 0, Y: 0, Width: 0, Height: 6}},
+			expectErrContain: "width must be at least 1",
+		},
+		{
+			scenario:         "zero height",
+			items:            []dashboard.GridItem{{X: 0, Y: 0, Width: 6, Height: 0}},
+			expectErrContain: "height must be at least 1",
+		},
+		{
+			scenario:         "negative x",
+			items:            []dashboard.GridItem{{X: -1, Y: 0, Width: 6, Height: 6}},
+			expectErrContain: "x must not be negative",
+		},
+		{
+			scenario:         "negative y",
+			items:            []dashboard.GridItem{{X: 0, Y: -1, Width: 6, Height: 6}},
+			expectErrContain: "y must not be negative",
+		},
+		{
+			scenario:         "width wider than grid",
+			items:            []dashboard.GridItem{{X: 0, Y: 0, Width: 13, Height: 6}},
+			expectErrContain: "width (13) exceeds grid width 12",
+		},
+		{
+			scenario:         "x at grid width",
+			items:            []dashboard.GridItem{{X: 12, Y: 0, Width: 1, Height: 6}},
+			expectErrContain: "x (12) must be less than grid width 12",
+		},
+		{
+			scenario:         "x plus width overflows grid",
+			items:            []dashboard.GridItem{{X: 8, Y: 0, Width: 6, Height: 6}},
+			expectErrContain: "x (8) + width (6) exceeds grid width 12",
+		},
+		{
+			scenario:         "overlapping items",
+			items:            []dashboard.GridItem{{X: 0, Y: 0, Width: 6, Height: 6}, {X: 3, Y: 3, Width: 6, Height: 6}},
+			expectErrContain: "items[0] and items[1] overlap",
+		},
+	}
+	for _, test := range tests {
+		t.Run(test.scenario, func(t *testing.T) {
+			err := validateGridLayoutGeometry(&dashboard.GridLayoutSpec{Items: test.items}, 0)
+			if test.expectErrContain == "" {
+				assert.NoError(t, err)
+				return
+			}
+			require.Error(t, err)
+			assert.Contains(t, err.Error(), test.expectErrContain)
+		})
+	}
+}
+
+func TestValidateGridItemLimit(t *testing.T) {
+	err := validateGridLayoutGeometry(&dashboard.GridLayoutSpec{Items: make([]dashboard.GridItem, maxItemsPerGridLayout+1)}, 0)
+	require.Error(t, err)
+	assert.Contains(t, err.Error(), "maximum is")
+}
+
+// Both panel refs are valid, so this errors only if geometry validation runs on
+// the unmarshal path — it does, via DashboardSpec.Validate -> validateLayouts.
+func TestInvalidateLayoutOverlapViaUnmarshal(t *testing.T) {
+	data := []byte(`{
+		"panels": {
+			"p1": {"kind": "Panel", "spec": {"plugin": {"kind": "signoz/TablePanel", "spec": {}}, "queries": [{"kind": "time_series", "spec": {"plugin": {"kind": "signoz/BuilderQuery", "spec": {"name": "A", "signal": "logs", "aggregations": [{"expression": "count()"}]}}}}]}},
+			"p2": {"kind": "Panel", "spec": {"plugin": {"kind": "signoz/TablePanel", "spec": {}}, "queries": [{"kind": "time_series", "spec": {"plugin": {"kind": "signoz/BuilderQuery", "spec": {"name": "A", "signal": "logs", "aggregations": [{"expression": "count()"}]}}}}]}}
+		},
+		"layouts": [{"kind": "Grid", "spec": {"items": [
+			{"x": 0, "y": 0, "width": 6, "height": 6, "content": {"$ref": "#/spec/panels/p1"}},
+			{"x": 3, "y": 3, "width": 6, "height": 6, "content": {"$ref": "#/spec/panels/p2"}}
+		]}}]
+	}`)
+	_, err := unmarshalDashboard(data)
+	require.Error(t, err)
+	assert.Contains(t, err.Error(), "overlap")
+}
+
+// The frontend keys each grid item by its panel id, so the same panel placed by
+// two grid items crashes the section; the backend rejects it dashboard-wide. The
+// two items are side by side so they clear the overlap check first.
+func TestInvalidateDuplicatePanelReference(t *testing.T) {
+	data := []byte(`{
+		"panels": {
