fix(ai-o11y): scope overview dashboard to gen_ai spans and move message attributes (#12967 )

#### Description - Top span names and Cost by service use `builder_ai_query`, so non-AI spans no longer show up. - LLM cost/token panels filter on `gen_ai.request.model EXISTS`; with variables on "All" they scanned every span. - Default span mappers now move (not copy) vendor message keys into `gen_ai.input.messages` / `gen_ai.output.messages`, as documented. - Bumped versions: dashboard to 3, `gen_ai.llm` mapper to 3, `gen_ai.agent` mapper to 2.  #### Issues closed by this PR Part of https://github.com/SigNoz/engineering-pod/issues/6107
chore: remove beta tag class (#12965 )
2026-09-23 20:00:42 +01:00 · 2026-09-23 14:56:04 +00:00 · 2026-09-23 11:45:33 +00:00 · 2026-09-23 11:24:51 +00:00 · 2026-09-23 11:15:42 +00:00 · 2026-09-23 09:48:11 +00:00
62 changed files with 1313 additions and 653 deletions
--- a/ee/query-service/app/api/featureFlags.go
+++ b/ee/query-service/app/api/featureFlags.go
@@ -80,15 +80,6 @@ func (ah *APIHandler) getFeatureFlags(w http.ResponseWriter, r *http.Request) {
 		Route:      "",
 	})

-	aiObservability := ah.Signoz.Flagger.BooleanOrEmpty(ctx, flagger.FeatureEnableAIObservability, evalCtx)
-	featureSet = append(featureSet, &licensetypes.Feature{
-		Name:       valuer.NewString(flagger.FeatureEnableAIObservability.String()),
-		Active:     aiObservability,
-		Usage:      0,
-		UsageLimit: -1,
-		Route:      "",
-	})
-
 	metricsReduction := ah.Signoz.Flagger.BooleanOrEmpty(ctx, flagger.FeatureEnableMetricsReduction, evalCtx)
 	featureSet = append(featureSet, &licensetypes.Feature{
 		Name:       valuer.NewString(flagger.FeatureEnableMetricsReduction.String()),
--- a/frontend/.storybook/preview.tsx
+++ b/frontend/.storybook/preview.tsx
@@ -1,6 +1,7 @@
 import type { Preview } from '@storybook/react-vite';
 import type { SetupWorker } from 'msw';
 import { setupWorker } from 'msw';
+import { configure } from 'storybook/test';

 import { settleForCapture } from '../src/storybook/visual/settleForCapture';
 import PageDocs from '../src/storybook/docs/PageDocs';
@@ -83,6 +84,10 @@ const translationsReady = i18n.loadNamespaces(
 	),
 );

+// testing-library's 1s default for `findBy*` and `waitFor` is shorter than a
+// popup or a query takes to land on a loaded CI runner.
+configure({ asyncUtilTimeout: 10_000 });
+
 const preview: Preview = {
 	parameters: {
 		layout: 'fullscreen',
--- a/frontend/.storybook/test-runner.ts
+++ b/frontend/.storybook/test-runner.ts
@@ -30,6 +30,8 @@ interface CapturedMessage {
 	text: string;
 }

+const PREPARE_TIMEOUT_MS = 180_000;
+
 const messagesByPage = new WeakMap<Page, CapturedMessage[]>();

 /**
@@ -52,6 +54,15 @@ const config: TestRunnerConfig = {
 	// msw logs every mocked request at `log`; keep it out of the failure dump
 	// unless the job is re-run with debug logging (GitHub sets RUNNER_DEBUG=1).
 	logLevel: process.env.RUNNER_DEBUG === '1' ? 'info' : 'warn',
+	// The runner's default prepare, minus Playwright's 30s navigation timeout: on
+	// a cold dev server the first load compiles the whole preview, which outlasts
+	// it on a shared CI runner.
+	async prepare({ page }): Promise<void> {
+		await page.goto(new URL('iframe.html', process.env.TARGET_URL).toString(), {
+			waitUntil: 'load',
+			timeout: PREPARE_TIMEOUT_MS,
+		});
+	},
 	async preVisit(page): Promise<void> {
 		const existing = messagesByPage.get(page);
 		if (existing) {
--- a/frontend/src/AppRoutes/Private.tsx
+++ b/frontend/src/AppRoutes/Private.tsx
@@ -8,7 +8,6 @@ import { ORG_PREFERENCES } from 'constants/orgPreferences';
 import ROUTES from 'constants/routes';
 import { useGetTenantLicense } from 'hooks/useGetTenantLicense';
 import { useIsAIAssistantEnabled } from 'hooks/useIsAIAssistantEnabled';
-import { useIsAIObservabilityEnabled } from 'hooks/useIsAIObservabilityEnabled';
 import { isEmpty } from 'lodash-es';
 import { useAppContext } from 'providers/App/App';
 import { LicensePlatform, LicenseState } from 'types/api/licensesV3/getActive';
@@ -44,7 +43,6 @@ function PrivateRoute({ children }: PrivateRouteProps): JSX.Element {

 	const isAdmin = user.role === USER_ROLES.ADMIN;
 	const isAIAssistantEnabled = useIsAIAssistantEnabled();
-	const isAIObservabilityEnabled = useIsAIObservabilityEnabled();
 	const mapRoutes = useMemo(
 		() =>
 			new Map(
@@ -135,14 +133,6 @@ function PrivateRoute({ children }: PrivateRouteProps): JSX.Element {
 		return <Redirect to={ROUTES.HOME} />;
 	}

-	if (
-		(pathname.startsWith(`${ROUTES.AI_OBSERVABILITY_BASE}/`) ||
-			pathname === ROUTES.AI_OBSERVABILITY_BASE) &&
-		!isAIObservabilityEnabled
-	) {
-		return <Redirect to={ROUTES.HOME} />;
-	}
-
 	// Check for workspace access restriction (cloud only)
 	const isCloudPlatform = activeLicense?.platform === LicensePlatform.CLOUD;

