Merge branch 'main' into feat/span-details-vqa

Wire the `/substitute_vars` round-trip into the panel create-alert flow so
`$var` / dynamic variable references resolve to the values selected in the
variable bar before the alert is seeded — V1 parity with `useCreateAlerts`,
which the previous V2 path skipped (it shipped variable refs verbatim).

When the dashboard has resolved variables, `useCreateAlertFromPanel` builds a
V5 query-range request (panel queries + resolved variables) and POSTs it through
the generated `useReplaceVariables` hook; on success the substituted envelopes
are translated to the V1 `Query` the alert page reads. With no variables to
substitute the round-trip is a no-op, so we keep seeding synchronously and the
new tab stays tied to the click.

- persesQueryAdapters: extract `envelopesToQuery` from `fromPerses` (the
  substitute response hands back envelopes, not panel-query wrappers)
- buildCreateAlertUrl: export `buildAlertUrl` + `readPanelUnit` so the sync and
  substituted paths share URL assembly

docs/api/openapi.yml

@@ -3571,7 +3571,7 @@ 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/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/components/cmdKPalette/cmdKPalette.scss

@@ -1,12 +1,12 @@
 /* Overlay stays below content */
 [data-slot='dialog-overlay'] {
-	z-index: 50;
+	z-index: 1000 !important;
 }
 
 /* Dialog content always above overlay */
 [data-slot='dialog-content'] {
 	position: fixed;
-	z-index: 60;
+	z-index: 1001 !important;
 	background: var(--l1-background);
 	color: var(--l1-foreground);
 

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/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/src/periscope/components/DataViewer/DataViewer.styles.scss

@@ -12,16 +12,6 @@
 		padding-bottom: 8px;
 	}
 
-	&__mode-select {
-		min-width: 90px;
-	}
-
-	// Dropdown content is rendered in a portal; bump above FloatingPanel
-	// (z-index 999) so it stays visible when the consumer panel is floating.
-	&__mode-dropdown {
-		--dropdown-menu-content-z-index: 1000;
-	}
-
 	&__copy-btn {
 		display: flex;
 		align-items: center;
@@ -45,8 +35,7 @@
 		display: flex;
 		flex-direction: column;
 		border: 1px solid var(--l2-border);
-		border-radius: 4px;
-		padding: 8px;
+		border-top: 0px;
 		min-height: 0;
 	}
 }

frontend/src/periscope/components/DataViewer/DataViewer.tsx

@@ -1,23 +1,24 @@
 import { useMemo, useState } from 'react';
 import { useCopyToClipboard } from 'react-use';
-import { ChevronDown, Copy } from '@signozhq/icons';
-import { Button } from '@signozhq/ui/button';
-import { DropdownMenuSimple as Dropdown } from '@signozhq/ui/dropdown-menu';
+import { Copy } from '@signozhq/icons';
 import { toast } from '@signozhq/ui/sonner';
+import { ToggleGroupSimple } from '@signozhq/ui/toggle-group';
 import logEvent from 'api/common/logEvent';
 import { JsonView } from 'periscope/components/JsonView';
-import { PrettyView } from 'periscope/components/PrettyView';
-import { PrettyViewProps } from 'periscope/components/PrettyView';
+import { PrettyView, PrettyViewProps } from 'periscope/components/PrettyView';
 
 import './DataViewer.styles.scss';
 
-type ViewMode = 'pretty' | 'json';
+enum ViewMode {
+	Pretty = 'pretty',
+	Json = 'json',
+}
 
 const VIEW_MODE_CHANGED_EVENT = 'Data Viewer: View mode changed';
 
 const VIEW_MODE_OPTIONS: { label: string; value: ViewMode }[] = [
-	{ label: 'Pretty', value: 'pretty' },
-	{ label: 'JSON', value: 'json' },
+	{ label: 'Pretty', value: ViewMode.Pretty },
+	{ label: 'JSON', value: ViewMode.Json },
 ];
 
 export interface DataViewerProps {
@@ -32,13 +33,18 @@ function DataViewer({
 	drawerKey = 'default',
 	prettyViewProps,
 }: DataViewerProps): JSX.Element {
-	const [viewMode, setViewMode] = useState<ViewMode>('pretty');
+	const [viewMode, setViewMode] = useState<ViewMode>(ViewMode.Pretty);
 	const [, setCopy] = useCopyToClipboard();
 
