fix: backfill notification channel tuples (#12960)

<!--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.

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()),

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',

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) {

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;
 

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;">

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>

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>

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;">

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>

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;">

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>

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

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>

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>

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>

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>

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>

frontend/src/assets/Logos/from-log-file.svg

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frontend/src/assets/Logos/haystack.svg

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frontend/src/assets/Logos/kafka.svg

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frontend/src/assets/Logos/karpenter.svg

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frontend/src/assets/Logos/langchain.svg

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frontend/src/assets/Logos/meta.svg

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frontend/src/assets/Logos/modal.svg

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frontend/src/assets/Logos/ollama.svg

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frontend/src/assets/Logos/openrouter.svg

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frontend/src/assets/Logos/sglang.svg

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frontend/src/assets/Logos/vercel.svg

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frontend/src/assets/Logos/vllm.svg

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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>

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',
 }

frontend/src/container/LLMObservability/AttributeMapping/LLMObservabilityAttributeMapping.tsx

@@ -1,5 +1,6 @@
-import { useCallback } from 'react';
+import { useCallback, useEffect } from 'react';
 import { Tabs } from 'antd';
+import logEvent from 'api/common/logEvent';
 import { useConfirmableAction } from 'hooks/useConfirmableAction';
 
 import AttributeMappingActions from './components/AttributeMappingActions/AttributeMappingActions';
@@ -20,6 +21,10 @@ function LLMObservabilityAttributeMapping(): JSX.Element {
 	const groupDrawer = useGroupFormDrawer();
 	const spanTest = useTestSpanMapper(editor.snapshot, editor.groups);
 
+	useEffect(() => {
+		void logEvent('AI Observability Attribute Mapping: Page visited', {});
+	}, []);
+
 	const { discard } = editor;
 	// Discarding wipes the whole working copy, so gate it behind a confirm
 	// prompt rather than firing straight from the button.

frontend/src/container/LLMObservability/AttributeMapping/TestTab/useTestSpanMapper.ts

@@ -1,4 +1,5 @@
 import { useCallback, useEffect, useMemo, useState } from 'react';
+import logEvent from 'api/common/logEvent';
 import {
 	RenderErrorResponseDTO,
 	SpantypesSpanMapperTestSpanDTO,
@@ -126,6 +127,7 @@ export function useTestSpanMapper(
 			{ data: body },
 			{
 				onSuccess: (response) => {
+					void logEvent('AI Observability Attribute Mapping: Test run', {});
 					setTestedAttributes(submittedAttributes);
 					setTestedResource(submittedResource);
 					setResult(response.data?.spans ?? []);

frontend/src/container/LLMObservability/AttributeMapping/hooks/useAttributeMappingEditor.ts

@@ -2,6 +2,7 @@ import { useCallback, useEffect, useMemo, useRef, useState } from 'react';
 import { cloneDeep, isEqual } from 'lodash-es';
 import { toast } from '@signozhq/ui/sonner';
 import { useQueryClient } from 'react-query';
+import logEvent from 'api/common/logEvent';
 import {
 	useCreateSpanMapper,
 	useCreateSpanMapperGroup,
@@ -262,6 +263,7 @@ export function useAttributeMappingEditor(): AttributeMappingEditor {
 		setSaveError(null);
 		try {
 			await persistDraft(snapshot, draft, mutations);
+			void logEvent('AI Observability Attribute Mapping: Changes saved', {});
 			// Refresh the groups list in place — it stays mounted, so this just
 			// swaps in fresh data without a loading flash. Using the query's own
 			// refetch keeps it scoped to the groups list; the per-group mapper

frontend/src/container/LLMObservability/Explorer/Explorer.tsx

@@ -173,7 +173,7 @@ function Explorer(): JSX.Element {
 
 	useEffect(() => {
 		if (!logEventCalledRef.current) {
-			logEvent('Traces Explorer: Page visited', {});
+			logEvent('AI Observability Explorer: Page visited', {});
 			logEventCalledRef.current = true;
 		}
 	}, []);

frontend/src/container/LLMObservability/Explorer/ListView/ListView.tsx

@@ -173,7 +173,7 @@ function ListView({
 
 	useEffect(() => {
 		if (!isLoading && !isFetching && !isError && rows.length !== 0) {
-			void logEvent('Traces Explorer: Data present', {
+			void logEvent('AI Observability Explorer: Data present', {
 				panelType,
 			});
 		}

frontend/src/container/LLMObservability/Explorer/TracesView/TracesView.tsx

@@ -159,7 +159,7 @@ function TracesView({
 
 	useEffect(() => {
 		if (!isLoading && !isFetching && !isError && rows.length !== 0) {
-			void logEvent('Traces Explorer: Data present', {
+			void logEvent('AI Observability Explorer: Data present', {
 				panelType: 'TRACE',
 			});
 		}

frontend/src/container/LLMObservability/Overview/Overview.tsx

@@ -1,4 +1,6 @@
+import { useEffect } from 'react';
 import { Typography } from '@signozhq/ui/typography';
+import logEvent from 'api/common/logEvent';
 import Spinner from 'components/Spinner';
 import DashboardContainer from 'pages/DashboardPage/DashboardContainer';
 
@@ -8,6 +10,10 @@ import styles from './Overview.module.scss';
 function Overview(): JSX.Element {
 	const { dashboard, isLoading, isError, error, refetch } = useSystemDashboard();
 
+	useEffect(() => {
+		void logEvent('AI Observability Overview: Page visited', {});
+	}, []);
+
 	const renderContent = (): JSX.Element => {
 		if (isLoading) {
 			return <Spinner tip="Loading dashboard..." />;

frontend/src/container/LLMObservability/Settings/ModelPricing/LLMObservabilityModelPricing.tsx

