fix: added fix for legend test

* feat: adding tests for cloudintegration api

* refactor: updating method

* ci: updated logs

* ci: fmt fixes

* refactor: removing unused vars

* refactor: updating test assertion

* refactor: worked on review comments

* fix: fixing tests

* refactor: using yield

* refactor: fixing lint issues

* refactor: cleaning tests

* refactor: review comments

* refactor: removing unused imports

* refactor: updating fixture name

---------

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

.devenv/docker/signoz-otel-collector/compose.yaml

@@ -4,7 +4,6 @@ services:
     container_name: signoz-otel-collector-dev
     command:
       - --config=/etc/otel-collector-config.yaml
-      - --feature-gates=-pkg.translator.prometheus.NormalizeName
     volumes:
       - ./otel-collector-config.yaml:/etc/otel-collector-config.yaml
     environment:

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

@@ -214,7 +214,6 @@ services:
       - --config=/etc/otel-collector-config.yaml
       - --manager-config=/etc/manager-config.yaml
       - --copy-path=/var/tmp/collector-config.yaml
-      - --feature-gates=-pkg.translator.prometheus.NormalizeName
     volumes:
       - ./otel-collector-config.yaml:/etc/otel-collector-config.yaml
       - ../common/signoz/otel-collector-opamp-config.yaml:/etc/manager-config.yaml

deploy/docker-swarm/docker-compose.yaml

@@ -155,7 +155,6 @@ services:
       - --config=/etc/otel-collector-config.yaml
       - --manager-config=/etc/manager-config.yaml
       - --copy-path=/var/tmp/collector-config.yaml
-      - --feature-gates=-pkg.translator.prometheus.NormalizeName
     configs:
       - source: otel-collector-config
         target: /etc/otel-collector-config.yaml

deploy/docker/docker-compose.ha.yaml

@@ -219,7 +219,6 @@ services:
       - --config=/etc/otel-collector-config.yaml
       - --manager-config=/etc/manager-config.yaml
       - --copy-path=/var/tmp/collector-config.yaml
-      - --feature-gates=-pkg.translator.prometheus.NormalizeName
     volumes:
       - ./otel-collector-config.yaml:/etc/otel-collector-config.yaml
       - ../common/signoz/otel-collector-opamp-config.yaml:/etc/manager-config.yaml

deploy/docker/docker-compose.yaml

@@ -150,7 +150,6 @@ services:
       - --config=/etc/otel-collector-config.yaml
       - --manager-config=/etc/manager-config.yaml
       - --copy-path=/var/tmp/collector-config.yaml
-      - --feature-gates=-pkg.translator.prometheus.NormalizeName
     volumes:
       - ./otel-collector-config.yaml:/etc/otel-collector-config.yaml
       - ../common/signoz/otel-collector-opamp-config.yaml:/etc/manager-config.yaml

frontend/src/container/ApiMonitoring/Explorer/Domains/DomainList.tsx

@@ -1,7 +1,7 @@
 import { useCallback, useEffect, useMemo, useState } from 'react';
 import { useSelector } from 'react-redux';
 import { LoadingOutlined } from '@ant-design/icons';
-import { Spin, Table, Typography } from 'antd';
+import { Spin, Table } from 'antd';
 import logEvent from 'api/common/logEvent';
 import cx from 'classnames';
 import QuerySearch from 'components/QueryBuilderV2/QueryV2/QuerySearch/QuerySearch';
@@ -14,11 +14,13 @@ import { useQueryOperations } from 'hooks/queryBuilder/useQueryBuilderOperations
 import { useShareBuilderUrl } from 'hooks/queryBuilder/useShareBuilderUrl';
 import { useListOverview } from 'hooks/thirdPartyApis/useListOverview';
 import { get } from 'lodash-es';
+import { MoveUpRight } from 'lucide-react';
 import { AppState } from 'store/reducers';
 import { BaseAutocompleteData } from 'types/api/queryBuilder/queryAutocompleteResponse';
 import { HandleChangeQueryDataV5 } from 'types/common/operations.types';
 import { DataSource } from 'types/common/queryBuilder';
 import { GlobalReducer } from 'types/reducer/globalTime';
+import DOCLINKS from 'utils/docLinks';
 
 import { ApiMonitoringHardcodedAttributeKeys } from '../../constants';
 import { DEFAULT_PARAMS, useApiMonitoringParams } from '../../queryParams';
@@ -125,51 +127,67 @@ function DomainList(): JSX.Element {
 					hardcodedAttributeKeys={ApiMonitoringHardcodedAttributeKeys}
 				/>
 			</div>
-			<Table
-				className={cx('api-monitoring-domain-list-table')}
-				dataSource={isFetching || isLoading ? [] : formattedDataForTable}
-				columns={columnsConfig}
-				loading={{
-					spinning: isFetching || isLoading,
-					indicator: <Spin indicator={<LoadingOutlined size={14} spin />} />,
-				}}
-				locale={{
-					emptyText:
-						isFetching || isLoading ? null : (
-							<div className="no-filtered-domains-message-container">
-								<div className="no-filtered-domains-message-content">
-									<img
-										src="/Icons/emptyState.svg"
-										alt="thinking-emoji"
-										className="empty-state-svg"
-									/>
+			{!isFetching && !isLoading && formattedDataForTable.length === 0 && (
+				<div className="no-filtered-domains-message-container">
+					<div className="no-filtered-domains-message-content">
+						<img
+							src="/Icons/emptyState.svg"
+							alt="thinking-emoji"
+							className="empty-state-svg"
+						/>
 
-									<Typography.Text className="no-filtered-domains-message">
-										This query had no results. Edit your query and try again!
-									</Typography.Text>
-								</div>
+						<div className="no-filtered-domains-message">
+							<div className="no-domain-title">
+								No External API calls detected with applied filters.
 							</div>
-						),
-				}}
-				scroll={{ x: true }}
-				tableLayout="fixed"
-				onRow={(record, index): { onClick: () => void; className: string } => ({
-					onClick: (): void => {
-						if (index !== undefined) {
-							const dataIndex = formattedDataForTable.findIndex(
-								(item) => item.key === record.key,
-							);
-							setSelectedDomainIndex(dataIndex);
-							setParams({ selectedDomain: record.domainName });
-							logEvent('API Monitoring: Domain name row clicked', {});
-						}
-					},
-					className: 'expanded-clickable-row',
-				})}
-				rowClassName={(_, index): string =>
-					index % 2 === 0 ? 'table-row-dark' : 'table-row-light'
-				}
-			/>
+							<div className="no-domain-subtitle">
+								Ensure all HTTP client spans are being sent with kind as{' '}
+								<span className="attribute">Client</span> and url set in{' '}
+								<span className="attribute">url.full</span> or{' '}
+								<span className="attribute">http.url</span> attribute.
+							</div>
+							<a
+								href={DOCLINKS.EXTERNAL_API_MONITORING}
+								target="_blank"
+								rel="noreferrer"
+								className="external-api-doc-link"
+							>
+								Learn how External API monitoring works in SigNoz{' '}
+								<MoveUpRight size={14} />
+							</a>
+						</div>
+					</div>
+				</div>
+			)}
+			{(isFetching || isLoading || formattedDataForTable.length > 0) && (
+				<Table
+					className="api-monitoring-domain-list-table"
+					dataSource={isFetching || isLoading ? [] : formattedDataForTable}
+					columns={columnsConfig}
+					loading={{
+						spinning: isFetching || isLoading,
+						indicator: <Spin indicator={<LoadingOutlined size={14} spin />} />,
+					}}
+					scroll={{ x: true }}
+					tableLayout="fixed"
+					onRow={(record, index): { onClick: () => void; className: string } => ({
+						onClick: (): void => {
+							if (index !== undefined) {
+								const dataIndex = formattedDataForTable.findIndex(
+									(item) => item.key === record.key,
+								);
+								setSelectedDomainIndex(dataIndex);
+								setParams({ selectedDomain: record.domainName });
+								logEvent('API Monitoring: Domain name row clicked', {});
+							}
+						},
+						className: 'expanded-clickable-row',
+					})}
+					rowClassName={(_, index): string =>
+						index % 2 === 0 ? 'table-row-dark' : 'table-row-light'
+					}
+				/>
+			)}
 			{selectedDomainIndex !== -1 && (
 				<DomainDetails
 					domainData={formattedDataForTable[selectedDomainIndex]}