+			"p1": {"kind": "Panel", "spec": {"plugin": {"kind": "signoz/TablePanel", "spec": {}}, "queries": [{"kind": "time_series", "spec": {"plugin": {"kind": "signoz/BuilderQuery", "spec": {"name": "A", "signal": "logs", "aggregations": [{"expression": "count()"}]}}}}]}}
+		},
+		"layouts": [{"kind": "Grid", "spec": {"items": [
+			{"x": 0, "y": 0, "width": 6, "height": 6, "content": {"$ref": "#/spec/panels/p1"}},
+			{"x": 6, "y": 0, "width": 6, "height": 6, "content": {"$ref": "#/spec/panels/p1"}}
+		]}}]
+	}`)
+	_, err := unmarshalDashboard(data)
+	require.Error(t, err)
+	assert.Contains(t, err.Error(), "already placed")
+	// Both offending grid items are named.
+	assert.Contains(t, err.Error(), "spec.layouts[0].spec.items[0].content")
+	assert.Contains(t, err.Error(), "spec.layouts[0].spec.items[1].content")
+}
+
+// Every display name — dashboard, panel, variable — and the grid layout title is
+// bounded at MaxDisplayNameLen. The name is one over the limit in each case, and
+// the message reads "<json path>: <field> name must be at most ...", pairing the
+// locatable path (like the other spec errors) with a human field label.
+func TestInvalidateDisplayNameTooLong(t *testing.T) {
+	tooLong := strings.Repeat("x", MaxDisplayNameLen+1)
+	lengthMsg := fmt.Sprintf("must be at most %d characters, got %d", MaxDisplayNameLen, MaxDisplayNameLen+1)
+
+	testCases := []struct {
+		scenario      string
+		dashboardJSON string
+		expectedPath  string
+		expectedLabel string
+	}{
+		{
+			scenario:      "dashboard display name",
+			dashboardJSON: `{"display": {"name": "` + tooLong + `"}, "layouts": []}`,
+			expectedLabel: "dashboard",
+			expectedPath:  "spec.display.name",
+		},
+		{
+			scenario:      "panel display name",
+			dashboardJSON: `{"panels": {"p1": {"kind": "Panel", "spec": {"display": {"name": "` + tooLong + `"}, "plugin": {"kind": "signoz/TablePanel", "spec": {}}, "queries": []}}}, "layouts": []}`,
+			expectedLabel: "panel",
+			expectedPath:  "spec.panels.p1.spec.display.name",
+		},
+		{
+			scenario:      "list variable display name",
+			dashboardJSON: `{"variables": [{"kind": "ListVariable", "spec": {"name": "svc", "display": {"name": "` + tooLong + `"}, "plugin": {"kind": "signoz/DynamicVariable", "spec": {"name": "service.name", "signal": "metrics"}}}}], "layouts": []}`,
+			expectedLabel: "variable",
+			expectedPath:  "spec.variables[0].spec.display.name",
+		},
+		{
+			scenario:      "text variable display name",
+			dashboardJSON: `{"variables": [{"kind": "TextVariable", "spec": {"name": "mytext", "value": "v", "display": {"name": "` + tooLong + `"}}}], "layouts": []}`,
+			expectedLabel: "variable",
+			expectedPath:  "spec.variables[0].spec.display.name",
+		},
+		{
+			scenario:      "layout title",
+			dashboardJSON: `{"layouts": [{"kind": "Grid", "spec": {"display": {"title": "` + tooLong + `"}, "items": []}}]}`,
+			expectedLabel: "layout",
+			expectedPath:  "spec.layouts[0].spec.display.title",
+		},
+	}
+
+	for _, testCase := range testCases {
+		t.Run(testCase.scenario, func(t *testing.T) {
+			_, err := unmarshalDashboard([]byte(testCase.dashboardJSON))
+			require.Error(t, err)
+			// Message is "<path>: <label> name must be at most N characters, got M".
+			want := testCase.expectedPath + ": " + testCase.expectedLabel + " name " + lengthMsg
+			assert.Equal(t, want, errors.AsJSON(err).Message)
+		})
+	}
+}
+
+// A display name at exactly the limit is accepted.
+func TestValidateDisplayNameAtMaxLength(t *testing.T) {
+	atLimit := strings.Repeat("x", MaxDisplayNameLen)
+	_, err := unmarshalDashboard([]byte(`{"display": {"name": "` + atLimit + `"}, "layouts": []}`))
+	assert.NoError(t, err)
+}