--- a/frontend/src/assets/Logos/anthropic-api-monitoring.svg
+++ b/frontend/src/assets/Logos/anthropic-api-monitoring.svg
@@ -1,6 +1,6 @@
 <svg version="1.1" id="Layer_1" xmlns:x="ns_extend;" xmlns:i="ns_ai;" xmlns:graph="ns_graphs;" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewBox="0 0 92.2 65" style="enable-background:new 0 0 92.2 65;" xml:space="preserve">
 <style type="text/css">
-  .st0{fill:#FFFFFF;}
+  .st0{fill:#7A8291;}
 </style>
 <metadata>
  <sfw xmlns="ns_sfw;">
--- a/frontend/src/assets/Logos/antigravity.svg
+++ b/frontend/src/assets/Logos/antigravity.svg
@@ -0,0 +1,3 @@
+<svg role="img" viewBox="0 0 16 15" xmlns="http://www.w3.org/2000/svg">
+	<path d="M14.0777 13.984C14.945 14.6345 16.2458 14.2008 15.0533 13.0084C11.476 9.53949 12.2349 0 7.79033 0C3.34579 0 4.10461 9.53949 0.527295 13.0084C-0.773543 14.3092 0.635692 14.6345 1.50293 13.984C4.86344 11.7076 4.64663 7.69664 7.79033 7.69664C10.934 7.69664 10.7172 11.7076 14.0777 13.984Z" fill="#4285F4" />
+</svg>
--- a/frontend/src/assets/Logos/aurora.svg
+++ b/frontend/src/assets/Logos/aurora.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 64 64"><g fill="none" fill-rule="evenodd"><path fill="#c925d1" d="M0 0h64v64H0z"/><path fill="#fff" d="M36.213 16.011h-2.016v-2.005h2.016V12h2.017v2.006h2.016v2.005H38.23v2.006h-2.017zm9.074 8.023h-2.016v-2.006h2.016v-2.005h2.016v2.005h2.017v2.006h-2.017v2.006h-2.016v-2.006m-3.434 22.64c-1.495-3.292-4.482-6.263-7.792-7.75 3.31-1.487 6.297-4.459 7.792-7.75 1.494 3.291 4.482 6.263 7.791 7.75-3.31 1.487-6.297 4.458-7.79 7.75m12.139-8.753c-5.202 0-11.13-5.898-11.13-11.071 0-.555-.452-1.003-1.009-1.003s-1.008.448-1.008 1.003c0 5.173-5.93 11.071-11.13 11.071-.558 0-1.009.448-1.009 1.003s.45 1.003 1.008 1.003c5.202 0 11.13 5.898 11.13 11.07 0 .554.452 1.003 1.01 1.003.556 0 1.007-.45 1.007-1.003 0-5.172 5.93-11.07 11.13-11.07.558 0 1.009-.45 1.009-1.003 0-.555-.45-1.003-1.008-1.003m-31.39-19.904c6.85 0 10.587 1.988 10.587 3.008s-3.737 3.009-10.586 3.009-10.587-1.988-10.587-3.009 3.737-3.008 10.587-3.008m-.35 15.15c-5.012 0-8.62-1.063-10.236-2.19v-7.113c2.367 1.433 6.487 2.176 10.587 2.176s8.22-.743 10.586-2.176v6.484c-1.016 1.406-5.247 2.819-10.936 2.819M33.19 45.975c0 1.435-4.126 3.52-10.59 3.52-6.46 0-10.583-2.085-10.583-3.52v-4.407c2.258 1.354 6.014 2.192 10.276 2.192 2.942 0 5.786-.413 8.01-1.166l-.651-1.898c-2.019.682-4.633 1.058-7.359 1.058-5.39 0-9.252-1.402-10.276-2.76v-5.707c2.411 1.176 6.113 1.885 10.237 1.885 3.92 0 8.34-.725 10.936-2.269v2.162h2.016v-14.04c0-3.292-6.34-5.014-12.602-5.014S10 17.733 10 21.025v24.95c0 3.59 6.49 5.526 12.598 5.526 6.112 0 12.607-1.937 12.607-5.526v-2.887h-2.016z"/></g></svg>
--- a/frontend/src/assets/Logos/clickhouse.svg
+++ b/frontend/src/assets/Logos/clickhouse.svg
@@ -1,6 +1,6 @@
 <svg version="1.1" id="Layer_1" xmlns:x="ns_extend;" xmlns:i="ns_ai;" xmlns:graph="ns_graphs;" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewBox="0 0 50.6 50.6" style="enable-background:new 0 0 50.6 50.6;" xml:space="preserve">
 <style type="text/css">
-  .st0{fill:#FFFFFF;}
+  .st0{fill:#7A8291;}
 </style>
 <metadata>
  <sfw xmlns="ns_sfw;">
--- a/frontend/src/assets/Logos/cline.svg
+++ b/frontend/src/assets/Logos/cline.svg
@@ -0,0 +1,3 @@
+<svg role="img" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg">
+	<path d="m23.365 13.556-1.442-2.895V8.994c0-2.764-2.218-5.002-4.954-5.002h-2.464c.178-.367.276-.779.276-1.213A2.77 2.77 0 0 0 12.018 0a2.77 2.77 0 0 0-2.763 2.779c0 .434.098.846.276 1.213H7.067c-2.736 0-4.954 2.238-4.954 5.002v1.667L.64 13.549c-.149.29-.149.636 0 .927l1.472 2.855v1.667C2.113 21.762 4.33 24 7.067 24h9.902c2.736 0 4.954-2.238 4.954-5.002V17.33l1.44-2.865c.143-.286.143-.622.002-.91m-12.854 2.36a2.27 2.27 0 0 1-2.261 2.273 2.27 2.27 0 0 1-2.261-2.273v-4.042A2.27 2.27 0 0 1 8.249 9.6a2.267 2.267 0 0 1 2.262 2.274zm7.285 0a2.27 2.27 0 0 1-2.26 2.273 2.27 2.27 0 0 1-2.262-2.273v-4.042A2.267 2.267 0 0 1 15.535 9.6a2.267 2.267 0 0 1 2.261 2.274z" fill="#7A8291" />
+</svg>
--- a/frontend/src/assets/Logos/confluent-kafka.svg
+++ b/frontend/src/assets/Logos/confluent-kafka.svg
@@ -1,6 +1,6 @@
 <svg version="1.1" id="Layer_1" xmlns:x="ns_extend;" xmlns:i="ns_ai;" xmlns:graph="ns_graphs;" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewBox="0 0 43 43" style="enable-background:new 0 0 43 43;" xml:space="preserve">
 <style type="text/css">
-  .st0{fill-rule:evenodd;clip-rule:evenodd;fill:#FFFFFF;}
+  .st0{fill-rule:evenodd;clip-rule:evenodd;fill:#0074A2;}
 </style>
 <metadata>
  <sfw xmlns="ns_sfw;">
--- a/frontend/src/assets/Logos/cursor.svg
+++ b/frontend/src/assets/Logos/cursor.svg
@@ -0,0 +1,3 @@
+<svg role="img" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg">
+	<path d="M11.503.131 1.891 5.678a.84.84 0 0 0-.42.726v11.188c0 .3.162.575.42.724l9.609 5.55a1 1 0 0 0 .998 0l9.61-5.55a.84.84 0 0 0 .42-.724V6.404a.84.84 0 0 0-.42-.726L12.497.131a1.01 1.01 0 0 0-.996 0M2.657 6.338h18.55c.263 0 .43.287.297.515L12.23 22.918c-.062.107-.229.064-.229-.06V12.335a.59.59 0 0 0-.295-.51l-9.11-5.257c-.109-.063-.064-.23.061-.23" fill="#7A8291" />
+</svg>
--- a/frontend/src/assets/Logos/datadog.svg
+++ b/frontend/src/assets/Logos/datadog.svg
@@ -3,7 +3,7 @@
 <svg version="1.1" id="Layer_1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px"
 	 viewBox="0 0 800.5 907.77" style="enable-background:new 0 0 800.5 907.77;" xml:space="preserve">
 <style type="text/css">
-	.st0{fill:#FFFFFF;}
+	.st0{fill:#8B5CC7;}
 </style>
 <path class="st0" d="M303.36,238.61c31.36-21.37,71.76-12.97,65-6.53c-12.89,12.28,4.26,8.65,6.11,31.31
 	c1.36,16.69-4.09,25.88-8.78,31.11c-9.79,1.28-21.69,3.67-36.02,8.33c-8.48,2.76-15.85,5.82-22.31,8.9
--- a/frontend/src/assets/Logos/daytona.svg
+++ b/frontend/src/assets/Logos/daytona.svg
@@ -0,0 +1,10 @@
+<svg role="img" viewBox="0 0 275 287" xmlns="http://www.w3.org/2000/svg">
+	<path d="M14.5584 193.736H114.275V227.925H14.5584V193.736Z" fill="#7A8291" />
+	<path d="M148.464 74.076H262.426V108.265H148.464V74.076Z" fill="#7A8291" />
+	<path d="M88.6338 84.6127L173.246 0L197.422 24.175L112.809 108.788L88.6338 84.6127Z" fill="#7A8291" />
+	<path d="M89.157 170.084L24.175 105.102L0 129.277L64.9819 194.259L89.157 170.084Z" fill="#7A8291" />
+	<path d="M174.629 217.911L106.133 286.407L81.9577 262.232L150.454 193.736L174.629 217.911Z" fill="#7A8291" />
+	<path d="M174.106 132.44L250.66 208.994L274.835 184.819L198.281 108.265L174.106 132.44Z" fill="#7A8291" />
+	<path d="M88.6338 48.434V131.057H54.4451L54.4451 48.434H88.6338Z" fill="#7A8291" />
+	<path d="M208.294 168.094V270.66H174.106V168.094H208.294Z" fill="#7A8291" />
+</svg>
--- a/frontend/src/assets/Logos/deno.svg
+++ b/frontend/src/assets/Logos/deno.svg
@@ -1 +1 @@
-<svg xmlns="http://www.w3.org/2000/svg" fill="#fff" viewBox="0 0 24 24"><title>Deno</title><path d="M1.105 18.02A11.9 11.9 0 0 1 0 12.985q0-.698.078-1.376a12 12 0 0 1 .231-1.34A12 12 0 0 1 4.025 4.02a12 12 0 0 1 5.46-2.771 12 12 0 0 1 3.428-.23c1.452.112 2.825.477 4.077 1.05a12 12 0 0 1 2.78 1.774 12.02 12.02 0 0 1 4.053 7.078A12 12 0 0 1 24 12.985q0 .454-.036.914a12 12 0 0 1-.728 3.305 12 12 0 0 1-2.38 3.875c-1.33 1.357-3.02 1.962-4.43 1.936a4.4 4.4 0 0 1-2.724-1.024c-.99-.853-1.391-1.83-1.53-2.919a5 5 0 0 1 .128-1.518c.105-.38.37-1.116.76-1.437-.455-.197-1.04-.624-1.226-.829-.045-.05-.04-.13 0-.183a.155.155 0 0 1 .177-.053c.392.134.869.267 1.372.35.66.111 1.484.25 2.317.292 2.03.1 4.153-.813 4.812-2.627s.403-3.609-1.96-4.685-3.454-2.356-5.363-3.128c-1.247-.505-2.636-.205-4.06.582-3.838 2.121-7.277 8.822-5.69 15.032a.191.191 0 0 1-.315.19 12 12 0 0 1-1.25-1.634 12 12 0 0 1-.769-1.404M11.57 6.087c.649-.051 1.214.501 1.31 1.236.13.979-.228 1.99-1.41 2.013-1.01.02-1.315-.997-1.248-1.614.066-.616.574-1.575 1.35-1.635"/></svg>
+<svg xmlns="http://www.w3.org/2000/svg" fill="#7A8291" viewBox="0 0 24 24"><title>Deno</title><path d="M1.105 18.02A11.9 11.9 0 0 1 0 12.985q0-.698.078-1.376a12 12 0 0 1 .231-1.34A12 12 0 0 1 4.025 4.02a12 12 0 0 1 5.46-2.771 12 12 0 0 1 3.428-.23c1.452.112 2.825.477 4.077 1.05a12 12 0 0 1 2.78 1.774 12.02 12.02 0 0 1 4.053 7.078A12 12 0 0 1 24 12.985q0 .454-.036.914a12 12 0 0 1-.728 3.305 12 12 0 0 1-2.38 3.875c-1.33 1.357-3.02 1.962-4.43 1.936a4.4 4.4 0 0 1-2.724-1.024c-.99-.853-1.391-1.83-1.53-2.919a5 5 0 0 1 .128-1.518c.105-.38.37-1.116.76-1.437-.455-.197-1.04-.624-1.226-.829-.045-.05-.04-.13 0-.183a.155.155 0 0 1 .177-.053c.392.134.869.267 1.372.35.66.111 1.484.25 2.317.292 2.03.1 4.153-.813 4.812-2.627s.403-3.609-1.96-4.685-3.454-2.356-5.363-3.128c-1.247-.505-2.636-.205-4.06.582-3.838 2.121-7.277 8.822-5.69 15.032a.191.191 0 0 1-.315.19 12 12 0 0 1-1.25-1.634 12 12 0 0 1-.769-1.404M11.57 6.087c.649-.051 1.214.501 1.31 1.236.13.979-.228 1.99-1.41 2.013-1.01.02-1.315-.997-1.248-1.614.066-.616.574-1.575 1.35-1.635"/></svg>
--- a/frontend/src/assets/Logos/document-load.svg
+++ b/frontend/src/assets/Logos/document-load.svg
@@ -1 +1 @@
-<svg xmlns="http://www.w3.org/2000/svg" width="100" height="100" fill="#FFF" viewBox="0 0 50 50"><path d="M7 2v46h36V14.594l-.281-.313-12-12L30.406 2Zm2 2h20v12h12v30H9Zm22 1.438L39.563 14H31ZM15 22v2h20v-2Zm0 6v2h16v-2Zm0 6v2h20v-2Z"/></svg>
+<svg xmlns="http://www.w3.org/2000/svg" width="100" height="100" fill="#7A8291" viewBox="0 0 50 50"><path d="M7 2v46h36V14.594l-.281-.313-12-12L30.406 2Zm2 2h20v12h12v30H9Zm22 1.438L39.563 14H31ZM15 22v2h20v-2Zm0 6v2h16v-2Zm0 6v2h20v-2Z"/></svg>
--- a/frontend/src/assets/Logos/e2b.svg
+++ b/frontend/src/assets/Logos/e2b.svg
@@ -0,0 +1,3 @@
+<svg role="img" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg">
+	<path d="M9 6h10v12H9a4 4 0 0 1-4-4v-4a4 4 0 0 1 4-4zm1.2 4.6h8.8v.9h-8.8zm0 3.6h8.8v.9h-8.8z" fill="#7A8291" fill-rule="evenodd" />
+</svg>
--- a/frontend/src/assets/Logos/emqx.svg
+++ b/frontend/src/assets/Logos/emqx.svg
@@ -0,0 +1,5 @@
+<svg role="img" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg">
+	<path d="M6.5 5.5h13a1.5 1.5 0 0 1 0 3h-13a1.5 1.5 0 0 1 0-3z" fill="#00B173" />
+	<path d="M4 10.5h10a1.5 1.5 0 0 1 0 3H4a1.5 1.5 0 0 1 0-3z" fill="#00B173" />
+	<path d="M6.5 15.5h13a1.5 1.5 0 0 1 0 3h-13a1.5 1.5 0 0 1 0-3z" fill="#00B173" />
+</svg>
--- a/frontend/src/assets/Logos/from-log-file.svg
+++ b/frontend/src/assets/Logos/from-log-file.svg
@@ -1 +1 @@
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--- a/frontend/src/assets/Logos/haystack.svg
+++ b/frontend/src/assets/Logos/haystack.svg
@@ -1 +1 @@
-<svg xmlns="http://www.w3.org/2000/svg" fill="#fff" viewBox="0 0 24 24"><title>Haystack</title><path d="M2.008 0C.9 0 0 .9 0 2.008v19.984C0 23.1.9 24 2.008 24h19.984C23.1 24 24 23.1 24 21.992V2.008C24 .9 23.1 0 21.992 0Zm9.963 3.84c3.43 0 6.21 2.763 6.21 6.17v6.488a.27.27 0 0 1-.27.268 2.423 2.423 0 0 1-2.43-2.414V10.01c0-1.927-1.572-3.488-3.51-3.488S8.547 8.085 8.547 10.01v1.608a.263.263 0 0 0 .259.268h1.54a.27.27 0 0 0 .275-.263V9.945c0-.74.604-1.341 1.35-1.341s1.35.6 1.35 1.341V20.03a.275.275 0 0 1-.28.268 2.41 2.41 0 0 1-2.42-2.404v-3.23a.275.275 0 0 0-.276-.269H8.811a.264.264 0 0 0-.264.263v1.08c0 1.333-1.175 2.414-2.517 2.414a.27.27 0 0 1-.27-.268v-7.872c0-3.408 2.78-6.171 6.21-6.171"/></svg>
+<svg xmlns="http://www.w3.org/2000/svg" fill="#0E9A89" viewBox="0 0 24 24"><title>Haystack</title><path d="M2.008 0C.9 0 0 .9 0 2.008v19.984C0 23.1.9 24 2.008 24h19.984C23.1 24 24 23.1 24 21.992V2.008C24 .9 23.1 0 21.992 0Zm9.963 3.84c3.43 0 6.21 2.763 6.21 6.17v6.488a.27.27 0 0 1-.27.268 2.423 2.423 0 0 1-2.43-2.414V10.01c0-1.927-1.572-3.488-3.51-3.488S8.547 8.085 8.547 10.01v1.608a.263.263 0 0 0 .259.268h1.54a.27.27 0 0 0 .275-.263V9.945c0-.74.604-1.341 1.35-1.341s1.35.6 1.35 1.341V20.03a.275.275 0 0 1-.28.268 2.41 2.41 0 0 1-2.42-2.404v-3.23a.275.275 0 0 0-.276-.269H8.811a.264.264 0 0 0-.264.263v1.08c0 1.333-1.175 2.414-2.517 2.414a.27.27 0 0 1-.27-.268v-7.872c0-3.408 2.78-6.171 6.21-6.171"/></svg>
--- a/frontend/src/assets/Logos/kafka.svg
+++ b/frontend/src/assets/Logos/kafka.svg
@@ -1 +1 @@
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+<svg xmlns="http://www.w3.org/2000/svg" width="154" height="250" preserveAspectRatio="xMidYMid" viewBox="0 0 256 416"><path d="M201.816 230.216c-16.186 0-30.697 7.171-40.634 18.461l-25.463-18.026c2.703-7.442 4.255-15.433 4.255-23.797 0-8.219-1.498-16.076-4.112-23.408l25.406-17.835c9.936 11.233 24.409 18.365 40.548 18.365 29.875 0 54.184-24.305 54.184-54.184s-24.309-54.184-54.184-54.184-54.184 24.305-54.184 54.184c0 5.348.808 10.505 2.258 15.389l-25.423 17.844c-10.62-13.175-25.911-22.374-43.333-25.182v-30.64c24.544-5.155 43.037-26.962 43.037-53.019C124.171 24.305 99.862 0 69.987 0S15.803 24.305 15.803 54.184c0 25.708 18.014 47.246 42.067 52.769v31.038C25.044 143.753 0 172.401 0 206.854c0 34.621 25.292 63.374 58.355 68.94v32.774c-24.299 5.341-42.552 27.011-42.552 52.894 0 29.879 24.309 54.184 54.184 54.184s54.184-24.305 54.184-54.184c0-25.883-18.253-47.553-42.552-52.894v-32.775a69.97 69.97 0 0 0 42.6-24.776l25.633 18.143c-1.423 4.84-2.22 9.946-2.22 15.24 0 29.879 24.309 54.184 54.184 54.184S256 314.279 256 284.4s-24.309-54.184-54.184-54.184m0-126.695c14.487 0 26.27 11.788 26.27 26.271s-11.783 26.27-26.27 26.27-26.27-11.787-26.27-26.27 11.783-26.271 26.27-26.271m-158.1-49.337c0-14.483 11.784-26.27 26.271-26.27s26.27 11.787 26.27 26.27-11.783 26.27-26.27 26.27-26.271-11.787-26.271-26.27m52.541 307.278c0 14.483-11.783 26.27-26.27 26.27s-26.271-11.787-26.271-26.27 11.784-26.27 26.271-26.27 26.27 11.787 26.27 26.27m-26.272-117.97c-20.205 0-36.642-16.434-36.642-36.638 0-20.205 16.437-36.642 36.642-36.642 20.204 0 36.641 16.437 36.641 36.642 0 20.204-16.437 36.638-36.641 36.638m131.831 67.179c-14.487 0-26.27-11.788-26.27-26.271s11.783-26.27 26.27-26.27 26.27 11.787 26.27 26.27-11.783 26.271-26.27 26.271" style="fill:#7A8291"/></svg>
--- a/frontend/src/assets/Logos/karpenter.svg
+++ b/frontend/src/assets/Logos/karpenter.svg
@@ -0,0 +1,5 @@
+<svg role="img" viewBox="0 0 500 500" xmlns="http://www.w3.org/2000/svg">
+	<g transform="translate(2.1186441,37.661017)">
+		<path d="m 237.70492,0 c 76.95771,0 139.34426,62.386551 139.34426,139.34426 v 0 l -1.8e-4,197.00774 65.57395,-1.5e-4 c 31.68847,0 57.37705,25.68858 57.37705,57.37705 v 0 V 443 h -7.54607 c -18.22527,0 -33.09496,-14.59276 -33.43754,-32.81482 v 0 -8.22465 l -0.003,-0.40664 c -0.21715,-13.39321 -11.14191,-24.18352 -24.58687,-24.18352 v 0 H 106.55738 C 47.707363,377.37037 0,329.66301 0,270.81299 v 0 -131.46873 C 0,62.386551 62.386551,0 139.34426,0 v 0 z m -8.19672,41.018518 h -81.96722 l -1.76212,0.01428 C 87.741593,41.97378 40.983607,89.314381 40.983607,147.5759 v 0 123.20218 l 0.0088,1.08438 c 0.579068,35.71525 29.711746,64.48939 65.564993,64.48939 v 0 h 163.9344 c 36.2154,0 65.57377,-29.35838 65.57377,-65.57377 v 0 -123.20218 l -0.0143,-1.76213 C 335.11031,87.776505 287.76971,41.018518 229.5082,41.018518 Z m -81.63935,65.629632 c 9.34426,0 16.72131,7.62944 16.72131,17.22778 v 0 49.96055 l 56.80328,-58.57444 c 7.37705,-6.89111 17.45902,-7.38334 24.59017,-0.73834 v 0 0.24611 c 6.88524,6.39889 6.39344,16.98167 -1.22951,23.87278 v 0 l -42.04918,43.31556 48.93442,69.89555 c 5.90164,8.61389 4.18033,19.44278 -3.68852,24.61111 -8.60656,4.92223 -18.44262,2.21501 -24.34426,-6.39888 v 0 l -44.0164,-64.48112 -15,15.75112 v 40.36222 c 0,9.84444 -7.37705,17.22778 -16.72131,17.22778 -9.34426,0 -16.72131,-7.38334 -16.72131,-17.22778 v 0 -137.82222 c 0,-9.59834 7.37705,-17.22778 16.72131,-17.22778 z" fill="#5C62B0" fill-rule="evenodd" />
+	</g>
+</svg>
--- a/frontend/src/assets/Logos/langchain.svg
+++ b/frontend/src/assets/Logos/langchain.svg
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--- a/frontend/src/assets/Logos/meta.svg
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--- a/frontend/src/assets/Logos/modal.svg
+++ b/frontend/src/assets/Logos/modal.svg
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+++ b/frontend/src/assets/Logos/openai.svg
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--- a/frontend/src/assets/Logos/openrouter.svg
+++ b/frontend/src/assets/Logos/openrouter.svg
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--- a/frontend/src/assets/Logos/podman.svg
+++ b/frontend/src/assets/Logos/podman.svg
--- a/frontend/src/assets/Logos/sglang.svg
+++ b/frontend/src/assets/Logos/sglang.svg
@@ -0,0 +1,10 @@
+<svg role="img" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg">
+	<g fill="none" stroke="#A5300F" stroke-width="1.7" stroke-linecap="round" stroke-linejoin="round">
+		<path d="M17.4 7.7c0 4.6-4.7 4.9-4.7 8.6" />
+		<path d="M8 10.7c3.3 0 4.2 2.4 4.2 5.6" />
+		<circle cx="17.4" cy="4.6" r="3.1" fill="#FADDCD" />
+		<circle cx="4.9" cy="10.7" r="3.1" fill="#FADDCD" />
+		<rect x="7.9" y="16.3" width="9.6" height="6.6" rx="1.6" fill="#FADDCD" />
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+	</g>
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--- a/frontend/src/assets/Logos/vercel.svg
+++ b/frontend/src/assets/Logos/vercel.svg
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+<svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 1155 1000"><path fill="#7A8291" d="m577.3 0 577.4 1000H0z"/></svg>
--- a/frontend/src/assets/Logos/vllm.svg
+++ b/frontend/src/assets/Logos/vllm.svg
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+<svg role="img" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg">
+	<path d="m23.6 0-8.721 4.59L9.829 24h7.41z" fill="#30A2FF" />
+	<path d="M9.83 24V5.142H.4z" fill="#FDB515" />
+</svg>
--- a/frontend/src/assets/Logos/zap.svg
+++ b/frontend/src/assets/Logos/zap.svg
@@ -1 +1 @@
-<svg xmlns="http://www.w3.org/2000/svg" width="800" height="800" fill="#fff" stroke="#fff" viewBox="0 0 24 24"><path d="M20.98 11.802a1 1 0 0 0-.738-.771l-6.86-1.716 2.537-5.921a1 1 0 0 0-.317-1.192.996.996 0 0 0-1.234.024l-11 9a1 1 0 0 0 .39 1.744l6.719 1.681-3.345 5.854A1 1 0 0 0 8 22a1 1 0 0 0 .6-.2l12-9a1 1 0 0 0 .38-.998z"/></svg>
+<svg xmlns="http://www.w3.org/2000/svg" width="800" height="800" fill="#7A8291" stroke="#7A8291" viewBox="0 0 24 24"><path d="M20.98 11.802a1 1 0 0 0-.738-.771l-6.86-1.716 2.537-5.921a1 1 0 0 0-.317-1.192.996.996 0 0 0-1.234.024l-11 9a1 1 0 0 0 .39 1.744l6.719 1.681-3.345 5.854A1 1 0 0 0 8 22a1 1 0 0 0 .6-.2l12-9a1 1 0 0 0 .38-.998z"/></svg>
--- a/frontend/src/constants/features.ts
+++ b/frontend/src/constants/features.ts
@@ -8,6 +8,5 @@ export enum FeatureKeys {
 	PREMIUM_SUPPORT = 'premium_support',
 	ANOMALY_DETECTION = 'anomaly_detection',
 	USE_JSON_BODY = 'use_json_body',
-	ENABLE_AI_OBSERVABILITY = 'enable_ai_observability',
 	ENABLE_METRICS_REDUCTION = 'enable_metrics_reduction',
 }
--- a/frontend/src/container/OnboardingV2Container/onboarding-configs/onboarding-config-with-links.ts
+++ b/frontend/src/container/OnboardingV2Container/onboarding-configs/onboarding-config-with-links.ts
@@ -4,11 +4,13 @@ import amazonMskUrl from '@/assets/Logos/amazon-msk.svg';
 import androidJavaMonitoringUrl from '@/assets/Logos/android-java-monitoring.svg';
 import androidKotlinMonitoringUrl from '@/assets/Logos/android-kotlin-monitoring.svg';
 import anthropicApiMonitoringUrl from '@/assets/Logos/anthropic-api-monitoring.svg';
+import antigravityUrl from '@/assets/Logos/antigravity.svg';
 import apacheDruidUrl from '@/assets/Logos/apache-druid.svg';
 import apacheUrl from '@/assets/Logos/apache.svg';
 import apiGatewayUrl from '@/assets/Logos/api-gateway.svg';
 import argocdUrl from '@/assets/Logos/argocd.svg';
 import aspnetUrl from '@/assets/Logos/aspnet.svg';
+import auroraUrl from '@/assets/Logos/aurora.svg';