 	const jsonString = useMemo(() => JSON.stringify(data, null, 2), [data]);
 
 	const handleViewModeChange = (value: string): void => {
 		const next = value as ViewMode;
+		// A single-select toggle can emit '' when the active item is toggled off;
+		// ignore it so one mode is always selected.
+		if (next !== ViewMode.Pretty && next !== ViewMode.Json) {
+			return;
+		}
 		setViewMode(next);
 		try {
 			logEvent(VIEW_MODE_CHANGED_EVENT, {
@@ -59,41 +65,17 @@ function DataViewer({
 		});
 	};
 
-	const currentLabel =
-		VIEW_MODE_OPTIONS.find((opt) => opt.value === viewMode)?.label ?? 'Pretty';
-
 	return (
 		<div className="data-viewer">
 			<div className="data-viewer__toolbar">
-				<Dropdown
-					align="start"
-					className="data-viewer__mode-dropdown"
-					menu={{
-						items: [
-							{
-								type: 'radio-group',
-								value: viewMode,
-								onChange: handleViewModeChange,
-								children: VIEW_MODE_OPTIONS.map((opt) => ({
-									type: 'radio',
-									key: opt.value,
-									value: opt.value,
-									label: opt.label,
-								})),
-							},
-						],
-					}}
-				>
-					<Button
-						variant="outlined"
-						size="sm"
-						color="secondary"
-						className="data-viewer__mode-select"
-						suffix={<ChevronDown size={12} />}
-					>
-						{currentLabel}
-					</Button>
-				</Dropdown>
+				<ToggleGroupSimple
+					type="single"
+					size="sm"
+					value={viewMode}
+					onChange={handleViewModeChange}
+					items={VIEW_MODE_OPTIONS}
+					testId="data-viewer-view-mode"
+				/>
 				<button
 					type="button"
 					className="data-viewer__copy-btn"
@@ -105,10 +87,10 @@ function DataViewer({
 			</div>
 
 			<div className="data-viewer__content">
-				{viewMode === 'pretty' && (
+				{viewMode === ViewMode.Pretty && (
 					<PrettyView data={data} drawerKey={drawerKey} {...prettyViewProps} />
 				)}
-				{viewMode === 'json' && <JsonView data={jsonString} />}
+				{viewMode === ViewMode.Json && <JsonView data={jsonString} />}
 			</div>
 		</div>
 	);

frontend/src/periscope/components/JsonView/JsonView.tsx

@@ -23,6 +23,9 @@ const editorOptions: EditorProps['options'] = {
 	lineHeight: 18,
 	colorDecorators: true,
 	scrollBeyondLastLine: false,
+	// Disabled: the transparent editor background leaves the sticky-scroll widget
+	// without an opaque backing, so scrolling lines bleed through and overlap it.
+	stickyScroll: { enabled: false },
 	scrollbar: {
 		vertical: 'hidden',
 		horizontal: 'hidden',
@@ -63,7 +66,7 @@ function JsonView({ data, height = '575px' }: JsonViewProps): JSX.Element {
 				value={data}
 				language="json"
 				options={{ ...editorOptions, wordWrap: isWrapWord ? 'on' : 'off' }}
-				onChange={(): void => {}}
+				onChange={(): void => { }}
 				height={height}
 				theme={isDarkMode ? 'signoz-dark' : 'light'}
 				beforeMount={setEditorTheme}

frontend/src/periscope/components/PrettyView/PrettyView.styles.scss

@@ -12,8 +12,10 @@
 
 	&__search-input {
 		width: 100%;
-		border: 1px solid var(--l2-border) !important;
-		border-radius: 4px;
+		border: 0 !important;
+		border-top: 1px solid var(--l2-border) !important;
+		border-bottom: 1px solid var(--l2-border) !important;
+		border-radius: 0 !important;
 		font-family: 'SF Mono', 'Geist Mono', 'Fira Code', monospace !important;
 		font-size: 12px !important;
 		line-height: 18px !important;
@@ -22,6 +24,7 @@
 		box-shadow: none !important;
 