pkg/types/dashboardtypes/perses_replicas.go

@@ -5,6 +5,7 @@ import (
 	"maps"
 	"slices"
 	"strconv"
+	"unicode/utf8"
 
 	"github.com/SigNoz/signoz/pkg/errors"
 	qb "github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
@@ -15,11 +16,22 @@ import (
 	"github.com/swaggest/jsonschema-go"
 )
 
+// MaxDisplayNameLen bounds every human-readable display name — dashboard, panel,
+// and variable display names, plus the grid layout title.
+const MaxDisplayNameLen = 128
+
 type Display struct {
 	Name        string `json:"name" required:"true"`
 	Description string `json:"description,omitempty"`
 }
 
+func (d Display) Validate(label, path string) error {
+	if n := utf8.RuneCountInString(d.Name); n > MaxDisplayNameLen {
+		return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "%s: %s name must be at most %d characters, got %d", path, label, MaxDisplayNameLen, n)
+	}
+	return nil
+}
+
 // ══════════════════════════════════════════════
 // Datasource
 // ══════════════════════════════════════════════
@@ -188,19 +200,25 @@ func (VariableDefaultValue) PrepareJSONSchema(s *jsonschema.Schema) error {
 }
 
 // validate mirrors perses ListVariableSpec validation (plus the digits-only name
-// check perses only applies to text variables); run by decodeSpec on unmarshal.
-func (s *ListVariableSpec) validate() error {
-	if err := common.ValidateID(s.Name); err != nil {
+// check perses only applies to text variables). path is the JSON path to this
+// variable (e.g. "spec.variables[0]") and prefixes each message. Taking a param
+// keeps it out of decodeSpec's validate() hook, so errors surface from Validate()
+// with clean messages and also run for programmatically built specs (cloning).
+func (s *ListVariableSpec) validate(path string) error {
+	if err := s.Display.Validate("variable", path+".spec.display.name"); err != nil {
 		return err
 	}
+	if err := common.ValidateID(s.Name); err != nil {
+		return errors.WrapInvalidInputf(err, ErrCodeDashboardInvalidInput, "%s: %s", path, err.Error())
+	}
 	if _, err := strconv.Atoi(s.Name); err == nil {
-		return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "variable name cannot contain only digits")
+		return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "%s: variable name cannot contain only digits", path)
 	}
 	if s.CustomAllValue != "" && !s.AllowAllValue {
-		return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "customAllValue cannot be set if allowAllValue is not set to true")
+		return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "%s: customAllValue cannot be set if allowAllValue is not set to true", path)
 	}
 	if s.DefaultValue != nil && len(s.DefaultValue.SliceValues) > 0 && !s.AllowMultiple {
-		return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "defaultValue cannot be a list if allowMultiple is not set to true")
+		return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "%s: defaultValue cannot be a list if allowMultiple is not set to true", path)
 	}
 	return nil
 }
@@ -264,16 +282,21 @@ type TextVariableSpec struct {
 	Name     string  `json:"name" required:"true" minLength:"1"`
 }
 
-// validate mirrors perses TextVariableSpec validation; run by decodeSpec on unmarshal.
-func (s *TextVariableSpec) validate() error {
-	if err := common.ValidateID(s.Name); err != nil {
+// validate mirrors perses TextVariableSpec validation. path is the JSON path to
+// this variable (e.g. "spec.variables[0]") and prefixes each message. See
+// ListVariableSpec.validate for why it takes a param.
+func (s *TextVariableSpec) validate(path string) error {
+	if err := s.Display.Validate("variable", path+".spec.display.name"); err != nil {
 		return err
 	}
+	if err := common.ValidateID(s.Name); err != nil {
+		return errors.WrapInvalidInputf(err, ErrCodeDashboardInvalidInput, "%s: %s", path, err.Error())
+	}
 	if _, err := strconv.Atoi(s.Name); err == nil {
-		return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "variable name cannot contain only digits")
+		return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "%s: variable name cannot contain only digits", path)
 	}
 	if s.Value == "" && s.Constant {
-		return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "value for a constant text variable cannot be empty")
+		return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "%s: value for a constant text variable cannot be empty", path)
 	}
 	return nil
 }
@@ -322,6 +345,55 @@ func (l *Layout) UnmarshalJSON(data []byte) error {
 	return nil
 }
 