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

@@ -180,10 +180,59 @@
 
 	.no-filtered-domains-message {
 		margin-top: 8px;
+		display: flex;
+		gap: 8px;
+		flex-direction: column;
+
+		.no-domain-title {
+			color: var(--bg-vanilla-100, #fff);
+			font-family: Inter;
+			font-size: 14px;
+			font-style: normal;
+			font-weight: 500;
+			line-height: 20px; /* 142.857% */
+		}
+
+		.no-domain-subtitle {
+			color: var(--bg-vanilla-400, #c0c1c3);
+			font-family: Inter;
+			font-size: 14px;
+			font-style: normal;
+			font-weight: 400;
+			line-height: 20px; /* 142.857% */
+
+			.attribute {
+				font-family: 'Space Mono';
+			}
+		}
+
+		.external-api-doc-link {
+			display: flex;
+			flex-direction: row;
+			gap: 4px;
+			align-items: center;
+		}
 	}
 }
 
 .lightMode {
+	.no-filtered-domains-message-container {
+		.no-filtered-domains-message-content {
+			.no-filtered-domains-message {
+				.no-domain-title {
+					color: var(--text-ink-500);
+				}
+
+				.no-domain-subtitle {
+					color: var(--text-ink-400);
+
+					.attribute {
+						font-family: 'Space Mono';
+					}
+				}
+			}
+		}
+	}
 	.api-monitoring-domain-list-table {
 		.ant-table {
 			.ant-table-thead > tr > th {

frontend/src/container/DashboardContainer/visualization/panels/utils/__tests__/legendVisibilityUtils.test.ts

@@ -0,0 +1,168 @@
+import { LOCALSTORAGE } from 'constants/localStorage';
+
+import type { GraphVisibilityState } from '../../types';
+import {
+	getStoredSeriesVisibility,
+	updateSeriesVisibilityToLocalStorage,
+} from '../legendVisibilityUtils';
+
+describe('legendVisibilityUtils', () => {
+	const storageKey = LOCALSTORAGE.GRAPH_VISIBILITY_STATES;
+
+	beforeEach(() => {
+		localStorage.clear();
+		jest.spyOn(window.localStorage.__proto__, 'getItem');
+		jest.spyOn(window.localStorage.__proto__, 'setItem');
+	});
+
+	afterEach(() => {
+		jest.restoreAllMocks();
+		localStorage.clear();
+	});
+
+	describe('getStoredSeriesVisibility', () => {
+		it('returns null when there is no stored visibility state', () => {
+			const result = getStoredSeriesVisibility('widget-1');
+
+			expect(result).toBeNull();
+			expect(localStorage.getItem).toHaveBeenCalledWith(storageKey);
+		});
+
+		it('returns null when widget has no stored dataIndex', () => {
+			const stored: GraphVisibilityState[] = [
+				{
+					name: 'widget-1',
+					dataIndex: [],
+				},
+			];
+
+			localStorage.setItem(storageKey, JSON.stringify(stored));
+
+			const result = getStoredSeriesVisibility('widget-1');
+
+			expect(result).toBeNull();
+		});
+
+		it('returns a Map of label to visibility when widget state exists', () => {
+			const stored: GraphVisibilityState[] = [
+				{
+					name: 'widget-1',
+					dataIndex: [
+						{ label: 'CPU', show: true },
+						{ label: 'Memory', show: false },
+					],
+				},
+				{
+					name: 'widget-2',
+					dataIndex: [{ label: 'Errors', show: true }],
+				},
+			];
+
+			localStorage.setItem(storageKey, JSON.stringify(stored));
+
+			const result = getStoredSeriesVisibility('widget-1');
+
+			expect(result).not.toBeNull();
+			expect(result instanceof Map).toBe(true);
+			expect(result?.get('CPU')).toBe(true);
+			expect(result?.get('Memory')).toBe(false);
+			expect(result?.get('Errors')).toBeUndefined();
+		});
+
+		it('returns null on malformed JSON in localStorage', () => {
+			localStorage.setItem(storageKey, '{invalid-json');
+
+			const result = getStoredSeriesVisibility('widget-1');
+
+			expect(result).toBeNull();
+		});
+
+		it('returns null when widget id is not found', () => {
+			const stored: GraphVisibilityState[] = [
+				{
+					name: 'another-widget',
+					dataIndex: [{ label: 'CPU', show: true }],
+				},
+			];
+
+			localStorage.setItem(storageKey, JSON.stringify(stored));
+
+			const result = getStoredSeriesVisibility('widget-1');
+
+			expect(result).toBeNull();
+		});
+	});
+
+	describe('updateSeriesVisibilityToLocalStorage', () => {
+		it('creates new visibility state when none exists', () => {
+			const seriesVisibility = [
+				{ label: 'CPU', show: true },
+				{ label: 'Memory', show: false },
+			];
+
+			updateSeriesVisibilityToLocalStorage('widget-1', seriesVisibility);
+
+			const stored = getStoredSeriesVisibility('widget-1');
+
+			expect(stored).not.toBeNull();
+			expect(stored!.get('CPU')).toBe(true);
+			expect(stored!.get('Memory')).toBe(false);
+		});
+
+		it('adds a new widget entry when other widgets already exist', () => {
+			const existing: GraphVisibilityState[] = [
+				{
+					name: 'widget-existing',
+					dataIndex: [{ label: 'Errors', show: true }],
+				},
+			];
+			localStorage.setItem(storageKey, JSON.stringify(existing));
+
+			const newVisibility = [{ label: 'CPU', show: false }];
+
+			updateSeriesVisibilityToLocalStorage('widget-new', newVisibility);
+
+			const stored = getStoredSeriesVisibility('widget-new');
+
+			expect(stored).not.toBeNull();
+			expect(stored!.get('CPU')).toBe(false);
+		});
+
+		it('updates existing widget visibility when entry already exists', () => {
+			const initialVisibility: GraphVisibilityState[] = [
+				{
+					name: 'widget-1',
+					dataIndex: [
+						{ label: 'CPU', show: true },
+						{ label: 'Memory', show: true },
+					],
+				},
+			];
+
+			localStorage.setItem(storageKey, JSON.stringify(initialVisibility));
+
+			const updatedVisibility = [
+				{ label: 'CPU', show: false },
+				{ label: 'Memory', show: true },
+			];
+
+			updateSeriesVisibilityToLocalStorage('widget-1', updatedVisibility);
+
+			const stored = getStoredSeriesVisibility('widget-1');
+
+			expect(stored).not.toBeNull();
+			expect(stored!.get('CPU')).toBe(false);
+			expect(stored!.get('Memory')).toBe(true);
+		});
+
+		it('silently handles malformed existing JSON without throwing', () => {
+			localStorage.setItem(storageKey, '{invalid-json');
+
+			expect(() =>
+				updateSeriesVisibilityToLocalStorage('widget-1', [
+					{ label: 'CPU', show: true },
+				]),
+			).not.toThrow();
+		});
+	});
+});

frontend/src/container/LogDetailedView/TableView/TableViewActions.styles.scss

@@ -35,10 +35,10 @@
 		box-shadow: 4px 10px 16px 2px rgba(0, 0, 0, 0.2);
 		backdrop-filter: blur(20px);
 		padding: 0px;
-		.group-by-clause {
+		.more-filter-actions {
 			display: flex;
 			align-items: center;
-			gap: 4px;
+			gap: 8px;
 			color: var(--bg-vanilla-400);
 			font-family: Inter;
 			font-size: 14px;
@@ -53,7 +53,7 @@
 			}
 		}
 