 import auth0Url from '@/assets/Logos/auth0.svg';
 import autogenUrl from '@/assets/Logos/autogen.svg';
 import awsAlbUrl from '@/assets/Logos/aws-alb.svg';
@@ -28,6 +30,7 @@ import celeryUrl from '@/assets/Logos/celery.svg';
 import certManagerUrl from '@/assets/Logos/cert-manager.svg';
 import claudeCodeUrl from '@/assets/Logos/claude-code.svg';
 import clickhouseUrl from '@/assets/Logos/clickhouse.svg';
+import clineUrl from '@/assets/Logos/cline.svg';
 import cloudflareUrl from '@/assets/Logos/cloudflare.svg';
 import cloudnativePgUrl from '@/assets/Logos/cloudnative-pg.svg';
 import cloudwatchLogsUrl from '@/assets/Logos/cloudwatch-logs.svg';
@@ -36,8 +39,10 @@ import confluentKafkaUrl from '@/assets/Logos/confluent-kafka.svg';
 import convexLogoUrl from '@/assets/Logos/convex-logo.svg';
 import cppUrl from '@/assets/Logos/cpp.svg';
 import crewAiUrl from '@/assets/Logos/crew-ai.svg';
+import cursorUrl from '@/assets/Logos/cursor.svg';
 import dashboardsUrl from '@/assets/Logos/dashboards.svg';
 import datadogUrl from '@/assets/Logos/datadog.svg';
+import daytonaUrl from '@/assets/Logos/daytona.svg';
 import dbosUrl from '@/assets/Logos/dbos.svg';
 import deepseekUrl from '@/assets/Logos/deepseek.svg';
 import denoUrl from '@/assets/Logos/deno.svg';
@@ -47,6 +52,7 @@ import documentLoadUrl from '@/assets/Logos/document-load.svg';
 import dotnetUrl from '@/assets/Logos/dotnet.svg';
 import dspyUrl from '@/assets/Logos/dspy.svg';
 import dynamodbUrl from '@/assets/Logos/dynamodb.svg';
+import e2bUrl from '@/assets/Logos/e2b.svg';
 import ec2Url from '@/assets/Logos/ec2.svg';
 import ecsUrl from '@/assets/Logos/ecs.svg';
 import eksUrl from '@/assets/Logos/eks.svg';
@@ -55,6 +61,7 @@ import elasticsearchUrl from '@/assets/Logos/elasticsearch.svg';
 import elbUrl from '@/assets/Logos/elb.svg';
 import elixirUrl from '@/assets/Logos/elixir.svg';
 import elkUrl from '@/assets/Logos/elk.svg';
+import emqxUrl from '@/assets/Logos/emqx.svg';
 import envoyUrl from '@/assets/Logos/envoy.svg';
 import externalApiMonitoringUrl from '@/assets/Logos/external-api-monitoring.svg';
 import fluentbitUrl from '@/assets/Logos/fluentbit.svg';
@@ -101,6 +108,7 @@ import javascriptUrl from '@/assets/Logos/javascript.svg';
 import jbossUrl from '@/assets/Logos/jboss.svg';
 import jenkinsUrl from '@/assets/Logos/jenkins.svg';
 import kafkaUrl from '@/assets/Logos/kafka.svg';
+import karpenterUrl from '@/assets/Logos/karpenter.svg';
 import kedaUrl from '@/assets/Logos/keda.svg';
 import kongUrl from '@/assets/Logos/kong.svg';
 import kubernetesUrl from '@/assets/Logos/kubernetes.svg';
@@ -116,9 +124,11 @@ import logrusUrl from '@/assets/Logos/logrus.svg';
 import logsUrl from '@/assets/Logos/logs.svg';
 import logstashUrl from '@/assets/Logos/logstash.svg';
 import mastraUrl from '@/assets/Logos/mastra.svg';
+import metaUrl from '@/assets/Logos/meta.svg';
 import metricsUrl from '@/assets/Logos/metrics.svg';
 import microsoftSqlServerUrl from '@/assets/Logos/microsoft-sql-server.svg';
 import mistralUrl from '@/assets/Logos/mistral.svg';
+import modalUrl from '@/assets/Logos/modal.svg';
 import mongoUrl from '@/assets/Logos/mongo.svg';
 import n8nUrl from '@/assets/Logos/n8n.svg';
 import neonUrl from '@/assets/Logos/neon.svg';
@@ -141,6 +151,7 @@ import phpUrl from '@/assets/Logos/php.svg';
 import pinoUrl from '@/assets/Logos/pino.svg';
 import pipecatUrl from '@/assets/Logos/pipecat.svg';
 import planetscaleUrl from '@/assets/Logos/planetscale.svg';
+import podmanUrl from '@/assets/Logos/podman.svg';
 import postgresqlUrl from '@/assets/Logos/postgresql.svg';
 import prometheusUrl from '@/assets/Logos/prometheus.svg';
 import pydanticAiUrl from '@/assets/Logos/pydantic-ai.svg';
@@ -158,6 +169,7 @@ import rubyOnRailsUrl from '@/assets/Logos/ruby-on-rails.svg';
 import rustUrl from '@/assets/Logos/rust.svg';
 import s3Url from '@/assets/Logos/s3.svg';
 import scalaUrl from '@/assets/Logos/scala.svg';
+import sglangUrl from '@/assets/Logos/sglang.svg';
 import signozBrandLogoUrl from '@/assets/Logos/signoz-brand-logo.svg';
 import slogUrl from '@/assets/Logos/slog.svg';
 import slurmUrl from '@/assets/Logos/slurm.svg';
@@ -179,6 +191,7 @@ import traceloopUrl from '@/assets/Logos/traceloop.svg';
 import tracesUrl from '@/assets/Logos/traces.svg';
 import vectorUrl from '@/assets/Logos/vector.svg';
 import vercelUrl from '@/assets/Logos/vercel.svg';
+import vllmUrl from '@/assets/Logos/vllm.svg';
 import vmUrl from '@/assets/Logos/vm.svg';
 import vpcUrl from '@/assets/Logos/vpc.svg';
 import windowsUrl from '@/assets/Logos/windows.svg';
@@ -1014,35 +1027,64 @@ const onboardingConfigWithLinks = [
 			'tracing',
 		],
 		id: 'golang',
-		link: '/docs/instrumentation/opentelemetry-golang/',
+		link: '/docs/instrumentation/golang/overview/',
 		question: {
-			desc: 'What is your Environment?',
+			desc: 'How do you want to instrument your application?',
+			helpText:
+				'The SDK needs code changes. Compile-time instrumentation rebuilds the binary with otelc. eBPF attaches to a running binary and needs neither.',
+			helpLink: '/docs/instrumentation/golang/overview/',
+			helpLinkText: 'Compare the options →',
 			type: 'select',
-			entityID: 'environment',
+			entityID: 'framework',
 			options: [
 				{
-					key: 'vm',
-					label: 'VM',
-					imgUrl: vmUrl,
+					key: 'golang-sdk',
+					label: 'OpenTelemetry SDK',
+					imgUrl: goUrl,
 					link: '/docs/instrumentation/opentelemetry-golang/',
+					question: {
+						desc: 'What is your Environment?',
+						type: 'select',
+						entityID: 'environment',
+						options: [
+							{
+								key: 'vm',
+								label: 'VM',
+								imgUrl: vmUrl,
+								link: '/docs/instrumentation/opentelemetry-golang/',
+							},
+							{
+								key: 'k8s',
+								label: 'Kubernetes',
+								imgUrl: kubernetesUrl,
+								link: '/docs/instrumentation/opentelemetry-golang/',
+							},
+							{
+								key: 'windows',
+								label: 'Windows',
+								imgUrl: windowsUrl,
+								link: '/docs/instrumentation/opentelemetry-golang/',
+							},
+							{
+								key: 'docker',
+								label: 'Docker',
+								imgUrl: dockerUrl,
+								link: '/docs/instrumentation/opentelemetry-golang/',
+							},
+						],
+					},
 				},
 				{
-					key: 'k8s',
-					label: 'Kubernetes',
-					imgUrl: kubernetesUrl,
-					link: '/docs/instrumentation/opentelemetry-golang/',
+					key: 'golang-compile-time',
+					label: 'Compile-Time (otelc)',
+					imgUrl: goUrl,
+					link: '/docs/instrumentation/golang/compile-time-instrumentation/',
 				},
 				{
-					key: 'windows',
-					label: 'Windows',
-					imgUrl: windowsUrl,
-					link: '/docs/instrumentation/opentelemetry-golang/',
-				},
-				{
-					key: 'docker',
-					label: 'Docker',
-					imgUrl: dockerUrl,
-					link: '/docs/instrumentation/opentelemetry-golang/',
+					key: 'golang-ebpf',
+					label: 'eBPF',
+					imgUrl: opentelemetryUrl,
+					link: '/docs/instrumentation/golang/ebpf-instrumentation/',
 				},
 			],
 		},
@@ -2868,22 +2910,28 @@ const onboardingConfigWithLinks = [
 					imgUrl: lambdaUrl,
 					link: '/docs/aws-monitoring/lambda/lambda-traces/',
 					question: {
-						desc: 'Which runtime does your Lambda function use?',
+						desc: 'How is your Lambda function packaged?',
 						helpText:
-							'Python, Node.js, Java, and Ruby use the OpenTelemetry auto-instrumentation layer. Go has no layer, so you add the SDK to your code.',
+							'Zip functions use the OpenTelemetry auto-instrumentation layer, except Go, which has no layer and needs the SDK in your code. Layers do not attach to container images, so those bake instrumentation into the image.',
 						options: [
 							{
 								key: 'aws-lambda-traces-auto',
-								label: 'Python, Node.js, Java, Ruby',
+								label: 'Zip - Python, Node.js, Java, Ruby',
 								imgUrl: lambdaUrl,
 								link: '/docs/aws-monitoring/lambda/lambda-traces/',
 							},
 							{
 								key: 'aws-lambda-traces-golang',
-								label: 'Go',
+								label: 'Zip - Go',
 								imgUrl: goUrl,
 								link: '/docs/aws-monitoring/lambda/lambda-traces-golang/',
 							},
+							{
+								key: 'aws-lambda-traces-container-image',
+								label: 'Container Image',
+								imgUrl: dockerUrl,
+								link: '/docs/aws-monitoring/lambda/lambda-traces-container-image/',
+							},
 						],
 					},
 				},
@@ -7489,5 +7537,455 @@ const onboardingConfigWithLinks = [
 		id: 'mysql-logs',
 		link: '/docs/integrations/opentelemetry-mysql/',
 	},
+	{
+		dataSource: 'cursor',
+		label: 'Cursor',
+		imgUrl: cursorUrl,
+		tags: ['LLM Monitoring'],
+		module: 'apm',
+		relatedSearchKeywords: [
+			'agent',
+			'ai coding assistant',
+			'cursor',
+			'cursor ai',
+			'cursor observability',
+			'cursor traces',
+			'ide',
+			'llm',
+			'llm monitoring',
+			'monitoring',
+			'observability',
+			'token usage',
+			'traces',
+			'tracing',
+		],
+		id: 'cursor',
+		link: '/docs/cursor-observability/',
+	},
+	{
+		dataSource: 'antigravity-cli',
+		label: 'Antigravity CLI',
+		imgUrl: antigravityUrl,
+		tags: ['LLM Monitoring'],
+		module: 'apm',
+		relatedSearchKeywords: [
+			'agent',
+			'ai coding assistant',
+			'antigravity',
+			'antigravity cli',
+			'cli',
+			'google antigravity',
+			'llm',
+			'llm monitoring',
+			'monitoring',
+			'observability',
+			'quota',
+			'tool calls',
+			'traces',
+			'tracing',
+		],
+		id: 'antigravity-cli',
+		link: '/docs/antigravity-cli-monitoring/',
+	},
+	{
+		dataSource: 'qwen-code',
+		label: 'Qwen Code',
+		imgUrl: qwenUrl,
+		tags: ['LLM Monitoring'],
+		module: 'apm',
+		relatedSearchKeywords: [
+			'agent',
+			'ai coding assistant',
+			'cli',
+			'llm',
+			'llm monitoring',
+			'monitoring',
+			'observability',
+			'qwen',
+			'qwen code',
+			'qwen code cli',
+			'token spend',
+			'traces',
+			'tracing',
+		],
+		id: 'qwen-code',
+		link: '/docs/qwen-code-observability/',
+	},
+	{
+		dataSource: 'deepseek-harness',
+		label: 'DeepSeek Harness',
+		imgUrl: deepseekUrl,
+		tags: ['LLM Monitoring'],
+		module: 'apm',
+		relatedSearchKeywords: [
+			'agent',
+			'ai coding assistant',
+			'deepseek',
+			'deepseek harness',
+			'dsh',
+			'llm',
+			'llm monitoring',
+			'monitoring',
+			'observability',
+			'token spend',
+			'traces',
+			'tracing',
+		],
+		id: 'deepseek-harness',
+		link: '/docs/deepseek-harness-observability/',
+	},
+	{
+		dataSource: 'muse-spark',
+		label: 'Meta Muse Spark',
+		imgUrl: metaUrl,
+		tags: ['LLM Monitoring'],
+		module: 'apm',
+		relatedSearchKeywords: [
+			'llm',
+			'llm monitoring',
+			'meta',
+			'meta model api',
+			'monitoring',
+			'muse',
+			'muse spark',
+			'observability',
+			'prompt cache',
+			'reasoning tokens',
+			'traces',
+			'tracing',
+		],
+		id: 'muse-spark',
+		link: '/docs/muse-spark-monitoring/',
+	},
+	{
+		dataSource: 'openai-agents-sdk',
+		label: 'OpenAI Agents SDK',
+		imgUrl: openaiUrl,
+		tags: ['LLM Monitoring'],
+		module: 'apm',
+		relatedSearchKeywords: [
+			'agent',
+			'agents sdk',
+			'handoffs',
+			'llm',
+			'llm monitoring',
+			'monitoring',
+			'observability',
+			'openai',
+			'openai agents sdk',
+			'tool calls',
+			'traces',
+			'tracing',
+		],
+		id: 'openai-agents-sdk',
+		link: '/docs/openai-agents-sdk-observability/',
+	},
+	{
+		dataSource: 'e2b',
+		label: 'E2B Sandbox',
+		imgUrl: e2bUrl,
+		tags: ['LLM Monitoring'],
+		module: 'apm',
+		relatedSearchKeywords: [
+			'agent',
+			'code execution',
+			'e2b',
+			'e2b sandbox',
+			'llm',
+			'llm monitoring',
+			'monitoring',
+			'observability',
+			'sandbox',
+			'traces',
+			'tracing',
+		],
+		id: 'e2b',
+		link: '/docs/e2b-monitoring/',
+	},
+	{
+		dataSource: 'daytona',
+		label: 'Daytona Sandbox',
+		imgUrl: daytonaUrl,
+		tags: ['LLM Monitoring'],
+		module: 'apm',
+		relatedSearchKeywords: [
+			'agent',
+			'code execution',
+			'daytona',
+			'daytona sandbox',
+			'llm',
+			'llm monitoring',
+			'monitoring',
+			'observability',
+			'sandbox',
+			'traces',
+			'tracing',
+		],
+		id: 'daytona',
+		link: '/docs/daytona-monitoring/',
+	},
+	{
+		dataSource: 'vercel-sandbox',
+		label: 'Vercel Sandbox',
+		imgUrl: vercelUrl,
+		tags: ['LLM Monitoring'],
+		module: 'apm',
+		relatedSearchKeywords: [
+			'agent',
+			'code execution',
+			'llm',
+			'llm monitoring',
+			'monitoring',
+			'observability',
+			'sandbox',
+			'traces',
+			'tracing',
+			'vercel',
+			'vercel sandbox',
+		],
+		id: 'vercel-sandbox',
+		link: '/docs/vercel-sandbox-observability/',
+	},
+	{
+		dataSource: 'modal',
+		label: 'Modal',
+		imgUrl: modalUrl,
+		tags: ['LLM Monitoring'],
+		module: 'apm',
+		relatedSearchKeywords: [
+			'agent',
+			'container metrics',
+			'llm',
+			'llm monitoring',
+			'modal',
+			'modal functions',
+			'modal sandbox',
+			'monitoring',
+			'observability',
+			'sandbox',
+			'serverless',
+			'traces',
+			'tracing',
+		],
+		id: 'modal',
+		link: '/docs/integrations/modal/',
+	},
+	{
+		dataSource: 'cline',
+		label: 'Cline',
+		imgUrl: clineUrl,
+		tags: ['LLM Monitoring'],
+		module: 'metrics',
+		relatedSearchKeywords: [
+			'ai coding assistant',
+			'cline',
+			'cline monitoring',
+			'cost per model',
+			'llm',
+			'llm monitoring',
+			'metrics',
+			'monitoring',
+			'observability',
+			'token usage',
+			'vs code',
+		],
+		id: 'cline',
+		link: '/docs/cline-monitoring/',
+	},
+	{
+		dataSource: 'muse-code',
+		label: 'Meta Muse Code',
+		imgUrl: metaUrl,
+		tags: ['LLM Monitoring'],
+		module: 'metrics',
+		relatedSearchKeywords: [
+			'agent',
+			'ai coding assistant',
+			'cli',
+			'llm',
+			'llm monitoring',
+			'meta',
+			'metrics',
+			'monitoring',
+			'muse',
+			'muse code',
+			'observability',
+			'prompt cache',
+			'token usage',
+		],
+		id: 'muse-code',
+		link: '/docs/muse-code-monitoring/',
+	},
+	{
+		dataSource: 'vllm',
+		label: 'vLLM',
+		imgUrl: vllmUrl,
+		tags: ['LLM Monitoring'],
+		module: 'metrics',
+		relatedSearchKeywords: [
+			'inference server',
+			'kv cache',
+			'llm',
+			'llm monitoring',
+			'metrics',
+			'monitoring',
+			'observability',
+			'time to first token',
+			'token throughput',
+			'vllm',
+		],
+		id: 'vllm',
+		link: '/docs/vllm-observability/',
+	},
+	{
+		dataSource: 'sglang',
+		label: 'SGLang',
+		imgUrl: sglangUrl,
+		tags: ['LLM Monitoring'],
+		module: 'metrics',
+		relatedSearchKeywords: [
+			'inference server',
+			'kv cache',
+			'llm',
+			'llm monitoring',
+			'metrics',
+			'monitoring',
+			'observability',
+			'sglang',
+			'time to first token',
+			'token throughput',
+		],
+		id: 'sglang',
+		link: '/docs/sglang-observability/',
+	},
+	{
+		dataSource: 'karpenter',
+		label: 'Karpenter',
+		imgUrl: karpenterUrl,
+		tags: ['infrastructure monitoring', 'metrics'],
+		module: 'metrics',
+		relatedSearchKeywords: [
+			'autoscaling',
+			'disruption',
+			'karpenter',
+			'karpenter metrics',
+			'kubernetes',
+			'metrics',
+			'monitoring',
+			'node provisioning',
+			'observability',
+			'opentelemetry karpenter',
+			'prometheus',
+		],
+		id: 'karpenter',
+		link: '/docs/metrics-management/opentelemetry-karpenter-metrics/',
+	},
+	{
+		dataSource: 'podman',
+		label: 'Podman',
+		imgUrl: podmanUrl,
+		tags: ['infrastructure monitoring', 'metrics'],
+		module: 'metrics',
+		relatedSearchKeywords: [
+			'container metrics',
+			'containers',
+			'metrics',
+			'monitoring',
+			'observability',
+			'opentelemetry podman',
+			'podman',
+			'podman metrics',
+		],
+		id: 'podman',
+		link: '/docs/metrics-management/opentelemetry-podman-metrics/',
+	},
+	{
+		dataSource: 'emqx',
+		label: 'EMQX',
+		imgUrl: emqxUrl,
+		tags: ['Messaging Queues', 'metrics'],
+		module: 'metrics',
+		relatedSearchKeywords: [
+			'broker',
+			'emqx',
+			'emqx metrics',
+			'iot',
+			'messaging queues',
+			'metrics',
+			'monitoring',
+			'mqtt',
+			'observability',
+			'opentelemetry emqx',
+		],
+		id: 'emqx',
+		link: '/docs/integrations/opentelemetry-emqx/',
+	},
+	{
+		dataSource: 'aws-rds-aurora',
+		label: 'AWS RDS Aurora',
+		imgUrl: auroraUrl,
+		tags: ['AWS', 'database'],
+		module: 'metrics',
+		relatedSearchKeywords: [
+			'aurora',
+			'aurora mysql',
+			'aurora postgresql',
+			'aws',
+			'cloudwatch',
+			'database',
+			'metrics',
+			'monitoring',
+			'observability',
+			'rds',
+			'rds aurora',
+		],
+		id: 'aws-rds-aurora',
+		link: '/docs/integrations/aws-rds-aurora/',
+	},
+	{
+		dataSource: 'gcp-cloud-storage',
+		label: 'GCP Cloud Storage',
+		imgUrl: gcpCloudStorageUrl,
+		tags: ['GCP'],
+		module: 'dashboards',
+		relatedSearchKeywords: [
+			'bucket',
+			'cloud storage',
+			'gcp',
+			'gcp cloud storage',
+			'gcp integration',
+			'gcs',
+			'google cloud',
+			'metrics',
+			'monitoring',
+			'object storage',
+			'observability',
+		],
+		id: 'gcp-cloud-storage',
+		link: '/integrations/gcp?service=cloudstorage',
+		internalRedirect: true,
+	},
+	{
+		dataSource: 'aws-lambda-microvms',
+		label: 'AWS Lambda MicroVMs',
+		imgUrl: lambdaUrl,
+		tags: ['AWS'],
+		module: 'metrics',
+		relatedSearchKeywords: [
+			'aws',
+			'lambda',
+			'lambda microvms',
+			'logs',
+			'metrics',
+			'microvm',
+			'monitoring',
+			'observability',
+			'opentelemetry collector',
+			'serverless',
+			'traces',
+		],
+		id: 'aws-lambda-microvms',
+		link: '/docs/aws-monitoring/lambda-microvms/',
+	},
 ];
 export default onboardingConfigWithLinks;
--- a/frontend/src/container/SideNav/NavItem/NavItem.styles.scss
+++ b/frontend/src/container/SideNav/NavItem/NavItem.styles.scss
@@ -114,8 +114,4 @@
 			}
 		}
 	}
-
-	.beta-tag {
-		padding-right: 0;
-	}
 }
--- a/frontend/src/container/SideNav/NavItem/NavItem.tsx
+++ b/frontend/src/container/SideNav/NavItem/NavItem.tsx
@@ -51,7 +51,7 @@ export default function NavItem({
 			data-testid={dataTestId}
 		>
 			{showIcon && <div className="nav-item-active-marker" />}
-			<div className={cx('nav-item-data', isBeta ? 'beta-tag' : '')}>
+			<div className="nav-item-data">
 				{showIcon && (
 					<div className={cx('nav-item-icon', isEarlyAccess ? 'noz-wave' : '')}>
 						{icon}
--- a/frontend/src/container/SideNav/SideNav.tsx
+++ b/frontend/src/container/SideNav/SideNav.tsx
@@ -47,7 +47,6 @@ import { useKeyboardHotkeys } from 'hooks/hotkeys/useKeyboardHotkeys';
 import useComponentPermission from 'hooks/useComponentPermission';
 import { useGetTenantLicense } from 'hooks/useGetTenantLicense';
 import { useIsAIAssistantEnabled } from 'hooks/useIsAIAssistantEnabled';
-import { useIsAIObservabilityEnabled } from 'hooks/useIsAIObservabilityEnabled';
 import { useNotifications } from 'hooks/useNotifications';
 import history from 'lib/history';
 import { isArray } from 'lodash-es';
@@ -255,7 +254,6 @@ function SideNav({ isPinned }: { isPinned: boolean }): JSX.Element {
 	const isAdmin = user.role === USER_ROLES.ADMIN;
 	const isEditor = user.role === USER_ROLES.EDITOR;
 	const isAIAssistantEnabled = useIsAIAssistantEnabled();
-	const isAIObservabilityEnabled = useIsAIObservabilityEnabled();
 	const aiAssistantActiveConversationId = useAIAssistantStore(
 		(s) => s.activeConversationId,
 	);
@@ -295,9 +293,6 @@ function SideNav({ isPinned }: { isPinned: boolean }): JSX.Element {
 			if (item.key === ROUTES.INTEGRATIONS) {
 				return shouldShowIntegrationsValue;
 			}
-			if (item.key === ROUTES.AI_OBSERVABILITY_OVERVIEW) {
-				return isAIObservabilityEnabled;
-			}
 			return item.isEnabled;
 		};