+const (
+	gridColumnCount       = 12
+	maxItemsPerGridLayout = 100
+)
+
+// validateGridLayoutGeometry checks a single grid layout's item geometry (size,
+// position, and intra-section overlap), which Perses does not. It reads only the
+// layout's own items; layoutIndex is supplied by the caller (validateLayouts)
+// solely to name the layout in error paths.
+func validateGridLayoutGeometry(spec *dashboard.GridLayoutSpec, layoutIndex int) error {
+	if len(spec.Items) > maxItemsPerGridLayout {
+		return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "spec.layouts[%d].spec.items: has %d items; maximum is %d", layoutIndex, len(spec.Items), maxItemsPerGridLayout)
+	}
+	for i, item := range spec.Items {
+		// The width/x bounds keep x+width small enough not to overflow.
+		switch {
+		case item.Width < 1:
+			return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "spec.layouts[%d].spec.items[%d]: width must be at least 1, got %d", layoutIndex, i, item.Width)
+		case item.Height < 1:
+			return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "spec.layouts[%d].spec.items[%d]: height must be at least 1, got %d", layoutIndex, i, item.Height)
+		case item.X < 0:
+			return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "spec.layouts[%d].spec.items[%d]: x must not be negative, got %d", layoutIndex, i, item.X)
+		case item.Y < 0:
+			return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "spec.layouts[%d].spec.items[%d]: y must not be negative, got %d", layoutIndex, i, item.Y)
+		case item.Width > gridColumnCount:
+			return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "spec.layouts[%d].spec.items[%d]: width (%d) exceeds grid width %d", layoutIndex, i, item.Width, gridColumnCount)
+		case item.X >= gridColumnCount:
+			return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "spec.layouts[%d].spec.items[%d]: x (%d) must be less than grid width %d", layoutIndex, i, item.X, gridColumnCount)
+		case item.X+item.Width > gridColumnCount:
+			return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "spec.layouts[%d].spec.items[%d]: x (%d) + width (%d) exceeds grid width %d", layoutIndex, i, item.X, item.Width, gridColumnCount)
+		}
+		// Could cap y/height but skipping for now: the grid grows vertically
+		// without limit (frontend autoSize), so "too big" has no natural bound.
+	}
+	// Two items overlap iff their rectangles intersect on both axes.
+	overlap := func(a, b dashboard.GridItem) bool {
+		return a.X < b.X+b.Width && b.X < a.X+a.Width &&
+			a.Y < b.Y+b.Height && b.Y < a.Y+a.Height
+	}
+	for i := 0; i < len(spec.Items); i++ {
+		for j := i + 1; j < len(spec.Items); j++ {
+			if overlap(spec.Items[i], spec.Items[j]) {
+				return errors.NewInvalidInputf(ErrCodeDashboardInvalidInput, "spec.layouts[%d].spec.items[%d] and items[%d] overlap", layoutIndex, i, j)
+			}
+		}
+	}
+	return nil
+}
+
 func (Layout) JSONSchemaOneOf() []any {
 	return []any{
 		LayoutEnvelope[dashboard.GridLayoutSpec]{Kind: string(dashboard.KindGridLayout)},

pkg/types/dashboardtypes/source.go

@@ -6,6 +6,7 @@ import (
 
 	"github.com/SigNoz/signoz/pkg/errors"
 	"github.com/SigNoz/signoz/pkg/valuer"
+	"github.com/swaggest/jsonschema-go"
 )
 
 type Source struct {
@@ -22,6 +23,23 @@ func (Source) Enum() []any {
 	return []any{SourceUser, SourceSystem, SourceIntegration}
 }
 
+// JSONSchema exposes Source as a string enum. Without this the reflector sees the
+// unexported valuer.String field and emits `type: object`. The enum values are
+// derived from Enum() so the list of sources lives in exactly one place.
+func (Source) JSONSchema() (jsonschema.Schema, error) {
+	sources := Source{}.Enum()
+	enum := make([]any, 0, len(sources))
+	for _, source := range sources {
+		enum = append(enum, source.(Source).StringValue())
+	}
+
+	schema := jsonschema.Schema{}
+	schema.WithType(jsonschema.String.Type())
+	schema.WithEnum(enum...)
+
+	return schema, nil
+}
+
 func (s Source) IsValid() bool {
 	return slices.ContainsFunc(s.Enum(), func(v any) bool { return v == s })
 }

tests/integration/tests/dashboard/03_v2_dashboard.py

@@ -173,6 +173,152 @@ def test_create_rejects_too_many_tags(
     assert response.json()["error"]["code"] == "dashboard_invalid_input"
 