-		.group-by-clause:hover {
+		.more-filter-actions:hover {
 			background-color: unset !important;
 		}
 	}
@@ -65,7 +65,7 @@
 			border: 1px solid var(--bg-vanilla-400);
 			background: var(--bg-vanilla-100) !important;
 
-			.group-by-clause {
+			.more-filter-actions {
 				color: var(--bg-ink-400);
 			}
 		}

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

@@ -1,4 +1,5 @@
 /* eslint-disable sonarjs/no-duplicate-string */
+/* eslint-disable sonarjs/cognitive-complexity */
 import React, { useCallback, useMemo, useState } from 'react';
 import { useLocation } from 'react-router-dom';
 import { Color } from '@signozhq/design-tokens';
@@ -16,7 +17,12 @@ import { MetricsType } from 'container/MetricsApplication/constant';
 import { useGetSearchQueryParam } from 'hooks/queryBuilder/useGetSearchQueryParam';
 import { useQueryBuilder } from 'hooks/queryBuilder/useQueryBuilder';
 import { ICurrentQueryData } from 'hooks/useHandleExplorerTabChange';
-import { ArrowDownToDot, ArrowUpFromDot, Ellipsis } from 'lucide-react';
+import {
+	ArrowDownToDot,
+	ArrowUpFromDot,
+	Ellipsis,
+	RefreshCw,
+} from 'lucide-react';
 import { ExplorerViews } from 'pages/LogsExplorer/utils';
 import { useTimezone } from 'providers/Timezone';
 import {
@@ -205,6 +211,70 @@ export default function TableViewActions(
 		viewName,
 	]);
 
+	const handleReplaceFilter = useCallback((): void => {
+		if (!stagedQuery) {
+			return;
+		}
+		const normalizedDataType: DataTypes | undefined =
+			dataType && Object.values(DataTypes).includes(dataType as DataTypes)
+				? (dataType as DataTypes)
+				: undefined;
+
+		const updatedQuery = updateQueriesData(
+			stagedQuery,
+			'queryData',
+			(item, index) => {
+				// Only replace filters for index 0
+				if (index === 0) {
+					const newFilterItem: BaseAutocompleteData = {
+						key: fieldFilterKey,
+						type: fieldType || '',
+						dataType: normalizedDataType,
+					};
+
+					// Create new filter items array with single IN filter
+					const newFilters = {
+						items: [
+							{
+								id: '',
+								key: newFilterItem,
+								op: OPERATORS.IN,
+								value: [parseFieldValue(fieldData.value)],
+							},
+						],
+						op: 'AND',
+					};
+
+					// Clear the expression and update filters
+					return {
+						...item,
+						filters: newFilters,
+						filter: { expression: '' },
+					};
+				}
+
+				return item;
+			},
+		);
+
+		const queryData: ICurrentQueryData = {
+			name: viewName,
+			id: updatedQuery.id,
+			query: updatedQuery,
+		};
+
+		handleChangeSelectedView?.(ExplorerViews.LIST, queryData);
+	}, [
+		stagedQuery,
+		updateQueriesData,
+		fieldFilterKey,
+		fieldType,
+		dataType,
+		fieldData,
+		handleChangeSelectedView,
+		viewName,
+	]);
+
 	// Memoize textToCopy computation
 	const textToCopy = useMemo(() => {
 		let text = fieldData.value;
@@ -327,13 +397,21 @@ export default function TableViewActions(
 								content={
 									<div>
 										<Button
-											className="group-by-clause"
+											className="more-filter-actions"
 											type="text"
 											icon={<GroupByIcon />}
 											onClick={handleGroupByAttribute}
 										>
 											Group By Attribute
 										</Button>
+										<Button
+											className="more-filter-actions"
+											type="text"
+											icon={<RefreshCw size={14} />}
+											onClick={handleReplaceFilter}
+										>
+											Replace filters with this value
+										</Button>
 									</div>
 								}
 								rootClassName="table-view-actions-content"
@@ -405,13 +483,21 @@ export default function TableViewActions(
 							content={
 								<div>
 									<Button
-										className="group-by-clause"
+										className="more-filter-actions"
 										type="text"
 										icon={<GroupByIcon />}
 										onClick={handleGroupByAttribute}
 									>
 										Group By Attribute
 									</Button>
+									<Button
+										className="more-filter-actions"
+										type="text"
+										icon={<RefreshCw size={14} />}
+										onClick={handleReplaceFilter}
+									>
+										Replace filters with this value
+									</Button>
 								</div>
 							}
 							rootClassName="table-view-actions-content"

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

@@ -5,8 +5,8 @@ import cx from 'classnames';
 import { LegendItem } from 'lib/uPlotV2/config/types';
 import useLegendsSync from 'lib/uPlotV2/hooks/useLegendsSync';
 
+import { useLegendActions } from '../../hooks/useLegendActions';
 import { LegendPosition, LegendProps } from '../types';
-import { useLegendActions } from './useLegendActions';
 
 import './Legend.styles.scss';
 
@@ -106,6 +106,7 @@ export default function Legend({
 						placeholder="Search..."
 						value={legendSearchQuery}
 						onChange={(e): void => setLegendSearchQuery(e.target.value)}
+						data-testid="legend-search-input"
 						className="legend-search-input"
 					/>
 				</div>