@@ -314,7 +309,6 @@ function SideNav({ isPinned }: { isPinned: boolean }): JSX.Element {
 		isEnterpriseSelfHostedUser,
 		isAdmin,
 		isEditor,
-		isAIObservabilityEnabled,
 	]);

 	// Track if we've done the initial sync (to avoid overwriting user actions during session)
--- a/frontend/src/container/SideNav/menuItems.tsx
+++ b/frontend/src/container/SideNav/menuItems.tsx
@@ -293,9 +293,7 @@ export const defaultMoreMenuItems: SidebarItem[] = [
 		label: 'AI Observability',
 		icon: <Brain size={16} />,
 		isBeta: true,
-		// Gated behind the `enable_ai_observability` feature flag in
-		// SideNav's `computedSecondaryMenuItems`; disabled by default.
-		isEnabled: false,
+		isEnabled: true,
 		itemKey: 'ai-observability',
 	},
 	{
--- a/frontend/src/hooks/useIsAIObservabilityEnabled.ts
+++ b/frontend/src/hooks/useIsAIObservabilityEnabled.ts
@@ -1,11 +0,0 @@
-import { FeatureKeys } from 'constants/features';
-import { useAppContext } from 'providers/App/App';
-
-export function useIsAIObservabilityEnabled(): boolean {
-	const { featureFlags } = useAppContext();
-	return (
-		featureFlags?.find(
-			(flag) => flag.name === FeatureKeys.ENABLE_AI_OBSERVABILITY,
-		)?.active || false
-	);
-}
--- a/frontend/src/lib/query/tests/panelTypeDataSourceFormValuesMap.test.ts
+++ b/frontend/src/lib/query/tests/panelTypeDataSourceFormValuesMap.test.ts
@@ -0,0 +1,135 @@
+import {
+	type BuilderField,
+	panelTypeDataSourceFormValuesMap,
+	type PartialPanelTypes,
+} from 'lib/query/panelTypeDataSourceFormValuesMap';
+import { isStaticPanelKind } from 'pages/DashboardPage/DashboardContainer/Panels/capabilities';
+import { PANEL_KIND_TO_PANEL_TYPE } from 'pages/DashboardPage/DashboardContainer/Panels/types/panelKind';
+import { PANEL_TYPES } from 'constants/queryBuilder';
+import { DataSource } from 'types/common/queryBuilder';
+
+/**
+ * The map is composed from a few shape rules rather than spelled out per panel type
+ * and data source. These specs pin the rules themselves — each one fails only when a
+ * rule changes, which is the moment to stop and decide, rather than whenever any
+ * field moves.
+ *
+ * The composition it replaced was checked cell by cell against the previous literal
+ * table, which is in git history at `main:frontend/src/lib/query/panelQuery.ts`.
+ */
+function fieldsFor(
+	panelType: keyof PartialPanelTypes,
+	dataSource: DataSource,
+): BuilderField[] {
+	return panelTypeDataSourceFormValuesMap[panelType][dataSource].builder
+		.queryData;
+}
+
+/** Fields present in `to` but not in `from`. */
+function added(from: BuilderField[], to: BuilderField[]): BuilderField[] {
+	return to.filter((field) => !from.includes(field)).sort();
+}
+
+/** Panel types built on the aggregating field list. */
+const AGGREGATING_TYPES: (keyof PartialPanelTypes)[] = [
+	PANEL_TYPES.AREA,
+	PANEL_TYPES.BAR,
+	PANEL_TYPES.HISTOGRAM,
+	PANEL_TYPES.TABLE,
+	PANEL_TYPES.PIE,
+];
+
+/** Panel types that reduce each series to one cell or slice. */
+const SCALAR_TYPES: (keyof PartialPanelTypes)[] = [
+	PANEL_TYPES.TABLE,
+	PANEL_TYPES.PIE,
+];
+
+describe('panelTypeDataSourceFormValuesMap', () => {
+	const seriesLogs = fieldsFor(PANEL_TYPES.TIME_SERIES, DataSource.LOGS);
+	const seriesMetrics = fieldsFor(PANEL_TYPES.TIME_SERIES, DataSource.METRICS);
+
+	// A kind with no entry throws on switch: handleQueryChange reads
+	// map[panelType][dataSource] straight through, and the cast at its call site
+	// hides the gap. Static kinds return before that call, so they are exempt.
+	it('covers every panel kind that can be switched to', () => {
+		const uncovered = Object.entries(PANEL_KIND_TO_PANEL_TYPE)
+			.filter(([kind]) => !isStaticPanelKind(kind as never))
+			.map(([, panelType]) => panelType)
+			.filter((panelType) => !(panelType in panelTypeDataSourceFormValuesMap));
+
+		expect(uncovered).toStrictEqual([]);
+	});
+
+	it('shares one builder surface between logs and traces', () => {
+		Object.values(panelTypeDataSourceFormValuesMap).forEach((sources) => {
+			expect(sources[DataSource.LOGS].builder.queryData).toStrictEqual(
+				sources[DataSource.TRACES].builder.queryData,
+			);
+		});
+	});
+
+	// The provider pushes onto the list it reads from this map, so two cells backed by
+	// one instance would leak fields into each other.
+	it('gives every cell its own array instance', () => {
+		const arrays = Object.values(panelTypeDataSourceFormValuesMap).flatMap(
+			(sources) =>
+				Object.values(sources).map((source) => source.builder.queryData),
+		);
+
+		expect(new Set(arrays).size).toBe(arrays.length);
+	});
+
+	// One consequence of composing: the aggregating types share a single field list, so
+	// an edit meant for charts reaches table and pie too.
+	it.each(AGGREGATING_TYPES)(
+		'gives %s the same non-metrics fields as a time series',
+		(panelType) => {
+			expect(fieldsFor(panelType, DataSource.LOGS)).toStrictEqual(seriesLogs);
+		},
+	);
+
+	it('adds both metrics aggregation steps for metrics', () => {
+		expect(added(seriesLogs, seriesMetrics)).toStrictEqual([
+			'spaceAggregation',
+			'timeAggregation',
+		]);
+	});
+
+	it.each(SCALAR_TYPES)('offers reduceTo to %s on metrics only', (panelType) => {
+		expect(
+			added(seriesMetrics, fieldsFor(panelType, DataSource.METRICS)),
+		).toStrictEqual(['reduceTo']);
+		expect(fieldsFor(panelType, DataSource.LOGS)).not.toContain('reduceTo');
+	});
+
+	it('drops grouping, paging and ordering for a single value', () => {
+		const value = fieldsFor(PANEL_TYPES.VALUE, DataSource.LOGS);
+
+		expect(added(value, seriesLogs)).toStrictEqual([
+			'groupBy',
+			'limit',
+			'orderBy',
+		]);
+		expect(value).toContain('reduceTo');
+	});
+
+	it('offers no aggregation fields to raw rows', () => {
+		const rows = fieldsFor(PANEL_TYPES.LIST, DataSource.LOGS);
+
+		expect(rows).not.toContain('aggregateAttribute');
+		expect(rows).not.toContain('aggregateOperator');
+		expect(rows).not.toContain('groupBy');
+		expect(rows).not.toContain('having');
+		expect(rows).not.toContain('stepInterval');
+	});
+
+	it('drops paging and ordering for metrics rows', () => {
+		expect(
+			added(
+				fieldsFor(PANEL_TYPES.LIST, DataSource.METRICS),
+				fieldsFor(PANEL_TYPES.LIST, DataSource.LOGS),
+			),
+		).toStrictEqual(['functions', 'limit', 'orderBy']);
+	});
+});
--- a/frontend/src/lib/query/panelQuery.ts
+++ b/frontend/src/lib/query/panelQuery.ts
@@ -1,7 +1,7 @@
 /**
 * Panel query shaping shared by the dashboard panel editor and the query
- * builder: the per-panel-type field allowlist, the panel-type switch, and the
- * dirty-check used to decide whether a panel has unsaved query edits.
+ * builder: the panel-type switch and the dirty-check used to decide whether a
+ * panel has unsaved query edits.
 */
 import {
 	initialQueryBuilderFormValuesMap,
@@ -9,7 +9,11 @@ import {
 } from 'constants/queryBuilder';
 import { cloneDeep, isEqual, set, unset } from 'lodash-es';
 import { IBuilderQuery, Query } from 'types/api/queryBuilder/queryBuilderData';
-import { DataSource } from 'types/common/queryBuilder';
+
+import {
+	panelTypeDataSourceFormValuesMap,
+	PartialPanelTypes,
+} from 'lib/query/panelTypeDataSourceFormValuesMap';