 
+def test_create_rejects_long_display_name(
+    signoz: SigNoz,
+    create_user_admin: Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+):
+    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+
+    # Display names are bounded at 128 characters; one over must be rejected.
+    response = requests.post(
+        signoz.self.host_configs["8080"].get(BASE_URL),
+        json={
+            "schemaVersion": "v6",
+            "name": "long-display-name",
+            "spec": {"display": {"name": "x" * 129}},
+        },
+        headers={"Authorization": f"Bearer {token}"},
+        timeout=5,
+    )
+
+    assert response.status_code == HTTPStatus.BAD_REQUEST
+    assert response.json()["error"]["code"] == "dashboard_invalid_input"
+    assert (
+        "spec.display.name: dashboard name must be at most 128 characters"
+        in response.json()["error"]["message"]
+    )
+
+
+def test_create_rejects_invalid_grid_layout(
+    signoz: SigNoz,
+    create_user_admin: Operation,  # pylint: disable=unused-argument
+    get_token: Callable[[str, str], str],
+):
+    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+
+    def panel(name: str) -> dict:
+        return {
+            "kind": "Panel",
+            "spec": {
+                "display": {"name": name},
+                "plugin": {"kind": "signoz/TablePanel", "spec": {}},
+                "queries": [
+                    {
+                        "kind": "time_series",
+                        "spec": {
+                            "plugin": {
+                                "kind": "signoz/BuilderQuery",
+                                "spec": {
+                                    "name": "A",
+                                    "signal": "logs",
+                                    "aggregations": [{"expression": "count()"}],
+                                },
+                            }
+                        },
+                    }
+                ],
+            },
+        }
+
+    # Two grid items reference valid, distinct panels but share cells, so the
+    # overlap is the only violation.
+    response = requests.post(
+        signoz.self.host_configs["8080"].get(BASE_URL),
+        json={
+            "schemaVersion": "v6",
+            "name": "rejects-overlap",
+            "spec": {
+                "display": {"name": "Rejects Overlap"},
+                "panels": {"p1": panel("P1"), "p2": panel("P2")},
+                "layouts": [
+                    {
+                        "kind": "Grid",
+                        "spec": {
+                            "items": [
+                                {"x": 0, "y": 0, "width": 6, "height": 6, "content": {"$ref": "#/spec/panels/p1"}},
+                                {"x": 3, "y": 3, "width": 6, "height": 6, "content": {"$ref": "#/spec/panels/p2"}},
+                            ]
+                        },
+                    }
+                ],
+            },
+            "tags": [],
+        },
+        headers={"Authorization": f"Bearer {token}"},
+        timeout=5,
+    )
+    assert response.status_code == HTTPStatus.BAD_REQUEST
+    assert response.json()["error"]["code"] == "dashboard_invalid_input"
+    assert "overlap" in response.json()["error"]["message"]
+
+    # One panel placed by two grid items (side by side, so they clear the overlap
+    # check first). The frontend keys grid items by panel id, so this is rejected.
+    response = requests.post(
+        signoz.self.host_configs["8080"].get(BASE_URL),
+        json={
+            "schemaVersion": "v6",
+            "name": "rejects-multiref",
+            "spec": {
+                "display": {"name": "Rejects Multiref"},
+                "panels": {"p1": panel("P1")},
+                "layouts": [
+                    {
+                        "kind": "Grid",
+                        "spec": {
+                            "items": [
+                                {"x": 0, "y": 0, "width": 6, "height": 6, "content": {"$ref": "#/spec/panels/p1"}},
+                                {"x": 6, "y": 0, "width": 6, "height": 6, "content": {"$ref": "#/spec/panels/p1"}},
+                            ]
+                        },
+                    }
+                ],
+            },
+            "tags": [],
+        },
+        headers={"Authorization": f"Bearer {token}"},
+        timeout=5,
+    )
+    assert response.status_code == HTTPStatus.BAD_REQUEST
+    assert response.json()["error"]["code"] == "dashboard_invalid_input"
+    assert "already placed" in response.json()["error"]["message"]
+
+    # More grid items than allowed. The item-count check runs before the
+    # panel-ref check, so content-less items suffice here.
+    response = requests.post(
+        signoz.self.host_configs["8080"].get(BASE_URL),
+        json={
+            "schemaVersion": "v6",
+            "name": "rejects-too-many-items",
+            "spec": {
+                "display": {"name": "Rejects Too Many"},
+                "layouts": [
+                    {
+                        "kind": "Grid",
+                        "spec": {"items": [{"x": 0, "y": 0, "width": 1, "height": 1} for _ in range(101)]},
+                    }
+                ],
+            },
+            "tags": [],
+        },
+        headers={"Authorization": f"Bearer {token}"},
+        timeout=5,
+    )
+    assert response.status_code == HTTPStatus.BAD_REQUEST
+    assert response.json()["error"]["code"] == "dashboard_invalid_input"
+    assert "maximum" in response.json()["error"]["message"]
+
+
 @pytest.mark.parametrize(
     "params",
     [
@@ -447,6 +593,28 @@ def test_dashboard_v2_lifecycle(  # pylint: disable=too-many-locals,too-many-sta
         "Epsilon Metrics",
         "Zeta Overview",
     }
+    # top-level tags = org-wide distinct tag set, sorted case-insensitively
+    # by (key, value). Asserting the exact list (not a set) locks in the sort.
+    assert body["data"]["tags"] == [
+        {"key": "env", "value": "dev"},
+        {"key": "env", "value": "prod"},
+        {"key": "env", "value": "staging"},
+        {"key": "team", "value": "metrics"},
+        {"key": "team", "value": "pulse"},
+        {"key": "team", "value": "storage"},
+        {"key": "tier", "value": "critical"},
+    ]
+    # reserved keywords = the filterable column-level DSL keys, sorted
+    # alphabetically. Static (independent of the dashboards), so this is the
+    # full expected set.
+    assert body["data"]["reservedKeywords"] == [
+        "created_at",
+        "created_by",
+        "description",
+        "locked",
+        "name",
+        "updated_at",
+    ]
 