frontend/src/lib/uPlotV2/components/__tests__/Legend.test.tsx

@@ -0,0 +1,213 @@
+import React from 'react';
+import { render, RenderResult, screen } from '@testing-library/react';
+import userEvent from '@testing-library/user-event';
+import { LegendItem } from 'lib/uPlotV2/config/types';
+import useLegendsSync from 'lib/uPlotV2/hooks/useLegendsSync';
+
+import { useLegendActions } from '../../hooks/useLegendActions';
+import Legend from '../Legend/Legend';
+import { LegendPosition } from '../types';
+
+jest.mock('react-virtuoso', () => ({
+	VirtuosoGrid: ({
+		data,
+		itemContent,
+		className,
+	}: {
+		data: LegendItem[];
+		itemContent: (index: number, item: LegendItem) => React.ReactNode;
+		className?: string;
+	}): JSX.Element => (
+		<div data-testid="virtuoso-grid" className={className}>
+			{data.map((item, index) => (
+				<div key={item.seriesIndex ?? index} data-testid="legend-item-wrapper">
+					{itemContent(index, item)}
+				</div>
+			))}
+		</div>
+	),
+}));
+
+jest.mock('lib/uPlotV2/hooks/useLegendsSync');
+jest.mock('lib/uPlotV2/hooks/useLegendActions');
+
+const mockUseLegendsSync = useLegendsSync as jest.MockedFunction<
+	typeof useLegendsSync
+>;
+const mockUseLegendActions = useLegendActions as jest.MockedFunction<
+	typeof useLegendActions
+>;
+
+describe('Legend', () => {
+	const baseLegendItemsMap = {
+		0: {
+			seriesIndex: 0,
+			label: 'A',
+			show: true,
+			color: '#ff0000',
+		},
+		1: {
+			seriesIndex: 1,
+			label: 'B',
+			show: false,
+			color: '#00ff00',
+		},
+		2: {
+			seriesIndex: 2,
+			label: 'C',
+			show: true,
+			color: '#0000ff',
+		},
+	};
+
+	let onLegendClick: jest.Mock;
+	let onLegendMouseMove: jest.Mock;
+	let onLegendMouseLeave: jest.Mock;
+	let onFocusSeries: jest.Mock;
+
+	beforeEach(() => {
+		onLegendClick = jest.fn();
+		onLegendMouseMove = jest.fn();
+		onLegendMouseLeave = jest.fn();
+		onFocusSeries = jest.fn();
+
+		mockUseLegendsSync.mockReturnValue({
+			legendItemsMap: baseLegendItemsMap,
+			focusedSeriesIndex: 1,
+			setFocusedSeriesIndex: jest.fn(),
+		});
+
+		mockUseLegendActions.mockReturnValue({
+			onLegendClick,
+			onLegendMouseMove,
+			onLegendMouseLeave,
+			onFocusSeries,
+		});
+	});
+
+	afterEach(() => {
+		jest.clearAllMocks();
+	});
+
+	const renderLegend = (position?: LegendPosition): RenderResult =>
+		render(
+			<Legend
+				position={position}
+				// config is not used directly in the component, it's consumed by the mocked hook
+				config={{} as any}
+			/>,
+		);
+
+	describe('layout and position', () => {
+		it('renders search input when position is RIGHT', () => {
+			renderLegend(LegendPosition.RIGHT);
+
+			expect(screen.getByTestId('legend-search-input')).toBeInTheDocument();
+		});
+
+		it('renders the marker with the correct color', () => {
+			renderLegend(LegendPosition.RIGHT);
+
+			const legendMarker = document.querySelector(
+				'[data-legend-item-id="0"] [data-is-legend-marker="true"]',
+			) as HTMLElement;
+
+			expect(legendMarker).toHaveStyle({
+				'border-color': '#ff0000',
+			});
+		});
+
+		it('does not render search input when position is BOTTOM (default)', () => {
+			renderLegend();
+
+			expect(screen.queryByTestId('legend-search-input')).not.toBeInTheDocument();
+		});
+
+		it('renders all legend items in the grid by default', () => {
+			renderLegend(LegendPosition.RIGHT);
+
+			expect(screen.getByTestId('virtuoso-grid')).toBeInTheDocument();
+			expect(screen.getByText('A')).toBeInTheDocument();
+			expect(screen.getByText('B')).toBeInTheDocument();
+			expect(screen.getByText('C')).toBeInTheDocument();
+		});
+	});
+
+	describe('search behavior (RIGHT position)', () => {
+		it('filters legend items based on search query (case-insensitive)', async () => {
+			const user = userEvent.setup();
+			renderLegend(LegendPosition.RIGHT);
+
+			const searchInput = screen.getByTestId('legend-search-input');
+			await user.type(searchInput, 'A');
+
+			expect(screen.getByText('A')).toBeInTheDocument();
+			expect(screen.queryByText('B')).not.toBeInTheDocument();
+			expect(screen.queryByText('C')).not.toBeInTheDocument();
+		});
+
+		it('shows empty state when no legend items match the search query', async () => {
+			const user = userEvent.setup();
+			renderLegend(LegendPosition.RIGHT);
+
+			const searchInput = screen.getByTestId('legend-search-input');
+			await user.type(searchInput, 'network');
+
+			expect(
+				screen.getByText(/No series found matching "network"/i),
+			).toBeInTheDocument();
+			expect(screen.queryByTestId('virtuoso-grid')).not.toBeInTheDocument();
+		});
+
+		it('does not filter or show empty state when search query is empty or only whitespace', async () => {
+			const user = userEvent.setup();
+			renderLegend(LegendPosition.RIGHT);
+
+			const searchInput = screen.getByTestId('legend-search-input');
+			await user.type(searchInput, '   ');
+
+			expect(
+				screen.queryByText(/No series found matching/i),
+			).not.toBeInTheDocument();
+			expect(screen.getByText('A')).toBeInTheDocument();
+			expect(screen.getByText('B')).toBeInTheDocument();
+			expect(screen.getByText('C')).toBeInTheDocument();
+		});
+	});
+
+	describe('legend actions', () => {
+		it('calls onLegendClick when a legend item is clicked', async () => {
+			const user = userEvent.setup();
+			renderLegend(LegendPosition.RIGHT);
+
+			await user.click(screen.getByText('A'));
+
+			expect(onLegendClick).toHaveBeenCalledTimes(1);
+		});
+
+		it('calls mouseMove when the mouse moves over a legend item', async () => {
+			const user = userEvent.setup();
+			renderLegend(LegendPosition.RIGHT);
+
+			const legendItem = document.querySelector(
+				'[data-legend-item-id="0"]',
+			) as HTMLElement;
+
+			await user.hover(legendItem);
+
+			expect(onLegendMouseMove).toHaveBeenCalledTimes(1);
+		});
+
+		it('calls onLegendMouseLeave when the mouse leaves the legend container', async () => {
+			const user = userEvent.setup();
+			renderLegend(LegendPosition.RIGHT);
+
+			const container = document.querySelector('.legend-container') as HTMLElement;
+
+			await user.hover(container);
+			await user.unhover(container);
+
+			expect(onLegendMouseLeave).toHaveBeenCalledTimes(1);
+		});
+	});
+});