 // Asks "would saving the current panel change the persisted widget spec?".
 //
@@ -91,453 +95,6 @@ export const getIsQueryModified = (
 	);
 };

-export type PartialPanelTypes = {
-	[PANEL_TYPES.BAR]: 'bar';
-	[PANEL_TYPES.LIST]: 'list';
-	[PANEL_TYPES.TABLE]: 'table';
-	[PANEL_TYPES.TIME_SERIES]: 'graph';
-	[PANEL_TYPES.VALUE]: 'value';
-	[PANEL_TYPES.PIE]: 'pie';
-	[PANEL_TYPES.HISTOGRAM]: 'histogram';
-};
-
-export const panelTypeDataSourceFormValuesMap: Record<
-	keyof PartialPanelTypes,
-	Record<DataSource, any>
-> = {
-	[PANEL_TYPES.BAR]: {
-		[DataSource.LOGS]: {
-			builder: {
-				queryData: [
-					'aggregateAttribute',
-					'aggregateOperator',
-					'filters',
-					'filter',
-					'groupBy',
-					'limit',
-					'having',
-					'orderBy',
-					'functions',
-					'stepInterval',
-					'disabled',
-					'queryName',
-					'legend',
-					'expression',
-					'aggregations',
-				],
-			},
-		},
-		[DataSource.METRICS]: {
-			builder: {
-				queryData: [
-					'aggregateAttribute',
-					'aggregateOperator',
-					'timeAggregation',
-					'filters',
-					'filter',
-					'spaceAggregation',
-					'groupBy',
-					'limit',
-					'having',
-					'orderBy',
-					'stepInterval',
-					'legend',
-					'queryName',
-					'disabled',
-					'functions',
-					'expression',
-					'aggregations',
-				],
-			},
-		},
-		[DataSource.TRACES]: {
-			builder: {
-				queryData: [
-					'aggregateAttribute',
-					'aggregateOperator',
-					'filters',
-					'filter',
-					'groupBy',
-					'limit',
-					'having',
-					'orderBy',
-					'functions',
-					'stepInterval',
-					'disabled',
-					'queryName',
-					'legend',
-					'expression',
-					'aggregations',
-				],
-			},
-		},
-	},
-	[PANEL_TYPES.TIME_SERIES]: {
-		[DataSource.LOGS]: {
-			builder: {
-				queryData: [
-					'aggregateAttribute',
-					'aggregateOperator',
-					'filters',
-					'filter',
-					'groupBy',
-					'limit',
-					'having',
-					'orderBy',
-					'functions',
-					'stepInterval',
-					'disabled',
-					'queryName',
-					'legend',
-					'expression',
-					'aggregations',
-				],
-			},
-		},
-		[DataSource.METRICS]: {
-			builder: {
-				queryData: [
-					'aggregateAttribute',
-					'aggregateOperator',
-					'timeAggregation',
-					'filters',
-					'filter',
-					'spaceAggregation',
-					'groupBy',
-					'limit',
-					'having',
-					'orderBy',
-					'stepInterval',
-					'legend',
-					'queryName',
-					'disabled',
-					'functions',
-					'expression',
-					'aggregations',
-				],
-			},
-		},
-		[DataSource.TRACES]: {
-			builder: {
-				queryData: [
-					'aggregateAttribute',
-					'aggregateOperator',
-					'filters',
-					'filter',
-					'groupBy',
-					'limit',
-					'having',
-					'orderBy',
-					'functions',
-					'stepInterval',
-					'disabled',
-					'queryName',
-					'legend',
-					'expression',
-					'aggregations',
-				],
-			},
-		},
-	},
-	[PANEL_TYPES.HISTOGRAM]: {
-		[DataSource.LOGS]: {
-			builder: {
-				queryData: [
-					'aggregateAttribute',
-					'aggregateOperator',
-					'filters',
-					'filter',
-					'groupBy',
-					'limit',
-					'having',
-					'orderBy',
-					'functions',
-					'stepInterval',
-					'disabled',
-					'queryName',
-					'legend',
-					'expression',
-					'aggregations',
-				],
-			},
-		},
-		[DataSource.METRICS]: {
-			builder: {
-				queryData: [
-					'aggregateAttribute',
-					'aggregateOperator',
-					'timeAggregation',
-					'filters',
-					'filter',
-					'spaceAggregation',
-					'groupBy',
-					'limit',
-					'having',
-					'orderBy',
-					'stepInterval',
-					'legend',
-					'queryName',
-					'disabled',
-					'functions',
-					'expression',
-					'aggregations',
-				],
-			},
-		},
-		[DataSource.TRACES]: {
-			builder: {
-				queryData: [
-					'aggregateAttribute',
-					'aggregateOperator',
-					'filters',
-					'filter',
-					'groupBy',
-					'limit',
-					'having',
-					'orderBy',
-					'functions',
-					'stepInterval',
-					'disabled',
-					'queryName',
-					'legend',
-					'expression',
-					'aggregations',
-				],
-			},
-		},
-	},
-	[PANEL_TYPES.TABLE]: {
-		[DataSource.LOGS]: {
-			builder: {
-				queryData: [
-					'aggregateAttribute',
-					'aggregateOperator',
-					'filters',
-					'filter',
-					'groupBy',
-					'limit',
-					'having',
-					'orderBy',
-					'functions',
-					'stepInterval',
-					'disabled',
-					'queryName',
-					'expression',
-					'legend',
-					'aggregations',
-				],
-			},
-		},
-		[DataSource.METRICS]: {
-			builder: {
-				queryData: [
-					'aggregateAttribute',
-					'aggregateOperator',
-					'timeAggregation',
-					'filters',
-					'filter',
-					'spaceAggregation',
-					'groupBy',
-					'reduceTo',
-					'limit',
-					'having',
-					'orderBy',
-					'stepInterval',
-					'legend',
-					'queryName',
-					'expression',
-					'disabled',
-					'functions',
-					'aggregations',
-				],
-			},
-		},
-		[DataSource.TRACES]: {
-			builder: {
-				queryData: [
-					'aggregateAttribute',
-					'aggregateOperator',
-					'filters',
-					'filter',
-					'groupBy',
-					'limit',
-					'having',
-					'orderBy',
-					'functions',
-					'stepInterval',
-					'disabled',
-					'queryName',
-					'expression',
-					'legend',
-					'aggregations',
-				],
-			},
-		},
-	},
-	[PANEL_TYPES.PIE]: {
-		[DataSource.LOGS]: {
-			builder: {
-				queryData: [
-					'aggregateAttribute',
-					'aggregateOperator',
-					'filters',
-					'filter',
-					'groupBy',
-					'limit',
-					'having',
-					'orderBy',
-					'functions',
-					'stepInterval',
-					'disabled',
-					'queryName',
-					'expression',
-					'legend',
-					'aggregations',
-				],
-			},
-		},
-		[DataSource.METRICS]: {
-			builder: {
-				queryData: [
-					'aggregateAttribute',
-					'aggregateOperator',
-					'timeAggregation',
-					'filters',
-					'filter',
-					'spaceAggregation',
-					'groupBy',
-					'reduceTo',
-					'limit',
-					'having',
-					'orderBy',
-					'stepInterval',
-					'legend',
-					'queryName',
-					'expression',
-					'disabled',
-					'functions',
-					'aggregations',
-				],
-			},
-		},
-		[DataSource.TRACES]: {
-			builder: {
-				queryData: [
-					'aggregateAttribute',
-					'aggregateOperator',
-					'filters',
-					'filter',
-					'groupBy',
-					'limit',
-					'having',
-					'orderBy',
-					'functions',
-					'stepInterval',
-					'disabled',
-					'queryName',
-					'expression',
-					'legend',
-					'aggregations',
-				],
-			},
-		},
-	},
-	[PANEL_TYPES.LIST]: {
-		[DataSource.LOGS]: {
-			builder: {
-				queryData: [
-					'queryName',
-					'filters',
-					'filter',
-					'limit',
-					'orderBy',
-					'functions',
-					'aggregations',
-				],
-			},
-		},
-		[DataSource.METRICS]: {
-			builder: {
-				queryData: ['queryName', 'filters', 'filter', 'aggregations'],
-			},
-		},
-		[DataSource.TRACES]: {
-			builder: {
-				queryData: [
-					'queryName',
-					'filters',
-					'filter',
-					'limit',
-					'orderBy',
-					'functions',
-					'aggregations',
-				],
-			},
-		},
-	},
-	[PANEL_TYPES.VALUE]: {
-		[DataSource.LOGS]: {
-			builder: {
-				queryData: [
-					'aggregateAttribute',
-					'aggregateOperator',
-					'filters',
-					'filter',
-					'reduceTo',
-					'having',
-					'functions',
-					'stepInterval',
-					'queryName',
-					'expression',
-					'disabled',
-					'legend',
-					'aggregations',
-				],
-			},
-		},
-		[DataSource.METRICS]: {
-			builder: {
-				queryData: [
-					'aggregateAttribute',
-					'aggregateOperator',
-					'timeAggregation',
-					'filters',
-					'filter',
-					'spaceAggregation',
-					'having',
-					'reduceTo',
-					'stepInterval',
-					'legend',
-					'queryName',
-					'expression',
-					'disabled',
-					'functions',
-					'aggregations',
-				],
-			},
-		},
-		[DataSource.TRACES]: {
-			builder: {
-				queryData: [
-					'aggregateAttribute',
-					'aggregateOperator',
-					'filters',
-					'filter',
-					'reduceTo',
-					'having',
-					'functions',
-					'stepInterval',
-					'queryName',
-					'expression',
-					'disabled',
-					'legend',
-					'aggregations',
-				],
-			},
-		},
-	},
-};
-
 export function handleQueryChange(
 	newPanelType: keyof PartialPanelTypes,
 	supersetQuery: Query,
@@ -555,7 +112,7 @@ export function handleQueryChange(
 					panelTypeDataSourceFormValuesMap[newPanelType][dataSource].builder
 						.queryData;

-				fieldsToSelect.forEach((field: keyof IBuilderQuery) => {
+				fieldsToSelect.forEach((field) => {
 					set(tempQuery, field, supersetQuery.builder.queryData[index][field]);
 				});