     # ── stage 4: filter DSL ──────────────────────────────────────────────────
     cases = [
@@ -747,7 +915,7 @@ def test_dashboard_v2_lifecycle(  # pylint: disable=too-many-locals,too-many-sta
         "Zeta Overview",
     }
 
-    # ── stage 11: clone keeps the display name but mints a new, retrievable one ─
+    # ── stage 11: clone suffixes the display name and mints a new, retrievable one ─
     response = requests.post(
         signoz.self.host_configs["8080"].get(f"{BASE_URL}/{ids['lc-alpha']}/clone"),
         headers={"Authorization": f"Bearer {token}"},
@@ -757,7 +925,7 @@ def test_dashboard_v2_lifecycle(  # pylint: disable=too-many-locals,too-many-sta
     clone = response.json()["data"]
     assert clone["id"] != ids["lc-alpha"]
     assert clone["name"] != "lc-alpha"  # internal name is regenerated
-    assert clone["spec"]["display"]["name"] == "Alpha Overview"  # display name preserved
+    assert clone["spec"]["display"]["name"] == "Alpha Overview - Copy"  # Copy suffix appended
     assert clone["source"] == "user"
     assert clone["locked"] is False
 

tests/integration/tests/dashboard/04_v2_dashboard_view.py

@@ -82,14 +82,14 @@ def test_create_rejects_name_too_long(
 
     response = requests.post(
         signoz.self.host_configs["8080"].get(BASE_URL),
-        json={"name": "x" * 33, "data": {"version": "v1"}},
+        json={"name": "x" * 65, "data": {"version": "v1"}},
         headers={"Authorization": f"Bearer {token}"},
         timeout=5,
     )
 
     assert response.status_code == HTTPStatus.BAD_REQUEST
     assert response.json()["error"]["code"] == "dashboard_view_invalid_input"
-    assert response.json()["error"]["message"] == "name must be at most 32 characters, got 33"
+    assert response.json()["error"]["message"] == "name must be at most 64 characters, got 65"
 
 
 def test_create_rejects_wrong_schema_version(