frontend/src/lib/uPlotV2/context/__tests__/PlotContext.test.tsx

@@ -0,0 +1,318 @@
+import { act, render } from '@testing-library/react';
+import { updateSeriesVisibilityToLocalStorage } from 'container/DashboardContainer/visualization/panels/utils/legendVisibilityUtils';
+import {
+	PlotContextProvider,
+	usePlotContext,
+} from 'lib/uPlotV2/context/PlotContext';
+import type uPlot from 'uplot';
+
+jest.mock(
+	'container/DashboardContainer/visualization/panels/utils/legendVisibilityUtils',
+	() => ({
+		updateSeriesVisibilityToLocalStorage: jest.fn(),
+	}),
+);
+
+const mockUpdateSeriesVisibilityToLocalStorage = updateSeriesVisibilityToLocalStorage as jest.MockedFunction<
+	typeof updateSeriesVisibilityToLocalStorage
+>;
+
+interface MockSeries extends Partial<uPlot.Series> {
+	label?: string;
+	show?: boolean;
+}
+
+const createMockPlot = (series: MockSeries[] = []): uPlot =>
+	(({
+		series,
+		batch: jest.fn((fn: () => void) => fn()),
+		setSeries: jest.fn(),
+	} as unknown) as uPlot);
+
+const getPlotContext = (): ReturnType<typeof usePlotContext> => {
+	let ctx: ReturnType<typeof usePlotContext> | null = null;
+
+	const Consumer = (): JSX.Element => {
+		// eslint-disable-next-line react-hooks/rules-of-hooks
+		ctx = usePlotContext();
+		return <div data-testid="consumer" />;
+	};
+
+	render(
+		<PlotContextProvider>
+			<Consumer />
+		</PlotContextProvider>,
+	);
+
+	if (!ctx) {
+		throw new Error('Context was not captured');
+	}
+
+	return ctx;
+};
+
+describe('PlotContext', () => {
+	afterEach(() => {
+		jest.clearAllMocks();
+	});
+
+	it('throws when usePlotContext is used outside provider', () => {
+		const Consumer = (): JSX.Element => {
+			// eslint-disable-next-line react-hooks/rules-of-hooks
+			usePlotContext();
+			return <div />;
+		};
+
+		expect(() => render(<Consumer />)).toThrow(
+			'Should be used inside the context',
+		);
+	});
+
+	it('syncSeriesVisibilityToLocalStorage does nothing without plot or widgetId', () => {
+		const ctx = getPlotContext();
+
+		act(() => {
+			ctx.syncSeriesVisibilityToLocalStorage();
+		});
+
+		expect(mockUpdateSeriesVisibilityToLocalStorage).not.toHaveBeenCalled();
+	});
+
+	it('syncSeriesVisibilityToLocalStorage serializes series visibility to localStorage helper', () => {
+		const plot = createMockPlot([
+			{ label: 'x-axis', show: true },
+			{ label: 'CPU', show: true },
+			{ label: 'Memory', show: false },
+		]);
+
+		const ctx = getPlotContext();
+
+		act(() => {
+			ctx.setPlotContextInitialState({
+				uPlotInstance: plot,
+				widgetId: 'widget-123',
+				shouldSaveSelectionPreference: true,
+			});
+		});
+
+		act(() => {
+			ctx.syncSeriesVisibilityToLocalStorage();
+		});
+
+		expect(mockUpdateSeriesVisibilityToLocalStorage).toHaveBeenCalledTimes(1);
+		expect(mockUpdateSeriesVisibilityToLocalStorage).toHaveBeenCalledWith(
+			'widget-123',
+			[
+				{ label: 'x-axis', show: true },
+				{ label: 'CPU', show: true },
+				{ label: 'Memory', show: false },
+			],
+		);
+	});
+
+	describe('onToggleSeriesVisibility', () => {
+		it('does nothing when plot instance is not set', () => {
+			const ctx = getPlotContext();
+
+			act(() => {
+				ctx.onToggleSeriesVisibility(1);
+			});
+
+			// No errors and no calls to localStorage helper
+			expect(mockUpdateSeriesVisibilityToLocalStorage).not.toHaveBeenCalled();
+		});
+
+		it('highlights a single series and saves visibility when preferences are enabled', () => {
+			const series: MockSeries[] = [
+				{ label: 'x-axis', show: true },
+				{ label: 'CPU', show: true },
+				{ label: 'Memory', show: true },
+			];
+			const plot = createMockPlot(series);
+			const ctx = getPlotContext();
+
+			act(() => {
+				ctx.setPlotContextInitialState({
+					uPlotInstance: plot,
+					widgetId: 'widget-visibility',
+					shouldSaveSelectionPreference: true,
+				});
+			});
+
+			act(() => {
+				ctx.onToggleSeriesVisibility(1);
+			});
+
+			const setSeries = (plot.setSeries as jest.Mock).mock.calls;
+
+			// index 0 is skipped, so we expect calls for 1 and 2
+			expect(setSeries).toEqual([
+				[1, { show: true }],
+				[2, { show: false }],
+			]);
+
+			expect(mockUpdateSeriesVisibilityToLocalStorage).toHaveBeenCalledTimes(1);
+			expect(mockUpdateSeriesVisibilityToLocalStorage).toHaveBeenCalledWith(
+				'widget-visibility',
+				[
+					{ label: 'x-axis', show: true },
+					{ label: 'CPU', show: true },
+					{ label: 'Memory', show: true },
+				],
+			);
+		});
+
+		it('resets visibility for all series when toggling the same index again', () => {
+			const series: MockSeries[] = [
+				{ label: 'x-axis', show: true },
+				{ label: 'CPU', show: true },
+				{ label: 'Memory', show: true },
+			];
+			const plot = createMockPlot(series);
+			const ctx = getPlotContext();
+
+			act(() => {
+				ctx.setPlotContextInitialState({
+					uPlotInstance: plot,
+					widgetId: 'widget-reset',
+					shouldSaveSelectionPreference: true,
+				});
+			});
+
+			act(() => {
+				ctx.onToggleSeriesVisibility(1);
+			});
+
+			(plot.setSeries as jest.Mock).mockClear();
+
+			act(() => {
+				ctx.onToggleSeriesVisibility(1);
+			});
+
+			const setSeries = (plot.setSeries as jest.Mock).mock.calls;
+
+			// After reset, all non-zero series should be shown
+			expect(setSeries).toEqual([
+				[1, { show: true }],
+				[2, { show: true }],
+			]);
+		});
+	});
+
+	describe('onToggleSeriesOnOff', () => {
+		it('does nothing when plot instance is not set', () => {
+			const ctx = getPlotContext();
+
+			act(() => {
+				ctx.onToggleSeriesOnOff(1);
+			});
+
+			expect(mockUpdateSeriesVisibilityToLocalStorage).not.toHaveBeenCalled();
+		});
+
+		it('toggles series show flag and saves visibility when preferences are enabled', () => {
+			const series: MockSeries[] = [
+				{ label: 'x-axis', show: true },
+				{ label: 'CPU', show: true },
+			];
+			const plot = createMockPlot(series);
+			const ctx = getPlotContext();
+
+			act(() => {
+				ctx.setPlotContextInitialState({
+					uPlotInstance: plot,
+					widgetId: 'widget-toggle',
+					shouldSaveSelectionPreference: true,
+				});
+			});
+
+			act(() => {
+				ctx.onToggleSeriesOnOff(1);
+			});
+
+			expect(plot.setSeries).toHaveBeenCalledWith(1, { show: false });
+			expect(mockUpdateSeriesVisibilityToLocalStorage).toHaveBeenCalledTimes(1);
+			expect(mockUpdateSeriesVisibilityToLocalStorage).toHaveBeenCalledWith(
+				'widget-toggle',
+				expect.any(Array),
+			);
+		});
+
+		it('does not toggle when target series does not exist', () => {
+			const series: MockSeries[] = [{ label: 'x-axis', show: true }];
+			const plot = createMockPlot(series);
+			const ctx = getPlotContext();
+
+			act(() => {
+				ctx.setPlotContextInitialState({
+					uPlotInstance: plot,
+					widgetId: 'widget-missing-series',
+					shouldSaveSelectionPreference: true,
+				});
+			});
+
+			act(() => {
+				ctx.onToggleSeriesOnOff(5);
+			});
+
+			expect(plot.setSeries).not.toHaveBeenCalled();
+			expect(mockUpdateSeriesVisibilityToLocalStorage).not.toHaveBeenCalled();
+		});
+
+		it('does not persist visibility when preferences flag is disabled', () => {
+			const series: MockSeries[] = [
+				{ label: 'x-axis', show: true },
+				{ label: 'CPU', show: true },
+			];
+			const plot = createMockPlot(series);
+			const ctx = getPlotContext();
+
+			act(() => {
+				ctx.setPlotContextInitialState({
+					uPlotInstance: plot,
+					widgetId: 'widget-no-persist',
+					shouldSaveSelectionPreference: false,
+				});
+			});
+
+			act(() => {
+				ctx.onToggleSeriesOnOff(1);
+			});
+
+			expect(plot.setSeries).toHaveBeenCalledWith(1, { show: false });
+			expect(mockUpdateSeriesVisibilityToLocalStorage).not.toHaveBeenCalled();
+		});
+	});
+
+	describe('onFocusSeries', () => {
+		it('does nothing when plot instance is not set', () => {
+			const ctx = getPlotContext();
+
+			act(() => {
+				ctx.onFocusSeries(1);
+			});
+		});
+
+		it('sets focus on the given series index', () => {
+			const plot = createMockPlot([
+				{ label: 'x-axis', show: true },
+				{ label: 'CPU', show: true },
+			]);
+			const ctx = getPlotContext();
+
+			act(() => {
+				ctx.setPlotContextInitialState({
+					uPlotInstance: plot,
+					widgetId: 'widget-focus',
+					shouldSaveSelectionPreference: false,
+				});
+			});
+
+			act(() => {
+				ctx.onFocusSeries(1);
+			});
+
+			expect(plot.setSeries).toHaveBeenCalledWith(1, { focus: true }, false);
+		});
+	});
+});