--- a/frontend/src/lib/query/panelTypeDataSourceFormValuesMap.ts
+++ b/frontend/src/lib/query/panelTypeDataSourceFormValuesMap.ts
@@ -0,0 +1,140 @@
+/**
+ * Builder fields carried across a panel-type switch, per panel type and data source.
+ * Each shape is cut from the widest one by omission.
+ */
+import { PANEL_TYPES } from 'constants/queryBuilder';
+import { IBuilderQuery } from 'types/api/queryBuilder/queryBuilderData';
+import { DataSource } from 'types/common/queryBuilder';
+
+export type PartialPanelTypes = {
+	[PANEL_TYPES.BAR]: 'bar';
+	[PANEL_TYPES.LIST]: 'list';
+	[PANEL_TYPES.TABLE]: 'table';
+	[PANEL_TYPES.TIME_SERIES]: 'graph';
+	[PANEL_TYPES.AREA]: 'area';
+	[PANEL_TYPES.VALUE]: 'value';
+	[PANEL_TYPES.PIE]: 'pie';
+	[PANEL_TYPES.HISTOGRAM]: 'histogram';
+};
+
+export type BuilderField = keyof IBuilderQuery;
+
+export type PanelTypeFormValues = {
+	builder: { queryData: BuilderField[] };
+};
+
+/** A field added to `IBuilderQuery` fails to compile here until answered either way. */
+const IS_CARRIED = {
+	queryName: true,
+	aggregateOperator: true,
+	aggregateAttribute: true,
+	aggregations: true,
+	timeAggregation: true,
+	spaceAggregation: true,
+	functions: true,
+	filter: true,
+	filters: true,
+	groupBy: true,
+	expression: true,
+	disabled: true,
+	having: true,
+	limit: true,
+	stepInterval: true,
+	orderBy: true,
+	reduceTo: true,
+	legend: true,
+	// `dataSource` is appended by the provider; the rest drive surfaces this switch
+	// does not reach.
+	dataSource: false,
+	temporality: false,
+	pageSize: false,
+	offset: false,
+	selectColumns: false,
+	source: false,
+	builderQueryType: false,
+} satisfies Record<BuilderField, boolean>;
+
+function omit(
+	fields: readonly BuilderField[],
+	...omitted: BuilderField[]
+): BuilderField[] {
+	return fields.filter((field) => !omitted.includes(field));
+}
+
+const METRICS_AGGREGATION: readonly BuilderField[] = [
+	'timeAggregation',
+	'spaceAggregation',
+];
+
+const SCALAR_METRICS: readonly BuilderField[] = (
+	Object.entries(IS_CARRIED) as [BuilderField, boolean][]
+)
+	.filter(([, carried]) => carried)
+	.map(([field]) => field);
+
+// `reduceTo` is offered for metrics only, an asymmetry carried over from the old table.
+const SERIES_METRICS: readonly BuilderField[] = omit(
+	SCALAR_METRICS,
+	'reduceTo',
+);
+
+const SERIES: readonly BuilderField[] = omit(
+	SERIES_METRICS,
+	...METRICS_AGGREGATION,
+);
+
+const SINGLE_VALUE_METRICS: readonly BuilderField[] = omit(
+	SCALAR_METRICS,
+	'groupBy',
+	'limit',
+	'orderBy',
+);
+const SINGLE_VALUE: readonly BuilderField[] = omit(
+	SINGLE_VALUE_METRICS,
+	...METRICS_AGGREGATION,
+);
+
+const RAW_ROWS: readonly BuilderField[] = omit(
+	SERIES,
+	'aggregateAttribute',
+	'aggregateOperator',
+	'groupBy',
+	'having',
+	'stepInterval',
+	'disabled',
+	'legend',
+	'expression',
+);
+const RAW_ROWS_METRICS: readonly BuilderField[] = omit(
+	RAW_ROWS,
+	'limit',
+	'orderBy',
+	'functions',
+);
+
+/** Each cell gets its own copy; a shared instance would let cells contaminate
+ * each other. */
+function bySource(
+	logsAndTraces: readonly BuilderField[],
+	metrics: readonly BuilderField[],
+): Record<DataSource, PanelTypeFormValues> {
+	return {
+		[DataSource.LOGS]: { builder: { queryData: [...logsAndTraces] } },
+		[DataSource.TRACES]: { builder: { queryData: [...logsAndTraces] } },
+		[DataSource.METRICS]: { builder: { queryData: [...metrics] } },
+	};
+}
+
+export const panelTypeDataSourceFormValuesMap: Record<
+	keyof PartialPanelTypes,
+	Record<DataSource, PanelTypeFormValues>
+> = {
+	[PANEL_TYPES.TIME_SERIES]: bySource(SERIES, SERIES_METRICS),
+	[PANEL_TYPES.AREA]: bySource(SERIES, SERIES_METRICS),
+	[PANEL_TYPES.BAR]: bySource(SERIES, SERIES_METRICS),
+	[PANEL_TYPES.HISTOGRAM]: bySource(SERIES, SERIES_METRICS),
+	[PANEL_TYPES.TABLE]: bySource(SERIES, SCALAR_METRICS),
+	[PANEL_TYPES.PIE]: bySource(SERIES, SCALAR_METRICS),
+	[PANEL_TYPES.VALUE]: bySource(SINGLE_VALUE, SINGLE_VALUE_METRICS),
+	[PANEL_TYPES.LIST]: bySource(RAW_ROWS, RAW_ROWS_METRICS),
+};
--- a/frontend/src/pages/DashboardPage/DashboardContainer/PanelEditor/hooks/usePanelTypeSwitch.ts
+++ b/frontend/src/pages/DashboardPage/DashboardContainer/PanelEditor/hooks/usePanelTypeSwitch.ts
@@ -7,10 +7,8 @@ import type {
 	TelemetrytypesSignalDTO,
 } from 'api/generated/services/sigNoz.schemas';
 import type { PANEL_TYPES } from 'constants/queryBuilder';
-import {
-	handleQueryChange,
-	type PartialPanelTypes,
-} from 'lib/query/panelQuery';
+import { handleQueryChange } from 'lib/query/panelQuery';
+import type { PartialPanelTypes } from 'lib/query/panelTypeDataSourceFormValuesMap';
 import { useQueryBuilder } from 'hooks/queryBuilder/useQueryBuilder';
 import { DashboardDetailEvents } from 'pages/DashboardPage/constants/events';
 import type {
--- a/frontend/src/pages/DashboardPage/DashboardContainer/hooks/tests/useGetQueryRangeV5.test.tsx
+++ b/frontend/src/pages/DashboardPage/DashboardContainer/hooks/tests/useGetQueryRangeV5.test.tsx
@@ -0,0 +1,113 @@
+import type { PropsWithChildren } from 'react';
+import { QueryClient, QueryClientProvider, UseQueryResult } from 'react-query';
+import { renderHook, RenderHookResult, waitFor } from '@testing-library/react';
+import { AxiosError, AxiosHeaders } from 'axios';
+import { queryRangeV5 } from 'api/generated/services/querier';
+import type {
+	Querybuildertypesv5QueryRangeRequestDTO,
+	QueryRangeV5200,
+} from 'api/generated/services/sigNoz.schemas';
+
+import { useGetQueryRangeV5 } from '../useGetQueryRangeV5';
+
+jest.mock('api/generated/services/querier', () => ({
+	queryRangeV5: jest.fn(),
+}));
+
+const mockQueryRangeV5 = queryRangeV5 as jest.Mock;
+
+const REQUEST = {} as Querybuildertypesv5QueryRangeRequestDTO;
+const KEY_A = ['query-range', 'panel-1', 'window-a'];
+const KEY_B = ['query-range', 'panel-1', 'window-b'];
+
+function clientError(): AxiosError {
+	return new AxiosError('bad query', 'ERR_BAD_REQUEST', undefined, undefined, {
+		status: 400,
+		statusText: 'Bad Request',
+		data: {},
+		headers: {},
+		config: { headers: new AxiosHeaders() },
+	});
+}
+
+interface Props {
+	enabled: boolean;
+	queryKey?: unknown[];
+}
+
+function renderQuery(
+	initial: Props,
+	client = new QueryClient(),
+): RenderHookResult<UseQueryResult<QueryRangeV5200, Error>, Props> {
+	const wrapper = ({ children }: PropsWithChildren): JSX.Element => (
+		<QueryClientProvider client={client}>{children}</QueryClientProvider>
+	);
+	return renderHook(
+		({ enabled, queryKey = KEY_A }: Props) =>
+			useGetQueryRangeV5({ requestPayload: REQUEST, queryKey, enabled }),
+		{ wrapper, initialProps: initial },
+	);
+}
+
+describe('useGetQueryRangeV5 enabled gating', () => {
+	beforeEach(() => {
+		mockQueryRangeV5.mockReset();
+	});
+
+	it('does not fetch while disabled and fetches once when enabled', async () => {
+		mockQueryRangeV5.mockResolvedValue({ status: 'success', data: {} });
+		const { rerender } = renderQuery({ enabled: false });
+		expect(mockQueryRangeV5).not.toHaveBeenCalled();
+
+		rerender({ enabled: true });
+		await waitFor(() => expect(mockQueryRangeV5).toHaveBeenCalledTimes(1));
+	});
+
+	it('serves a successful key from cache when re-enabled', async () => {
+		mockQueryRangeV5.mockResolvedValue({ status: 'success', data: {} });
+		const { result, rerender } = renderQuery({ enabled: true });
+		await waitFor(() => expect(result.current.isSuccess).toBe(true));
+
+		rerender({ enabled: false });
+		rerender({ enabled: true });
+		await waitFor(() => expect(result.current.isFetching).toBe(false));
+		expect(mockQueryRangeV5).toHaveBeenCalledTimes(1);
+	});
+
+	it('does not re-run an errored key when re-enabled', async () => {
+		mockQueryRangeV5.mockRejectedValue(clientError());
+		const { result, rerender } = renderQuery({ enabled: true });
+		await waitFor(() => expect(result.current.isError).toBe(true));
+
+		rerender({ enabled: false });
+		rerender({ enabled: true });
+		await waitFor(() => expect(result.current.isFetching).toBe(false));
+		expect(mockQueryRangeV5).toHaveBeenCalledTimes(1);
+		expect(result.current.isError).toBe(true);
+	});
+
+	it('still gates a new key while disabled after a prior key errored', async () => {
+		mockQueryRangeV5.mockRejectedValue(clientError());
+		const { result, rerender } = renderQuery({ enabled: true });
+		await waitFor(() => expect(result.current.isError).toBe(true));
+
+		rerender({ enabled: false });
+		rerender({ enabled: false, queryKey: KEY_B });
+		await waitFor(() => expect(result.current.isFetching).toBe(false));
+		expect(mockQueryRangeV5).toHaveBeenCalledTimes(1);
+
+		rerender({ enabled: true, queryKey: KEY_B });
+		await waitFor(() => expect(mockQueryRangeV5).toHaveBeenCalledTimes(2));
+	});
+
+	it('re-runs an errored key on manual refetch', async () => {
+		mockQueryRangeV5.mockRejectedValue(clientError());
+		const { result } = renderQuery({ enabled: true });
+		await waitFor(() => expect(result.current.isError).toBe(true));
+
+		mockQueryRangeV5.mockResolvedValue({ status: 'success', data: {} });
+		await result.current.refetch();
+		await waitFor(() => expect(result.current.isSuccess).toBe(true));
+		expect(mockQueryRangeV5).toHaveBeenCalledTimes(2);
+	});
+});
--- a/frontend/src/pages/DashboardPage/DashboardContainer/hooks/useGetQueryRangeV5.ts
+++ b/frontend/src/pages/DashboardPage/DashboardContainer/hooks/useGetQueryRangeV5.ts
@@ -1,4 +1,4 @@
-import { useQuery, UseQueryResult } from 'react-query';
+import { useQuery, useQueryClient, UseQueryResult } from 'react-query';
 import { isAxiosError } from 'axios';
 import { queryRangeV5 } from 'api/generated/services/querier';
 import type {
@@ -50,10 +50,15 @@ export function useGetQueryRangeV5({
 	keepPreviousData,
 	cacheTime,
 }: UseGetQueryRangeV5Args): UseQueryResult<QueryRangeV5200, Error> {
+	const queryClient = useQueryClient();
+	// An errored key has no data, so it is always stale; keep it enabled so
+	// re-enabling doesn't re-run it.
+	const hasErrored = queryClient.getQueryState(queryKey)?.status === 'error';
+
 	return useQuery<QueryRangeV5200, Error>({
 		queryKey,
 		queryFn: ({ signal }) => queryRangeV5(requestPayload, signal),
-		enabled,
+		enabled: enabled || hasErrored,
 		retry: retryUnlessClientError,
 		keepPreviousData,
 		cacheTime,
--- a/frontend/src/pages/DashboardPage/PanelEditorPage/stories/PanelEditorPage.stories.tsx
+++ b/frontend/src/pages/DashboardPage/PanelEditorPage/stories/PanelEditorPage.stories.tsx
@@ -67,6 +67,8 @@ export const NoPreviewData: Story = {
 /** The editor remains usable while the independently fetched preview has failed. */
 export const PreviewQueryError: Story = {
 	args: { dataState: 'error' },
+	// The mocked queries deliberately fail; the resulting console errors are the state under test.
+	parameters: { allowConsoleErrors: true },
 };

 /** A locked dashboard: the editor still opens, but it cannot save. */
--- a/frontend/src/pages/DashboardPage/stories/DashboardPage.stories.tsx
+++ b/frontend/src/pages/DashboardPage/stories/DashboardPage.stories.tsx
@@ -91,6 +91,8 @@ export const NoData: Story = {
 /** A partial data failure: the dashboard remains visible while panel queries fail. */
 export const PanelQueryError: Story = {
 	args: { dataState: 'error' },
+	// The mocked queries deliberately fail; the resulting console errors are the state under test.
+	parameters: { allowConsoleErrors: true },
 };

 /** The panels mid-fetch, with the header, variable bar and grid already laid out. */
--- a/frontend/src/pages/MessagingQueues/stories/MessagingQueues.stories.tsx
+++ b/frontend/src/pages/MessagingQueues/stories/MessagingQueues.stories.tsx
@@ -1,5 +1,5 @@
 import type { Meta, StoryObj } from '@storybook/react-vite';
-import { screen, userEvent, within } from 'storybook/test';
+import { expect, screen, userEvent, waitFor, within } from 'storybook/test';

 import { storyMocks } from '@/storybook/controls/defineStoryMocks';
 import type { PageStoryArgs } from '@/storybook/runtime/resolveStory';
@@ -56,13 +56,18 @@ export const ConfigurationChecklist: Story = {

 		// The button reads plain "Configuration" while the checks are in flight and
 		// ignores clicks until they land, so the count is what to wait on.
-		await userEvent.click(
-			await canvas.findByRole(
-				'button',
-				{ name: /missing configuration/i },
-				untilLoaded,
-			),
+		const button = await canvas.findByRole(
+			'button',
+			{ name: /missing configuration/i },
+			untilLoaded,
 		);
+		// The count shows once any one check lands; the button stays loading, and
+		// ignores clicks, until all three have.
+		await waitFor(
+			() => expect(button).not.toHaveClass('ant-btn-loading'),
+			untilLoaded,
+		);
+		await userEvent.click(button);
 		// The modal header and its title both carry the text.
 		await screen.findAllByText(
 			'Kafka Service Attributes',
--- a/frontend/src/pages/Settings/Billing/stories/Billing.stories.tsx
+++ b/frontend/src/pages/Settings/Billing/stories/Billing.stories.tsx
@@ -170,4 +170,6 @@ export const Loading: Story = {
 /** Error: the usage request failed, leaving the plan card with nothing to report. */
 export const Error: Story = {
 	args: { dataState: 'error' },
+	// The mocked usage request deliberately fails; the resulting console errors are the state under test.
+	parameters: { allowConsoleErrors: true },
 };
--- a/frontend/src/pages/Settings/ServiceAccounts/stories/ServiceAccounts.stories.tsx
+++ b/frontend/src/pages/Settings/ServiceAccounts/stories/ServiceAccounts.stories.tsx
@@ -106,7 +106,11 @@ export const SearchNoResults: Story = {

 /** Error: the list request failed while the rest of the settings shell stays usable. */
 export const LoadError: Story = {
-	parameters: { msw: { handlers: [accountsLoadError] } },
+	// The deliberate 500 is the state under test.
+	parameters: {
+		msw: { handlers: [accountsLoadError] },
+		allowConsoleErrors: true,
+	},
 };

 /** An account opened up: the name and the roles it acts under. */
--- a/frontend/src/providers/QueryBuilder.tsx
+++ b/frontend/src/providers/QueryBuilder.tsx
@@ -32,7 +32,7 @@ import ROUTES from 'constants/routes';
 import {
 	panelTypeDataSourceFormValuesMap,
 	PartialPanelTypes,
-} from 'lib/query/panelQuery';
+} from 'lib/query/panelTypeDataSourceFormValuesMap';
 import { OptionsQuery } from 'container/OptionsMenu/types';
 import { useGetCompositeQueryParam } from 'hooks/queryBuilder/useGetCompositeQueryParam';
 import { updateStepInterval } from 'hooks/queryBuilder/useStepInterval';
@@ -767,12 +767,11 @@ export function QueryBuilderProvider({
 							queryItem.dataSource
 						].builder.queryData;

-					// `dataSource` travels with the panel type's fields, but is appended to a
-					// copy: `propsRequired` is the list held in
-					// `panelTypeDataSourceFormValuesMap`, and pushing onto it grew that
-					// module-level array by one entry on every call.
+					// `dataSource` travels with the panel type's fields, but on a copy:
+					// `propsRequired` is the list the map holds, and pushing onto it grew
+					// that array by one entry on every call.
 					if (propsRequired) {
-						[...propsRequired, 'dataSource'].forEach((p: any) => {
+						[...propsRequired, 'dataSource'].forEach((p) => {
 							set(queryItem, p, get(newQueryItem, p));
 						});
 					}
--- a/frontend/src/storybook/foundations/Layering.stories.tsx
+++ b/frontend/src/storybook/foundations/Layering.stories.tsx
@@ -1,12 +1,5 @@
 import type { Meta, StoryObj } from '@storybook/react-vite';
-import {
-	expect,
-	screen,
-	userEvent,
-	waitFor,
-	waitForElementToBeRemoved,
-	within,
-} from 'storybook/test';
+import { expect, screen, userEvent, waitFor, within } from 'storybook/test';

 import LayeringFixture from './LayeringFixture';