 		&:focus {
+			border: 1px solid var(--l2-border) !important;
 			border-color: var(--primary) !important;
 			outline: none !important;
 			box-shadow: none !important;
@@ -47,6 +50,9 @@
 	> ul,
 	&__pinned > ul {
 		padding-left: 0 !important;
+		// Clip the hover bleed to the panel width. `clip` (not `hidden`) does
+		// not create a scroll container, so the sticky search stays working.
+		overflow-x: clip;
 	}
 
 	// Force font on all tree elements
@@ -71,45 +77,87 @@
 		margin-right: 16px;
 	}
 
-	// Leaf node row — hover highlights only this row
+	// Leaf node row — full-width hover highlight
 	&__row {
-		border-radius: 2px;
 		display: flex !important;
 		align-items: baseline;
+		position: relative;
+		isolation: isolate; // own stacking context so ::before sits behind content, not the panel bg
 
-		&:hover {
-			background-color: var(--l3-background);
+		// Keep actions visible on hover, or while this row's menu is open
+		&:hover .pretty-view__actions,
+		&:has(> span [data-state='open']) .pretty-view__actions {
+			opacity: 1;
+		}
 
-			.pretty-view__actions {
-				opacity: 1;
-			}
+		// Edge-to-edge highlight, bled past indentation, clipped by `> ul`.
+		// Persists while this row's ... menu is open (the trigger stays in the
+		// row and carries data-state=open, even though the menu is portaled out).
+		&:hover::before,
+		&:has(> span [data-state='open'])::before {
+			content: '';
+			position: absolute;
+			inset: 0 -9999px;
+			background: var(--l3-background);
+			z-index: -1;
 		}
 
 		// Push actions to the right edge
 		> span {
 			flex: 1;
 		}
+
+		// Brighten the value text from its default grey to foreground-hover
+		// while the row is active (hover, or its ... menu open). !important
+		// overrides react-json-tree's per-type inline color on the value span.
+		&:hover > span,
+		&:has(> span [data-state='open']) > span {
+			color: var(--l1-foreground-hover) !important;
+		}
 	}
 
-	// Nested node (object/array) — hover only on the label line, not children
+	// Nested node (object/array) — full-width hover on the header line only
 	&__nested-row {
+		position: relative;
+		isolation: isolate;
+
 		> label,
 		> span:not(ul span) {
-			border-radius: 2px;
 			padding: 1px 2px;
 			display: inline !important; // keep item string inline with label
 		}
 
-		// Highlight label + item string on hover, show actions
-		&:hover > label,
-		&:hover > label + span {
-			background-color: var(--l3-background);
+		// Edge-to-edge highlight, capped to the header line so it doesn't
+		// cover the children this <li> contains. Persists while this row's own
+		// menu is open — `> span` scopes it so a child row's open menu (nested
+		// in `> ul`) doesn't light up this parent.
+		&:hover::before,
+		&:has(> span [data-state='open'])::before {
+			content: '';
+			position: absolute;
+			top: 0;
+			height: 20px; // 18px line-height + 2px top padding
+			left: -9999px;
+			right: -9999px;
+			background: var(--l3-background);
+			z-index: -1;
 		}
 
-		&:hover > label + span .pretty-view__actions {
+		&:hover > label + span .pretty-view__actions,
+		&:has(> span [data-state='open']) > label + span .pretty-view__actions {
 			opacity: 1;
 		}
 
+		// Push the ... to the right edge of the row instead of hugging the key.
+		// Absolute (not flex) so the arrow/label/children layout stays intact;
+		// the row <li> is position: relative (react-json-tree sets it inline).
+		.pretty-view__actions {
+			position: absolute;
+			top: 2px; // align with the header line (li padding-top)
+			right: 0;
+			height: 18px; // line-height — centers the icon (span is align-items: center)
+		}
+
 		// In nested rows, value-row should not take full width
 		.pretty-view__value-row {
 			width: auto;
@@ -172,6 +220,7 @@
 		display: inline-flex;
 		align-items: baseline;
 		gap: 6px;
+		padding-left: 6px !important;
 	}
 
 	&__pinned-icon {

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/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/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 })
 }