frontend/src/lib/uPlotV2/hooks/__tests__/useLegendActions.test.ts

@@ -0,0 +1,218 @@
+import React from 'react';
+import { render, screen } from '@testing-library/react';
+import userEvent from '@testing-library/user-event';
+import { UserEvent } from '@testing-library/user-event/dist/types/setup/setup';
+import { usePlotContext } from 'lib/uPlotV2/context/PlotContext';
+import { useLegendActions } from 'lib/uPlotV2/hooks/useLegendActions';
+
+jest.mock('lib/uPlotV2/context/PlotContext');
+
+const mockUsePlotContext = usePlotContext as jest.MockedFunction<
+	typeof usePlotContext
+>;
+
+describe('useLegendActions', () => {
+	let onToggleSeriesVisibility: jest.Mock;
+	let onToggleSeriesOnOff: jest.Mock;
+	let onFocusSeriesPlot: jest.Mock;
+	let setPlotContextInitialState: jest.Mock;
+	let syncSeriesVisibilityToLocalStorage: jest.Mock;
+	let setFocusedSeriesIndexMock: jest.Mock;
+	let cancelAnimationFrameMock: jest.Mock;
+	let user: UserEvent;
+
+	beforeAll(() => {
+		user = userEvent.setup();
+		cancelAnimationFrameMock = jest.fn();
+		(global as any).cancelAnimationFrame = cancelAnimationFrameMock;
+		(global as any).requestAnimationFrame = (
+			cb: FrameRequestCallback,
+		): number => {
+			cb(0);
+			return 1;
+		};
+	});
+
+	beforeEach(() => {
+		onToggleSeriesVisibility = jest.fn();
+		onToggleSeriesOnOff = jest.fn();
+		onFocusSeriesPlot = jest.fn();
+		setPlotContextInitialState = jest.fn();
+		syncSeriesVisibilityToLocalStorage = jest.fn();
+		setFocusedSeriesIndexMock = jest.fn();
+
+		mockUsePlotContext.mockReturnValue({
+			onToggleSeriesVisibility,
+			onToggleSeriesOnOff,
+			onFocusSeries: onFocusSeriesPlot,
+			setPlotContextInitialState,
+			syncSeriesVisibilityToLocalStorage,
+		});
+
+		cancelAnimationFrameMock.mockClear();
+	});
+
+	const TestLegendActionsComponent = ({
+		focusedSeriesIndex,
+	}: {
+		focusedSeriesIndex: number | null;
+	}): JSX.Element => {
+		const {
+			onLegendClick,
+			onLegendMouseMove,
+			onLegendMouseLeave,
+		} = useLegendActions({
+			setFocusedSeriesIndex: setFocusedSeriesIndexMock,
+			focusedSeriesIndex,
+		});
+
+		return React.createElement(
+			'div',
+			{
+				'data-testid': 'legend-container',
+				onClick: onLegendClick,
+				onMouseMove: onLegendMouseMove,
+				onMouseLeave: onLegendMouseLeave,
+			},
+			React.createElement(
+				'div',
+				{ 'data-testid': 'no-legend-target' },
+				'No legend',
+			),
+			React.createElement(
+				'div',
+				{ 'data-legend-item-id': '0' },
+				React.createElement('div', {
+					'data-testid': 'marker-0',
+					'data-is-legend-marker': 'true',
+				} as any),
+				React.createElement('div', { 'data-testid': 'label-0' }, 'Series 0'),
+			),
+			React.createElement(
+				'div',
+				{ 'data-legend-item-id': '1' },
+				React.createElement('div', {
+					'data-testid': 'marker-1',
+					'data-is-legend-marker': 'true',
+				} as any),
+				React.createElement('div', { 'data-testid': 'label-1' }, 'Series 1'),
+			),
+		);
+	};
+
+	describe('onLegendClick', () => {
+		it('toggles series visibility when clicking on legend label', async () => {
+			render(
+				React.createElement(TestLegendActionsComponent, {
+					focusedSeriesIndex: null,
+				}),
+			);
+
+			await user.click(screen.getByTestId('label-0'));
+
+			expect(onToggleSeriesVisibility).toHaveBeenCalledTimes(1);
+			expect(onToggleSeriesVisibility).toHaveBeenCalledWith(0);
+			expect(onToggleSeriesOnOff).not.toHaveBeenCalled();
+		});
+
+		it('toggles series on/off when clicking on marker', async () => {
+			render(
+				React.createElement(TestLegendActionsComponent, {
+					focusedSeriesIndex: null,
+				}),
+			);
+
+			await user.click(screen.getByTestId('marker-0'));
+
+			expect(onToggleSeriesOnOff).toHaveBeenCalledTimes(1);
+			expect(onToggleSeriesOnOff).toHaveBeenCalledWith(0);
+			expect(onToggleSeriesVisibility).not.toHaveBeenCalled();
+		});
+
+		it('does nothing when click target is not inside a legend item', async () => {
+			render(
+				React.createElement(TestLegendActionsComponent, {
+					focusedSeriesIndex: null,
+				}),
+			);
+
+			await user.click(screen.getByTestId('no-legend-target'));
+
+			expect(onToggleSeriesOnOff).not.toHaveBeenCalled();
+			expect(onToggleSeriesVisibility).not.toHaveBeenCalled();
+		});
+	});
+
+	describe('onFocusSeries', () => {
+		it('schedules focus update and calls plot focus handler via mouse move', async () => {
+			render(
+				React.createElement(TestLegendActionsComponent, {
+					focusedSeriesIndex: null,
+				}),
+			);
+
+			await user.hover(screen.getByTestId('label-0'));
+
+			expect(setFocusedSeriesIndexMock).toHaveBeenCalledWith(0);
+			expect(onFocusSeriesPlot).toHaveBeenCalledWith(0);
+		});
+
+		it('cancels previous animation frame before scheduling new one on subsequent mouse moves', async () => {
+			render(
+				React.createElement(TestLegendActionsComponent, {
+					focusedSeriesIndex: null,
+				}),
+			);
+
+			await user.hover(screen.getByTestId('label-0'));
+			await user.hover(screen.getByTestId('label-1'));
+
+			expect(cancelAnimationFrameMock).toHaveBeenCalled();
+		});
+	});
+
+	describe('onLegendMouseMove', () => {
+		it('focuses new series when hovering over different legend item', async () => {
+			render(
+				React.createElement(TestLegendActionsComponent, {
+					focusedSeriesIndex: 0,
+				}),
+			);
+
+			await user.hover(screen.getByTestId('label-1'));
+
+			expect(setFocusedSeriesIndexMock).toHaveBeenCalledWith(1);
+			expect(onFocusSeriesPlot).toHaveBeenCalledWith(1);
+		});
+
+		it('does nothing when hovering over already focused series', async () => {
+			render(
+				React.createElement(TestLegendActionsComponent, {
+					focusedSeriesIndex: 1,
+				}),
+			);
+
+			await user.hover(screen.getByTestId('label-1'));
+
+			expect(setFocusedSeriesIndexMock).not.toHaveBeenCalled();
+			expect(onFocusSeriesPlot).not.toHaveBeenCalled();
+		});
+	});
+
+	describe('onLegendMouseLeave', () => {
+		it('cancels pending animation frame and clears focus state', async () => {
+			render(
+				React.createElement(TestLegendActionsComponent, {
+					focusedSeriesIndex: null,
+				}),
+			);
+
+			await user.hover(screen.getByTestId('label-0'));
+			await user.unhover(screen.getByTestId('legend-container'));
+
+			expect(cancelAnimationFrameMock).toHaveBeenCalled();
+			expect(setFocusedSeriesIndexMock).toHaveBeenCalledWith(null);
+			expect(onFocusSeriesPlot).toHaveBeenCalledWith(null);
+		});
+	});
+});