@@ -53,7 +46,9 @@ export const SelectOverDrawer: Story = {
 		const drawer = await screen.findByRole('dialog', { name: 'Layering drawer' });

 		await userEvent.keyboard('{Escape}');
-		await waitForElementToBeRemoved(drawer);
+		// The close can finish before this runs, which `waitForElementToBeRemoved`
+		// rejects instead of passing.
+		await waitFor(() => expect(drawer).not.toBeInTheDocument());
 		await userEvent.click(trigger);
 		await userEvent.click(
 			await screen.findByRole('combobox', { name: 'Drawer environment' }),
--- a/pkg/flagger/registry.go
+++ b/pkg/flagger/registry.go
@@ -9,7 +9,6 @@ var (
 	FeaturePutMetersInZeus        = featuretypes.MustNewName("put_meters_in_zeus")
 	FeatureUseMeterReporter       = featuretypes.MustNewName("use_meter_reporter")
 	FeatureUseJSONBody            = featuretypes.MustNewName("use_json_body")
-	FeatureEnableAIObservability  = featuretypes.MustNewName("enable_ai_observability")
 	FeatureEnableMetricsReduction = featuretypes.MustNewName("enable_metrics_reduction")
 	FeatureResolveSemconvFamilies = featuretypes.MustNewName("resolve_semconv_families")
 )
@@ -64,14 +63,6 @@ func MustNewRegistry() featuretypes.Registry {
 			DefaultVariant: featuretypes.MustNewName("disabled"),
 			Variants:       featuretypes.NewBooleanVariants(),
 		},
-		&featuretypes.Feature{
-			Name:           FeatureEnableAIObservability,
-			Kind:           featuretypes.KindBoolean,
-			Stage:          featuretypes.StageExperimental,
-			Description:    "Controls whether ai observability is enabled",
-			DefaultVariant: featuretypes.MustNewName("disabled"),
-			Variants:       featuretypes.NewBooleanVariants(),
-		},
 		&featuretypes.Feature{
 			Name:           FeatureEnableMetricsReduction,
 			Kind:           featuretypes.KindBoolean,
--- a/pkg/modules/dashboard/impldashboard/fs/definitions/ai-o11y-overview.json
+++ b/pkg/modules/dashboard/impldashboard/fs/definitions/ai-o11y-overview.json
@@ -1,5 +1,5 @@
 {
-  "version": 2,
+  "version": 3,
  "definition": {
    "schemaVersion": "v6",
    "name": "signoz---ai-o11y-overview",
@@ -437,7 +437,7 @@
                            "stepInterval": 0,
                            "disabled": false,
                            "filter": {
-                              "expression": "gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
+                              "expression": "gen_ai.request.model EXISTS AND gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
                            },
                            "aggregations": [
                              {
@@ -489,7 +489,7 @@
                            "stepInterval": 0,
                            "disabled": false,
                            "filter": {
-                              "expression": "gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
+                              "expression": "gen_ai.request.model EXISTS AND gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
                            },
                            "aggregations": [
                              {
@@ -722,7 +722,7 @@
                            "stepInterval": 0,
                            "disabled": false,
                            "filter": {
-                              "expression": "gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
+                              "expression": "gen_ai.request.model EXISTS AND gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
                            },
                            "aggregations": [
                              {
@@ -782,7 +782,7 @@
                            "stepInterval": 0,
                            "disabled": false,
                            "filter": {
-                              "expression": "gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
+                              "expression": "gen_ai.request.model EXISTS AND gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
                            },
                            "aggregations": [
                              {
@@ -850,7 +850,7 @@
                            "stepInterval": 0,
                            "disabled": false,
                            "filter": {
-                              "expression": "gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
+                              "expression": "gen_ai.request.model EXISTS AND gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
                            },
                            "aggregations": [
                              {
@@ -868,7 +868,7 @@
                            "stepInterval": 0,
                            "disabled": false,
                            "filter": {
-                              "expression": "gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
+                              "expression": "gen_ai.request.model EXISTS AND gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
                            },
                            "aggregations": [
                              {
@@ -886,7 +886,7 @@
                            "stepInterval": 0,
                            "disabled": false,
                            "filter": {
-                              "expression": "gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
+                              "expression": "gen_ai.request.model EXISTS AND gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
                            },
                            "aggregations": [
                              {
@@ -904,7 +904,7 @@
                            "stepInterval": 0,
                            "disabled": false,
                            "filter": {
-                              "expression": "gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
+                              "expression": "gen_ai.request.model EXISTS AND gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
                            },
                            "aggregations": [
                              {
@@ -961,7 +961,7 @@
                            "stepInterval": 0,
                            "disabled": false,
                            "filter": {
-                              "expression": "gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
+                              "expression": "gen_ai.request.model EXISTS AND gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
                            },
                            "aggregations": [
                              {
@@ -979,7 +979,7 @@
                            "stepInterval": 0,
                            "disabled": false,
                            "filter": {
-                              "expression": "gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
+                              "expression": "gen_ai.request.model EXISTS AND gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
                            },
                            "aggregations": [
                              {
@@ -997,7 +997,7 @@
                            "stepInterval": 0,
                            "disabled": false,
                            "filter": {
-                              "expression": "gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
+                              "expression": "gen_ai.request.model EXISTS AND gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
                            },
                            "aggregations": [
                              {
@@ -1015,7 +1015,7 @@
                            "stepInterval": 0,
                            "disabled": false,
                            "filter": {
-                              "expression": "gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
+                              "expression": "gen_ai.request.model EXISTS AND gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
                            },
                            "aggregations": [
                              {
@@ -1076,7 +1076,7 @@
                            "stepInterval": 0,
                            "disabled": true,
                            "filter": {
-                              "expression": "gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
+                              "expression": "gen_ai.request.model EXISTS AND gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
                            },
                            "aggregations": [
                              {
@@ -1175,7 +1175,7 @@
                            "stepInterval": 0,
                            "disabled": true,
                            "filter": {
-                              "expression": "gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
+                              "expression": "gen_ai.request.model EXISTS AND gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
                            },
                            "aggregations": [
                              {
@@ -1192,7 +1192,7 @@
                            "stepInterval": 0,
                            "disabled": true,
                            "filter": {
-                              "expression": "gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
+                              "expression": "gen_ai.request.model EXISTS AND gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
                            },
                            "aggregations": [
                              {
@@ -1248,7 +1248,7 @@
                    "spec": {
                      "queries": [
                        {
-                          "type": "builder_query",
+                          "type": "builder_ai_query",
                          "spec": {
                            "name": "A",
                            "signal": "traces",
@@ -1282,7 +1282,7 @@
                          }
                        },
                        {
-                          "type": "builder_query",
+                          "type": "builder_ai_query",
                          "spec": {
                            "name": "B",
                            "signal": "traces",
@@ -1353,7 +1353,7 @@
                            "stepInterval": 0,
                            "disabled": false,
                            "filter": {
-                              "expression": "gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
+                              "expression": "gen_ai.request.model EXISTS AND gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
                            },
                            "aggregations": [
                              {
@@ -2075,7 +2075,7 @@
                            "stepInterval": 0,
                            "disabled": false,
                            "filter": {
-                              "expression": "gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
+                              "expression": "gen_ai.request.model EXISTS AND gen_ai.request.model IN $model AND gen_ai.provider.name IN $provider AND deployment.environment IN $environment AND service.name IN $service_name"
                            },
                            "aggregations": [
                              {
@@ -2724,7 +2724,7 @@
                    "spec": {
                      "queries": [
                        {
-                          "type": "builder_query",
+                          "type": "builder_ai_query",
                          "spec": {
                            "name": "A",
                            "signal": "traces",
--- a/pkg/modules/spanmapper/implspanmapper/fs/definitions/gen_ai.agent.json
+++ b/pkg/modules/spanmapper/implspanmapper/fs/definitions/gen_ai.agent.json
@@ -1,5 +1,5 @@
 {
-  "version": 1,
+  "version": 2,
  "definition": {
    "name": "gen_ai.agent",
    "condition": {
@@ -68,7 +68,7 @@
            {
              "key": "final_result",
              "context": "attribute",
-              "operation": "copy",
+              "operation": "move",
              "priority": 10
            }
          ]
--- a/pkg/modules/spanmapper/implspanmapper/fs/definitions/gen_ai.llm.json
+++ b/pkg/modules/spanmapper/implspanmapper/fs/definitions/gen_ai.llm.json
@@ -1,5 +1,5 @@
 {
-  "version": 2,
+  "version": 3,
  "definition": {
    "name": "gen_ai.llm",
    "condition": {
@@ -250,19 +250,19 @@
            {
              "key": "gen_ai.prompt",
              "context": "attribute",
-              "operation": "copy",
+              "operation": "move",
              "priority": 30
            },
            {
              "key": "ai.prompt.messages",
              "context": "attribute",
-              "operation": "copy",
+              "operation": "move",
              "priority": 20
            },
            {
              "key": "input.value",
              "context": "attribute",
-              "operation": "copy",
+              "operation": "move",
              "priority": 10
            }
          ]
@@ -276,25 +276,25 @@
            {
              "key": "gen_ai.completion",
              "context": "attribute",
-              "operation": "copy",
+              "operation": "move",
              "priority": 30
            },
            {
              "key": "ai.response.toolCalls",
              "context": "attribute",
-              "operation": "copy",
+              "operation": "move",
              "priority": 25
            },
            {
              "key": "ai.response.text",
              "context": "attribute",
-              "operation": "copy",
+              "operation": "move",
              "priority": 20
            },
            {
              "key": "output.value",
              "context": "attribute",
-              "operation": "copy",
+              "operation": "move",
              "priority": 10
            }
          ]
--- a/pkg/query-service/app/http_handler.go
+++ b/pkg/query-service/app/http_handler.go
@@ -1478,15 +1478,6 @@ func (aH *APIHandler) getFeatureFlags(w http.ResponseWriter, r *http.Request) {
 		Route:      "",
 	})

-	aiObservability := aH.Signoz.Flagger.BooleanOrEmpty(r.Context(), flagger.FeatureEnableAIObservability, evalCtx)
-	featureSet = append(featureSet, &licensetypes.Feature{
-		Name:       valuer.NewString(flagger.FeatureEnableAIObservability.String()),
-		Active:     aiObservability,
-		Usage:      0,
-		UsageLimit: -1,
-		Route:      "",
-	})
-
 	aH.Respond(w, featureSet)
 }

--- a/pkg/signoz/provider.go
+++ b/pkg/signoz/provider.go
@@ -255,6 +255,8 @@ func NewSQLMigrationProviderFactories(
 		sqlmigration.NewNormalizeQuickFilterFieldsFactory(sqlstore),
 		sqlmigration.NewAddSpanMapperOriginFactory(sqlstore, sqlschema),
 		sqlmigration.NewAddCloudIntegrationTuplesFactory(sqlstore),
+		sqlmigration.NewAddNotificationChannelTuplesFactory(sqlstore),
+		sqlmigration.NewAddAIObservabilityQuickFiltersFactory(sqlstore),
 	)
 }