@@ -1,5 +1,7 @@
+import { useEffect } from 'react';
 import { Badge } from '@signozhq/ui/badge';
 import { Tabs } from 'antd';
+import logEvent from 'api/common/logEvent';
 import { useListUnmappedLLMModels } from 'api/generated/services/llmpricingrules';
 import { parseAsStringEnum, useQueryState } from 'nuqs';
 
@@ -20,6 +22,10 @@ function LLMObservabilityModelPricing(): JSX.Element {
 	const { data } = useListUnmappedLLMModels();
 	const unpricedCount = data?.data?.items?.length ?? 0;
 
+	useEffect(() => {
+		void logEvent('AI Observability Model Pricing: Page visited', {});
+	}, []);
+
 	return (
 		<div
 			className={styles.llmObservabilityModelPricing}

frontend/src/container/LLMObservability/Settings/ModelPricing/ModelCostTabPanel/components/ModelCostDrawer/hooks/useModelCostDrawer.ts

@@ -1,6 +1,7 @@
 import { useCallback, useState } from 'react';
 import { toast } from '@signozhq/ui/sonner';
 import { useQueryClient } from 'react-query';
+import logEvent from 'api/common/logEvent';
 import {
 	getListLLMPricingRulesQueryKey,
 	getListUnmappedLLMModelsQueryKey,
@@ -94,6 +95,10 @@ export function useModelCostDrawer(): UseModelCostDrawerResult {
 				await createOrUpdate({
 					data: { rules: [buildRulePayload(draft)] },
 				});
+				void logEvent('AI Observability Model Pricing: Model cost saved', {
+					mode,
+					modelName: draft.modelName,
+				});
 				await invalidateList();
 				setIsOpen(false);
 				setSelectedRuleId(null);

frontend/src/container/LLMObservability/Settings/ModelPricing/ModelCostTabPanel/hooks/useModelCostDelete.ts

@@ -1,6 +1,7 @@
 import { useCallback, useState } from 'react';
 import { toast } from '@signozhq/ui/sonner';
 import { useQueryClient } from 'react-query';
+import logEvent from 'api/common/logEvent';
 import {
 	getListLLMPricingRulesQueryKey,
 	useDeleteLLMPricingRule,
@@ -46,6 +47,9 @@ export function useModelCostDelete(): UseModelCostDeleteResult {
 		}
 		try {
 			await deleteRuleApi({ pathParams: { id: pendingDelete.id } });
+			void logEvent('AI Observability Model Pricing: Model cost deleted', {
+				modelName: pendingDelete.modelName,
+			});
 			await queryClient.invalidateQueries({
 				queryKey: getListLLMPricingRulesQueryKey(),
 			});

frontend/src/container/LLMObservability/Settings/ModelPricing/UnpricedModelsTab/hooks/useUnpricedModelMapping.ts

@@ -1,6 +1,7 @@
 import { useCallback, useState } from 'react';
 import { toast } from '@signozhq/ui/sonner';
 import { useQueryClient } from 'react-query';
+import logEvent from 'api/common/logEvent';
 import {
 	getListLLMPricingRulesQueryKey,
 	getListUnmappedLLMModelsQueryKey,
@@ -45,6 +46,10 @@ export function useUnpricedModelMapping(): UseUnpricedModelMappingResult {
 			setIsSaving(true);
 			try {
 				await createOrUpdate({ data: { rules: [payload] } });
+				void logEvent('AI Observability Model Pricing: Unpriced model mapped', {
+					modelName: model.modelName,
+					billingModelName: rule.modelName,
+				});
 				await Promise.all([
 					queryClient.invalidateQueries({
 						queryKey: getListUnmappedLLMModelsQueryKey(),

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;

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)

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',
 	},
 	{

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
-	);
-}

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);
+	});
+});

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,

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. */

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. */

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',

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 },
 };

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. */

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' }),

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,

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)
 }
 

pkg/signoz/provider.go

@@ -255,6 +255,7 @@ func NewSQLMigrationProviderFactories(
 		sqlmigration.NewNormalizeQuickFilterFieldsFactory(sqlstore),
 		sqlmigration.NewAddSpanMapperOriginFactory(sqlstore, sqlschema),
 		sqlmigration.NewAddCloudIntegrationTuplesFactory(sqlstore),
+		sqlmigration.NewAddNotificationChannelTuplesFactory(sqlstore),
 	)
 }
 

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
+}

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)

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,
-        },
-    )

tests/e2e/tests/llm-o11y/attribute-mapping.spec.ts

@@ -9,6 +9,7 @@ import { authToken } from '../../helpers/common';
 test.describe.configure({ mode: 'serial' });
 
 const GROUP_NAME = 'e2e-attr-mapping-happy';
+const GROUP_CONDITION = 'my_company.llm.';
 
 const TARGET_ATTR = 'gen_ai.content.prompt';
 const SOURCE_ATTR = 'my_company.llm.input';
@@ -34,6 +35,8 @@ test.describe('LLM Observability — Attribute Mapping', () => {
 		const groupDrawer = page.getByTestId('group-form-drawer');
 		await expect(groupDrawer).toBeVisible();
 		await page.getByTestId('group-form-name').fill(GROUP_NAME);
+		await page.getByTestId('group-form-attribute-add').click();
+		await page.getByTestId('group-form-attribute-0').fill(GROUP_CONDITION);
 		await page.getByTestId('group-form-save').click();
 		await expect(groupDrawer).toBeHidden();