frontend/src/lib/uPlotV2/hooks/__tests__/useLegendsSync.test.ts

@@ -0,0 +1,235 @@
+import React, { useEffect } from 'react';
+import { act, cleanup, render } from '@testing-library/react';
+import type { LegendItem } from 'lib/uPlotV2/config/types';
+import type { UPlotConfigBuilder } from 'lib/uPlotV2/config/UPlotConfigBuilder';
+import useLegendsSync from 'lib/uPlotV2/hooks/useLegendsSync';
+
+describe('useLegendsSync', () => {
+	let requestAnimationFrameSpy: jest.Mock<
+		number,
+		[callback: FrameRequestCallback]
+	>;
+	let cancelAnimationFrameSpy: jest.Mock<void, [handle: number]>;
+
+	beforeAll(() => {
+		requestAnimationFrameSpy = jest.fn((cb: FrameRequestCallback): number => {
+			cb(0);
+			return 1;
+		});
+
+		cancelAnimationFrameSpy = jest.fn();
+
+		(global as any).requestAnimationFrame = requestAnimationFrameSpy;
+		(global as any).cancelAnimationFrame = cancelAnimationFrameSpy;
+	});
+
+	afterEach(() => {
+		jest.clearAllMocks();
+		cleanup();
+	});
+
+	afterAll(() => {
+		jest.resetAllMocks();
+	});
+
+	type HookResult = ReturnType<typeof useLegendsSync>;
+	let latestHookValue: HookResult;
+
+	const createMockConfig = (
+		legendItems: Record<number, LegendItem>,
+	): {
+		config: UPlotConfigBuilder;
+		invokeSetSeries: (
+			seriesIndex: number | null,
+			opts: { show?: boolean; focus?: boolean },
+			fireHook?: boolean,
+		) => void;
+	} => {
+		let setSeriesHandler:
+			| ((u: uPlot, seriesIndex: number | null, opts: uPlot.Series) => void)
+			| null = null;
+
+		const config = ({
+			getLegendItems: jest.fn(() => legendItems),
+			addHook: jest.fn(
+				(
+					hookName: string,
+					handler: (
+						u: uPlot,
+						seriesIndex: number | null,
+						opts: uPlot.Series,
+					) => void,
+				) => {
+					if (hookName === 'setSeries') {
+						setSeriesHandler = handler;
+					}
+
+					return (): void => {
+						setSeriesHandler = null;
+					};
+				},
+			),
+		} as unknown) as UPlotConfigBuilder;
+
+		const invokeSetSeries = (
+			seriesIndex: number | null,
+			opts: { show?: boolean; focus?: boolean },
+		): void => {
+			if (setSeriesHandler) {
+				setSeriesHandler({} as uPlot, seriesIndex, { ...opts });
+			}
+		};
+
+		return { config, invokeSetSeries };
+	};
+
+	const TestComponent = ({
+		config,
+		subscribeToFocusChange,
+	}: {
+		config: UPlotConfigBuilder;
+		subscribeToFocusChange?: boolean;
+	}): JSX.Element => {
+		const value = useLegendsSync({ config, subscribeToFocusChange });
+		latestHookValue = value;
+
+		useEffect(() => {
+			latestHookValue = value;
+		}, [value]);
+
+		return React.createElement('div', { 'data-testid': 'hook-container' });
+	};
+
+	it('initializes legend items from config', () => {
+		const initialItems: Record<number, LegendItem> = {
+			1: { seriesIndex: 1, label: 'CPU', show: true, color: '#f00' },
+			2: { seriesIndex: 2, label: 'Memory', show: false, color: '#0f0' },
+		};
+
+		const { config } = createMockConfig(initialItems);
+
+		render(
+			React.createElement(TestComponent, {
+				config,
+			}),
+		);
+
+		expect(config.getLegendItems).toHaveBeenCalledTimes(1);
+		expect(config.addHook).toHaveBeenCalledWith(
+			'setSeries',
+			expect.any(Function),
+		);
+
+		expect(latestHookValue.legendItemsMap).toEqual(initialItems);
+	});
+
+	it('updates focusedSeriesIndex when a series gains focus via setSeries by default', async () => {
+		const initialItems: Record<number, LegendItem> = {
+			1: { seriesIndex: 1, label: 'CPU', show: true, color: '#f00' },
+		};
+
+		const { config, invokeSetSeries } = createMockConfig(initialItems);
+
+		render(
+			React.createElement(TestComponent, {
+				config,
+			}),
+		);
+
+		expect(latestHookValue.focusedSeriesIndex).toBeNull();
+
+		await act(async () => {
+			invokeSetSeries(1, { focus: true });
+		});
+
+		expect(latestHookValue.focusedSeriesIndex).toBe(1);
+	});
+
+	it('does not update focusedSeriesIndex when subscribeToFocusChange is false', () => {
+		const initialItems: Record<number, LegendItem> = {
+			1: { seriesIndex: 1, label: 'CPU', show: true, color: '#f00' },
+		};
+
+		const { config, invokeSetSeries } = createMockConfig(initialItems);
+
+		render(
+			React.createElement(TestComponent, {
+				config,
+				subscribeToFocusChange: false,
+			}),
+		);
+
+		invokeSetSeries(1, { focus: true });
+
+		expect(latestHookValue.focusedSeriesIndex).toBeNull();
+	});
+
+	it('updates legendItemsMap visibility when show changes for a series', async () => {
+		const initialItems: Record<number, LegendItem> = {
+			0: { seriesIndex: 0, label: 'x-axis', show: true, color: '#000' },
+			1: { seriesIndex: 1, label: 'CPU', show: true, color: '#f00' },
+		};
+
+		const { config, invokeSetSeries } = createMockConfig(initialItems);
+
+		render(
+			React.createElement(TestComponent, {
+				config,
+			}),
+		);
+
+		// Toggle visibility of series 1
+		await act(async () => {
+			invokeSetSeries(1, { show: false });
+		});
+
+		expect(latestHookValue.legendItemsMap[1].show).toBe(false);
+	});
+
+	it('ignores visibility updates for unknown legend items or unchanged show values', () => {
+		const initialItems: Record<number, LegendItem> = {
+			1: { seriesIndex: 1, label: 'CPU', show: true, color: '#f00' },
+		};
+
+		const { config, invokeSetSeries } = createMockConfig(initialItems);
+
+		render(
+			React.createElement(TestComponent, {
+				config,
+			}),
+		);
+
+		const before = latestHookValue;
+
+		// Unknown series index
+		invokeSetSeries(5, { show: false });
+		// Unchanged visibility for existing item
+		invokeSetSeries(1, { show: true });
+
+		const after = latestHookValue;
+		expect(after.legendItemsMap).toEqual(before.legendItemsMap);
+	});
+
+	it('cancels pending visibility RAF on unmount', () => {
+		const initialItems: Record<number, LegendItem> = {
+			1: { seriesIndex: 1, label: 'CPU', show: true, color: '#f00' },
+		};
+
+		const { config, invokeSetSeries } = createMockConfig(initialItems);
+
+		// Override RAF to not immediately invoke callback so we can assert cancellation
+		requestAnimationFrameSpy.mockImplementationOnce(() => 42);
+
+		const { unmount } = render(
+			React.createElement(TestComponent, {
+				config,
+			}),
+		);
+
+		invokeSetSeries(1, { show: false });
+
+		unmount();
+
+		expect(cancelAnimationFrameSpy).toHaveBeenCalledWith(42);
+	});
+});

frontend/src/utils/docLinks.ts

@@ -6,6 +6,8 @@ const DOCLINKS = {
 		'https://signoz.io/docs/product-features/trace-explorer/?utm_source=product&utm_medium=traces-explorer-trace-tab#traces-view',
 	METRICS_EXPLORER_EMPTY_STATE:
 		'https://signoz.io/docs/userguide/send-metrics-cloud/',
+	EXTERNAL_API_MONITORING:
+		'https://signoz.io/docs/external-api-monitoring/overview/',
 };
 
 export default DOCLINKS;

pkg/querier/querier.go

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

pkg/telemetrymetadata/metadata.go

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

pkg/telemetrymetrics/statement_builder.go

@@ -21,6 +21,10 @@ const (
 	RateWithoutNegative     = `If((per_series_value - lagInFrame(per_series_value, 1, 0) OVER rate_window) < 0, per_series_value / (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(%d))) OVER rate_window), (per_series_value - lagInFrame(per_series_value, 1, 0) OVER rate_window) / (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(%d))) OVER rate_window))`
 	IncreaseWithoutNegative = `If((per_series_value - lagInFrame(per_series_value, 1, 0) OVER rate_window) < 0, per_series_value, ((per_series_value - lagInFrame(per_series_value, 1, 0) OVER rate_window) / (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(%d))) OVER rate_window)) * (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(%d))) OVER rate_window))`
 