--- a/pkg/sqlmigration/129_add_notification_channel_tuples.go
+++ b/pkg/sqlmigration/129_add_notification_channel_tuples.go
@@ -0,0 +1,140 @@
+package sqlmigration
+
+import (
+	"context"
+	"database/sql"
+	"time"
+
+	"github.com/SigNoz/signoz/pkg/factory"
+	"github.com/SigNoz/signoz/pkg/sqlstore"
+	"github.com/SigNoz/signoz/pkg/types/authtypes"
+	"github.com/oklog/ulid/v2"
+	"github.com/uptrace/bun"
+	"github.com/uptrace/bun/dialect"
+	"github.com/uptrace/bun/migrate"
+)
+
+type addNotificationChannelTuples struct {
+	sqlstore sqlstore.SQLStore
+}
+
+func NewAddNotificationChannelTuplesFactory(sqlstore sqlstore.SQLStore) factory.ProviderFactory[SQLMigration, Config] {
+	return factory.NewProviderFactory(factory.MustNewName("add_notification_channel_tuples"), func(ctx context.Context, ps factory.ProviderSettings, c Config) (SQLMigration, error) {
+		return &addNotificationChannelTuples{sqlstore: sqlstore}, nil
+	})
+}
+
+func (migration *addNotificationChannelTuples) Register(migrations *migrate.Migrations) error {
+	return migrations.Register(migration.Up, migration.Down)
+}
+
+func (migration *addNotificationChannelTuples) Up(ctx context.Context, db *bun.DB) error {
+	tx, err := db.BeginTx(ctx, nil)
+	if err != nil {
+		return err
+	}
+	defer func() { _ = tx.Rollback() }()
+
+	var storeID string
+	err = tx.QueryRowContext(ctx, `SELECT id FROM store WHERE name = ? LIMIT 1`, "signoz").Scan(&storeID)
+	if err != nil {
+		return err
+	}
+
+	var orgIDs []string
+	err = tx.NewSelect().
+		Table("organizations").
+		Column("id").
+		Scan(ctx, &orgIDs)
+	if err != nil && err != sql.ErrNoRows {
+		return err
+	}
+
+	isPG := migration.sqlstore.BunDB().Dialect().Name() == dialect.PG
+
+	// notification-channel moved from legacy role gates to CheckResources. Existing
+	// organizations need the same tuples that new organizations receive from the
+	// managed-role registry at bootstrap.
+	tuples := []migrationTuple{
+		{authtypes.SigNozAdminRoleName, "metaresource", "notification-channel", "create"},
+		{authtypes.SigNozAdminRoleName, "metaresource", "notification-channel", "read"},
+		{authtypes.SigNozAdminRoleName, "metaresource", "notification-channel", "update"},
+		{authtypes.SigNozAdminRoleName, "metaresource", "notification-channel", "delete"},
+		{authtypes.SigNozAdminRoleName, "metaresource", "notification-channel", "list"},
+		{authtypes.SigNozEditorRoleName, "metaresource", "notification-channel", "read"},
+		{authtypes.SigNozEditorRoleName, "metaresource", "notification-channel", "list"},
+		{authtypes.SigNozViewerRoleName, "metaresource", "notification-channel", "read"},
+		{authtypes.SigNozViewerRoleName, "metaresource", "notification-channel", "list"},
+	}
+
+	for _, orgID := range orgIDs {
+		for _, tuple := range tuples {
+			entropy := ulid.DefaultEntropy()
+			now := time.Now().UTC()
+			tupleID := ulid.MustNew(ulid.Timestamp(now), entropy).String()
+
+			objectID := "organization/" + orgID + "/" + tuple.objectName + "/*"
+			roleSubject := "organization/" + orgID + "/role/" + tuple.roleName
+
+			if isPG {
+				user := "role:" + roleSubject + "#assignee"
+				result, err := tx.ExecContext(ctx, `
+					INSERT INTO tuple (store, object_type, object_id, relation, _user, user_type, ulid, inserted_at)
+					VALUES (?, ?, ?, ?, ?, ?, ?, ?)
+					ON CONFLICT (store, object_type, object_id, relation, _user) DO NOTHING`,
+					storeID, tuple.objectType, objectID, tuple.relation, user, "userset", tupleID, now,
+				)
+				if err != nil {
+					return err
+				}
+				rowsAffected, err := result.RowsAffected()
+				if err != nil {
+					return err
+				}
+				if rowsAffected == 0 {
+					continue
+				}
+				_, err = tx.ExecContext(ctx, `
+					INSERT INTO changelog (store, object_type, object_id, relation, _user, operation, ulid, inserted_at)
+					VALUES (?, ?, ?, ?, ?, ?, ?, ?)
+					ON CONFLICT (store, ulid, object_type) DO NOTHING`,
+					storeID, tuple.objectType, objectID, tuple.relation, user, 0, tupleID, now,
+				)
+				if err != nil {
+					return err
+				}
+			} else {
+				result, err := tx.ExecContext(ctx, `
+					INSERT INTO tuple (store, object_type, object_id, relation, user_object_type, user_object_id, user_relation, user_type, ulid, inserted_at)
+					VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?)
+					ON CONFLICT (store, object_type, object_id, relation, user_object_type, user_object_id, user_relation) DO NOTHING`,
+					storeID, tuple.objectType, objectID, tuple.relation, "role", roleSubject, "assignee", "userset", tupleID, now,
+				)
+				if err != nil {
+					return err
+				}
+				rowsAffected, err := result.RowsAffected()
+				if err != nil {
+					return err
+				}
+				if rowsAffected == 0 {
+					continue
+				}
+				_, err = tx.ExecContext(ctx, `
+					INSERT INTO changelog (store, object_type, object_id, relation, user_object_type, user_object_id, user_relation, operation, ulid, inserted_at)
+					VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?)
+					ON CONFLICT (store, ulid, object_type) DO NOTHING`,
+					storeID, tuple.objectType, objectID, tuple.relation, "role", roleSubject, "assignee", 0, tupleID, now,
+				)
+				if err != nil {
+					return err
+				}
+			}
+		}
+	}
+	return tx.Commit()
+}
+
+func (migration *addNotificationChannelTuples) Down(context.Context, *bun.DB) error {
+	return nil
+}
--- a/pkg/sqlmigration/130_add_ai_observability_quick_filters.go
+++ b/pkg/sqlmigration/130_add_ai_observability_quick_filters.go
@@ -0,0 +1,91 @@
+package sqlmigration
+
+import (
+	"context"
+	"time"
+
+	"github.com/uptrace/bun"
+	"github.com/uptrace/bun/migrate"
+
+	"github.com/SigNoz/signoz/pkg/factory"
+	"github.com/SigNoz/signoz/pkg/sqlstore"
+	"github.com/SigNoz/signoz/pkg/valuer"
+)
+
+type storableAIObservabilityQuickFilter struct {
+	bun.BaseModel `bun:"table:quick_filter"`
+
+	ID        valuer.UUID `bun:"id,pk,type:text"`
+	OrgID     string      `bun:"org_id,type:text,notnull"`
+	Filter    string      `bun:"filter,type:text,notnull"`
+	Source    string      `bun:"source,type:text,notnull"`
+	CreatedAt time.Time   `bun:"created_at"`
+	UpdatedAt time.Time   `bun:"updated_at"`
+}
+
+type addAIObservabilityQuickFilters struct{}
+
+func NewAddAIObservabilityQuickFiltersFactory(sqlstore sqlstore.SQLStore) factory.ProviderFactory[SQLMigration, Config] {
+	return factory.NewProviderFactory(factory.MustNewName("add_ai_o11y_quick_filters"), func(ctx context.Context, ps factory.ProviderSettings, c Config) (SQLMigration, error) {
+		return &addAIObservabilityQuickFilters{}, nil
+	})
+}
+
+func (migration *addAIObservabilityQuickFilters) Register(migrations *migrate.Migrations) error {
+	return migrations.Register(migration.Up, migration.Down)
+}
+
+func (migration *addAIObservabilityQuickFilters) Up(ctx context.Context, db *bun.DB) error {
+	filters := []telemetryFieldKeyOutput{
+		{Name: "deployment.environment", FieldContext: "resource", FieldDataType: "string"},
+		{Name: "gen_ai.operation.name", FieldContext: "attribute", FieldDataType: "string"},
+		{Name: "gen_ai.provider.name", FieldContext: "attribute", FieldDataType: "string"},
+		{Name: "gen_ai.request.model", FieldContext: "attribute", FieldDataType: "string"},
+		{Name: "service.name", FieldContext: "resource", FieldDataType: "string"},
+		{Name: "gen_ai.tool.name", FieldContext: "attribute", FieldDataType: "string"},
+		{Name: "gen_ai.agent.name", FieldContext: "attribute", FieldDataType: "string"},
+	}
+
+	filterJSON, err := marshalUnescaped(filters)
+	if err != nil {
+		return err
+	}
+
+	tx, err := db.BeginTx(ctx, nil)
+	if err != nil {
+		return err
+	}
+	defer func() { _ = tx.Rollback() }()
+
+	var orgIDs []string
+	if err := tx.NewSelect().Table("organizations").Column("id").Scan(ctx, &orgIDs); err != nil {
+		return err
+	}
+
+	if len(orgIDs) == 0 {
+		return tx.Commit()
+	}
+
+	now := time.Now()
+	rows := make([]*storableAIObservabilityQuickFilter, 0, len(orgIDs))
+	for _, orgID := range orgIDs {
+		rows = append(rows, &storableAIObservabilityQuickFilter{
+			ID:        valuer.GenerateUUID(),
+			OrgID:     orgID,
+			Filter:    string(filterJSON),
+			Source:    "ai_observability",
+			CreatedAt: now,
+			UpdatedAt: now,
+		})
+	}
+
+	if _, err := tx.NewInsert().Model(&rows).On("CONFLICT (org_id, source) DO NOTHING").Exec(ctx); err != nil {
+		return err
+	}
+
+	return tx.Commit()
+}
+
+func (migration *addAIObservabilityQuickFilters) Down(context.Context, *bun.DB) error {
+	return nil
+}
--- a/pkg/types/coretypes/registry_resource.go
+++ b/pkg/types/coretypes/registry_resource.go
@@ -47,7 +47,7 @@ var (
 	ResourceRole                                         = NewResourceRole()
 	ResourceServiceAccount                               = NewResourceServiceAccount()
 	ResourceUser                                         = NewResourceUser()
-	ResourceMetaResourceNotificationChannel              = NewResourceMetaResource(KindNotificationChannel)
+	ResourceMetaResourceNotificationChannel              = NewResourceMetaResource(KindNotificationChannel, VerbCreate, VerbList, VerbRead, VerbUpdate, VerbDelete)
 	ResourceMetaResourceRoutePolicy                      = NewResourceMetaResource(KindRoutePolicy)
 	ResourceMetaResourceApdexSetting                     = NewResourceMetaResource(KindApdexSetting)
 	ResourceMetaResourceAuthDomain                       = NewResourceMetaResource(KindAuthDomain)
--- a/tests/e2e/conftest.py
+++ b/tests/e2e/conftest.py
@@ -1,39 +0,0 @@
-# TODO: remove this file once enable_ai_observability flag is removed or defaulted to True
-import pytest
-from testcontainers.core.container import Network
-
-from fixtures import types
-from fixtures.signoz import create_signoz
-
-
-@pytest.fixture(name="signoz", scope="package")
-def signoz_e2e(  # pylint: disable=too-many-arguments,too-many-positional-arguments
-    network: Network,
-    zeus: types.TestContainerDocker,
-    gateway: types.TestContainerDocker,
-    sqlstore: types.TestContainerSQL,
-    clickhouse: types.TestContainerClickhouse,
-    request: pytest.FixtureRequest,
-    pytestconfig: pytest.Config,
-) -> types.SigNoz:
-    """
-    E2E-scoped SigNoz override. Enables the experimental AI/LLM Observability
-    module (disabled by default in pkg/flagger/registry.go) so its routes render
-    instead of redirecting to /home — required by the llm-o11y e2e specs. Scoped
-    to the e2e package via this conftest so normal integration tests keep the
-    stock feature set. Follows the same pattern as
-    tests/integration/tests/metricreduction/conftest.py.
-    """
-    return create_signoz(
-        network=network,
-        zeus=zeus,
-        gateway=gateway,
-        sqlstore=sqlstore,
-        clickhouse=clickhouse,
-        request=request,
-        pytestconfig=pytestconfig,
-        cache_key="signoz_e2e",
-        env_overrides={
-            "SIGNOZ_FLAGGER_CONFIG_BOOLEAN_ENABLE__AI__OBSERVABILITY": True,
-        },
-    )
Author	SHA1	Message	Date
Nityananda Gohain	5a1be60745	fix(ai-o11y): scope overview dashboard to gen_ai spans and move message attributes (#12967 ) Some checks are pending build-staging / prepare (push) Waiting to run Details build-staging / js-build (push) Blocked by required conditions Details build-staging / go-build (push) Blocked by required conditions Details Release Drafter / update_release_draft (push) Waiting to run Details build-staging / staging (push) Blocked by required conditions Details cacheci / tests (push) Waiting to run Details <!--A few plain bullets saying what changed and why, for a reviewer skimming it - not a wall of text, not a restatement of the diff, not generated boilerplate.--> #### Description - Top span names and Cost by service use `builder_ai_query`, so non-AI spans no longer show up. - LLM cost/token panels filter on `gen_ai.request.model EXISTS`; with variables on "All" they scanned every span. - Default span mappers now move (not copy) vendor message keys into `gen_ai.input.messages` / `gen_ai.output.messages`, as documented. - Bumped versions: dashboard to 3, `gen_ai.llm` mapper to 3, `gen_ai.agent` mapper to 2. <!--Reference issues using `Closes #issue-number` to enable automatic closure on merge. --> #### Issues closed by this PR Part of https://github.com/SigNoz/engineering-pod/issues/6107	2026-09-23 14:56:04 +00:00
Gaurav Tewari	cad93a8063	chore: remove beta tag class (#12965 ) <!--A few plain bullets saying what changed and why, for a reviewer skimming it - not a wall of text, not a restatement of the diff, not generated boilerplate.--> #### Description Removed beta tag class from AI o11y . since it remove margin and breaks alignment. don't see any use of it . it also shifts the pin icon a bit before - <img width="149" height="160" alt="image" src="https://github.com/user-attachments/assets/26770802-b5b0-452b-b66a-fecda0d49c38" /> <img width="331" height="152" alt="image" src="https://github.com/user-attachments/assets/fba73ebe-2655-4de5-8488-eb6bb0bfebca" /> now - <img width="158" height="192" alt="image" src="https://github.com/user-attachments/assets/fb0ca483-e8db-4ff0-bb36-e0186c2e9458" /> <img width="272" height="63" alt="image" src="https://github.com/user-attachments/assets/68486c3f-a704-4077-82e5-089452abf773" /> it was added for long text . https://github.com/SigNoz/signoz/pull/5801/changes#r1736497688 for now in side nav we don't have any long text. and maybe we could have handled this better <!--Reference issues using `Closes #issue-number` to enable automatic closure on merge. --> #### Issues closed by this PR <!--If applicable, include screenshots or screen recordings that clearly show the behavior before the change and the result after the change. --> #### Screenshots / Screen Recordings <!--Anything reviewers should keep in mind while reviewing --> #### Additional Information <!--Please delete paragraphs that you did not use before submitting.--> Co-authored-by: Gaurav Tewari <tewarig@users.noreply.github.com>	2026-09-23 11:45:33 +00:00
Abhi kumar	aed096bf27	refactor(query-builder): compose the panel-type field map instead of listing it (#12781 ) #### Description `panelTypeDataSourceFormValuesMap` — the map deciding which builder fields survive a panel-type switch — spelled out all 21 panel-type × data-source combinations as literal field lists, 435 lines of them. They reduce to seven distinct sets: - logs and traces carry identical fields for every panel type - metrics adds its two aggregation steps (`timeAggregation`, `spaceAggregation`) - every panel type is one of four query shapes: series, scalar table, single value, raw rows Much of the apparent variation was ordering noise — a bar chart and a table on logs have the same field set, listed in a different order. Composed from those rules it's 84 lines, and the policy is legible at a glance: charts, table and pie share a surface; table and pie differ only by `reduceTo` on metrics; a single value has nothing to group, limit or order; raw rows carry no aggregation. Two asymmetries that were buried in the literals are now called out where they're decided, rather than silently reproduced. No behaviour change. Adding a panel type becomes one line — "which shape is it?" #### Additional Information - Equivalence was checked cell by cell against the previous literal table before it was removed; all 21 cells matched as sets. The old table is in git history at `main:frontend/src/lib/query/panelQuery.ts` if you want to re-run that comparison. - The specs pin the rules, not the values, so they fail when a rule changes — the moment to stop and decide — rather than whenever a field moves. Two are worth reading: - "gives bar / histogram / table / pie the same non-metrics fields as a time series" states the hazard composing introduces: the aggregating types share one field list, so an edit meant for charts reaches table and pie too. A failure there names the reason. - "gives every cell its own array instance" — the `QueryBuilder` provider does `propsRequired?.push('dataSource')` on the list it reads from this map, so cells sharing an instance would leak fields into each other. My first draft shared one array across 10 cells; this test is what guards it. - Order is not asserted anywhere: `handleQueryChange` and the provider both assign each field independently via `set()`, so sequence carries no meaning. - Three consumers, all exercised: `handleQueryChange` (dashboards v2's kind switcher and V1's `PanelTypeSelector`) and the shared `QueryBuilder` provider every explorer uses. Verified with `tsgo`, `oxlint`, and the `lib` / `providers` / `WidgetCard` / Logs+Traces explorer / `DashboardPage` suites: 243 suites, 2056 tests. - Pre-existing and deliberately left alone: that `push` mutates module state, so the arrays grow by one `'dataSource'` entry on every query-builder change. Harmless today only because the assignment is idempotent; `[...propsRequired, 'dataSource']` would fix it, but that's the provider's bug, not this map's.	2026-09-23 11:24:51 +00:00
Nityananda Gohain	6b66ab64c8	fix: add ai-o11y quick filter migration (#12964 ) <!--A few plain bullets saying what changed and why, for a reviewer skimming it - not a wall of text, not a restatement of the diff, not generated boilerplate.--> #### Description Added migration to update old instances where quick filters for ai-o11y is not present. <!--Reference issues using `Closes #issue-number` to enable automatic closure on merge. --> #### Issues closed by this PR part of https://github.com/SigNoz/engineering-pod/issues/6107	2026-09-23 11:15:42 +00:00
Naman Verma	362d3a4fdf	fix: backfill notification channel tuples (#12960 ) Some checks failed build-staging / prepare (push) Has been cancelled Details build-staging / js-build (push) Has been cancelled Details build-staging / go-build (push) Has been cancelled Details build-staging / staging (push) Has been cancelled Details Release Drafter / update_release_draft (push) Has been cancelled Details cacheci / tests (push) Has been cancelled Details <!--A few plain bullets saying what changed and why, for a reviewer skimming it - not a wall of text, not a restatement of the diff, not generated boilerplate.--> #### Description Same migration logic as number 128. Needed for enterprise servers as these tuples decide whether a role may create, list, read, update or delete channels at all. An existing org with zero channels still needs them, otherwise its admin can't create the first one or even list the empty page.	2026-09-23 09:48:11 +00:00
Jugal Kishore	ff80758e1c	feat(onboarding): add Cursor, Cline, vLLM, SGLang, Karpenter datasources (#12944 ) #### Description - Adds 20 data sources to the onboarding picker: Cursor, Antigravity CLI, Qwen Code, DeepSeek Harness, Meta Muse Code, Meta Muse Spark, OpenAI Agents SDK, Cline, E2B Sandbox, Daytona Sandbox, Vercel Sandbox, Modal, vLLM, SGLang, Karpenter, Podman, EMQX, AWS RDS Aurora, GCP Cloud Storage, and AWS Lambda MicroVMs. - Go now asks for an instrumentation method (SDK / compile-time `otelc` / eBPF) before the environment question, so the new zero-code guides are reachable. The card links to the new comparison overview. - The Lambda → Traces question now asks how the function is packaged instead of which runtime it uses, and gains a Container Image option. Layers do not attach to container images, so runtime alone did not pick the right guide. - GCP Cloud Storage points at `/integrations/gcp?service=cloudstorage` rather than a doc, matching the Cloud SQL and Memorystore cards. `cloudstorage` is a first-class cloud integration with its own dashboard, so the in-app flow is the one users want. - New logos: `antigravity`, `aurora`, `cline`, `cursor`, `daytona`, `e2b`, `emqx`, `karpenter`, `meta`, `modal`, `podman`, `sglang`, `vllm`. Qwen Code, OpenAI Agents SDK and Lambda MicroVMs reuse existing marks. - Recolours 15 pre-existing logos that were pure white or near-black and disappeared against one of the two card backgrounds (`--l2-background` is `#121317` dark, `#F9F9FB` light): `anthropic-api-monitoring`, `clickhouse`, `confluent-kafka`, `datadog`, `deno`, `document-load`, `from-log-file`, `haystack`, `kafka`, `langchain`, `ollama`, `openai`, `openrouter`, `vercel`, `zap`. Brand hue kept where the brand has one, adjusted to clear 3:1 against both; black-or-white marks use a neutral grey. #### Issues closed by this PR Closes SigNoz/signoz.io#4205 Closes SigNoz/signoz.io#4197 Closes SigNoz/signoz.io#4178 Closes SigNoz/signoz.io#4171 Closes SigNoz/signoz.io#4167 Closes SigNoz/signoz.io#4153 Closes SigNoz/signoz.io#4144 Closes SigNoz/signoz.io#4133 Closes SigNoz/signoz.io#4131 Closes SigNoz/signoz.io#4129 Closes SigNoz/signoz.io#4125 Closes SigNoz/signoz.io#4108 Closes SigNoz/signoz.io#4092 Closes SigNoz/signoz.io#4088 Closes SigNoz/signoz.io#4082 Closes SigNoz/signoz.io#4074 Closes SigNoz/signoz.io#4063 Closes SigNoz/signoz.io#4032 Closes SigNoz/signoz.io#4024	2026-09-23 07:54:02 +00:00
Vinicius Lourenço	f9d425bf5c	fix(storybook): remove timing races from story tests (#12954 ) #### Description A few tweaks to improve the resiliency of the storybook tests under CI stress.	2026-09-23 07:46:27 +00:00
Abhi kumar	7ce73f3470	fix(dashboard): don't re-run an errored panel query on scroll back into view (#12958 ) #### Description - Lazy-loaded panels toggle `enabled` on viewport visibility. react-query treats a key with no data as stale regardless of `staleTime`, so an errored panel refetched (with retries on 5xx) every time it scrolled back into view. - `useGetQueryRangeV5` now keeps an errored key enabled, so only a key change (time, variables, query) or the Retry button re-runs it. A new key still stays gated while off-screen. - Adds a `useGetQueryRangeV5` test suite covering the gating paths.	2026-09-23 07:04:51 +00:00
Nityananda Gohain	5aca8b0d3c	chore: remove ai-o11y ff (#12947 ) <!--A few plain bullets saying what changed and why, for a reviewer skimming it - not a wall of text, not a restatement of the diff, not generated boilerplate.--> #### Description Remove ai-o11y FF and enable it by default <!--Reference issues using `Closes #issue-number` to enable automatic closure on merge. --> #### Issues closed by this PR Part of https://github.com/SigNoz/engineering-pod/issues/6107	2026-09-23 06:39:16 +00:00
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