+	RateWithoutNegativeMultiTemporality     = `IF(LOWER(temporality) LIKE LOWER('delta'), %s, IF((%s - lagInFrame(%s, 1, 0) OVER rate_window) < 0, %s / (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(%d))) OVER rate_window), (%s - lagInFrame(%s, 1, 0) OVER rate_window) / (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(%d))) OVER rate_window))) AS per_series_value`
+	IncreaseWithoutNegativeMultiTemporality = `IF(LOWER(temporality) LIKE LOWER('delta'), %s, IF((%s - lagInFrame(%s, 1, 0) OVER rate_window) < 0, %s, ((%s - lagInFrame(%s, 1, 0) OVER rate_window) / (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(%d))) OVER rate_window)) * (ts - lagInFrame(ts, 1, toDateTime(fromUnixTimestamp64Milli(%d))) OVER rate_window))) AS per_series_value`
+	OthersMultiTemporality                  = `IF(LOWER(temporality) LIKE LOWER('delta'), %s, %s) AS per_series_value`
+
 	RateWithInterpolation = `
 		CASE 
 			WHEN row_number() OVER rate_window = 1 THEN 
@@ -377,7 +381,7 @@ func (b *MetricQueryStatementBuilder) buildTimeSeriesCTE(
 		sb.LTE("unix_milli", end),
 	)
 
-	if query.Aggregations[0].Temporality != metrictypes.Unknown {
+	if query.Aggregations[0].Temporality != metrictypes.Multiple && query.Aggregations[0].Temporality != metrictypes.Unknown {
 		sb.Where(sb.ILike("temporality", query.Aggregations[0].Temporality.StringValue()))
 	}
 
@@ -407,8 +411,10 @@ func (b *MetricQueryStatementBuilder) buildTemporalAggregationCTE(
 ) (string, []any, error) {
 	if query.Aggregations[0].Temporality == metrictypes.Delta {
 		return b.buildTemporalAggDelta(ctx, start, end, query, timeSeriesCTE, timeSeriesCTEArgs)
+	} else if query.Aggregations[0].Temporality != metrictypes.Multiple {
+		return b.buildTemporalAggCumulativeOrUnspecified(ctx, start, end, query, timeSeriesCTE, timeSeriesCTEArgs)
 	}
-	return b.buildTemporalAggCumulativeOrUnspecified(ctx, start, end, query, timeSeriesCTE, timeSeriesCTEArgs)
+	return b.buildTemporalAggForMultipleTemporalities(ctx, start, end, query, timeSeriesCTE, timeSeriesCTEArgs)
 }
 
 func (b *MetricQueryStatementBuilder) buildTemporalAggDelta(
@@ -528,6 +534,58 @@ func (b *MetricQueryStatementBuilder) buildTemporalAggCumulativeOrUnspecified(
 	}
 }
 
+// because RateInterpolation is not enabled anywhere due to some gaps in the logic wrt cache handling, it hasn't been considered for the multi temporality
+func (b *MetricQueryStatementBuilder) buildTemporalAggForMultipleTemporalities(
+	_ context.Context,
+	start, end uint64,
+	query qbtypes.QueryBuilderQuery[qbtypes.MetricAggregation],
+	timeSeriesCTE string,
+	timeSeriesCTEArgs []any,
+) (string, []any, error) {
+	stepSec := int64(query.StepInterval.Seconds())
+	sb := sqlbuilder.NewSelectBuilder()
+
+	sb.SelectMore(fmt.Sprintf(
+		"toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(%d)) AS ts",
+		stepSec,
+	))
+	for _, g := range query.GroupBy {
+		sb.SelectMore(fmt.Sprintf("`%s`", g.TelemetryFieldKey.Name))
+	}
+
+	aggForDeltaTemporality := AggregationColumnForSamplesTable(start, end, query.Aggregations[0].Type, metrictypes.Delta, query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints)
+	aggForCumulativeTemporality := AggregationColumnForSamplesTable(start, end, query.Aggregations[0].Type, metrictypes.Cumulative, query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints)
+	if query.Aggregations[0].TimeAggregation == metrictypes.TimeAggregationRate {
+		aggForDeltaTemporality = fmt.Sprintf("%s/%d", aggForDeltaTemporality, stepSec)
+	}
+
+	switch query.Aggregations[0].TimeAggregation {
+	case metrictypes.TimeAggregationRate:
+		rateExpr := fmt.Sprintf(RateWithoutNegativeMultiTemporality, aggForDeltaTemporality, aggForCumulativeTemporality, aggForCumulativeTemporality, aggForCumulativeTemporality, start, aggForCumulativeTemporality, aggForCumulativeTemporality, start)
+		sb.SelectMore(rateExpr)
+	case metrictypes.TimeAggregationIncrease:
+		increaseExpr := fmt.Sprintf(IncreaseWithoutNegativeMultiTemporality, aggForDeltaTemporality, aggForCumulativeTemporality, aggForCumulativeTemporality, aggForCumulativeTemporality, aggForCumulativeTemporality, aggForCumulativeTemporality, start, start)
+		sb.SelectMore(increaseExpr)
+	default:
+		expr := fmt.Sprintf(OthersMultiTemporality, aggForDeltaTemporality, aggForCumulativeTemporality)
+		sb.SelectMore(expr)
+	}
+
+	tbl := WhichSamplesTableToUse(start, end, query.Aggregations[0].Type, query.Aggregations[0].TimeAggregation, query.Aggregations[0].TableHints)
+	sb.From(fmt.Sprintf("%s.%s AS points", DBName, tbl))
+	sb.JoinWithOption(sqlbuilder.InnerJoin, timeSeriesCTE, "points.fingerprint = filtered_time_series.fingerprint")
+	sb.Where(
+		sb.In("metric_name", query.Aggregations[0].MetricName),
+		sb.GTE("unix_milli", start),
+		sb.LT("unix_milli", end),
+	)
+	sb.GroupBy("fingerprint", "ts", "temporality")
+	sb.GroupBy(querybuilder.GroupByKeys(query.GroupBy)...)
+	queryWithoutWindow, args := sb.BuildWithFlavor(sqlbuilder.ClickHouse, timeSeriesCTEArgs...)
+	queryWithWindowAndOrder := queryWithoutWindow + " WINDOW rate_window AS (PARTITION BY fingerprint ORDER BY fingerprint ASC, ts ASC) ORDER BY ts"
+	return fmt.Sprintf("__temporal_aggregation_cte AS (%s)", queryWithWindowAndOrder), args, nil
+}
+
 func (b *MetricQueryStatementBuilder) buildSpatialAggregationCTE(
 	_ context.Context,
 	_ uint64,

pkg/types/integration.go

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

pkg/types/metrictypes/metrictypes.go

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

pkg/types/telemetrytypes/store.go

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

pkg/types/telemetrytypes/telemetrytypestest/metadata_store.go

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

tests/integration/conftest.py

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

tests/integration/fixtures/cloudintegrations.py

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

tests/integration/fixtures/cloudintegrationsutils.py

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

tests/integration/fixtures/querier.py

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

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

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

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

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

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

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

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

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

tests/integration/testdata/multi_temporality_counters_10h.jsonl

@@ -0,0 +1,84 @@
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+{"metric_name":"http.request.count","labels":{"__temporality__":"Cumulative","service":"api","endpoint":"/health","status_code":"200"},"timestamp":"2025-01-10T10:30:00+00:00","value":20,"temporality":"Cumulative","type_":"Sum","is_monotonic":true,"flags":0,"description":"","unit":"","env":"default","resource_attrs":{},"scope_attrs":{}}
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