refactor: trace details and and header changes

feat: trace detail header & tooltip changes
feat: update badge color
2026-10-06 18:20:50 +01:00 · 2026-10-06 22:29:02 +05:30 · 2026-10-06 21:54:29 +05:30 · 2026-10-06 19:24:48 +05:30 · 2026-10-06 19:01:40 +05:30 · 2026-10-06 18:42:47 +05:30
254 changed files with 13596 additions and 4714 deletions
--- a/.github/workflows/goci.yaml
+++ b/.github/workflows/goci.yaml
@@ -67,7 +67,7 @@ jobs:
        with:
          go-version: "1.24"
      - name: check-semconv-generated-files
-        run: go run ./scripts/semconv -check
+        run: make semconv-check
  build:
    if: |
      github.event_name == 'merge_group' ||
--- a/4
+++ b/4
@@ -262,6 +262,10 @@ py-clean: ## Clear all pycache and pytest cache from tests directory recursively
 semconv-generate: ## Regenerate semantic-convention families for Go and TypeScript
 	@go run ./scripts/semconv

+.PHONY: semconv-check
+semconv-check: ## Fail if the generated semantic-convention files are stale
+	@go run ./scripts/semconv -check
+
 .PHONY: gen-mocks
 gen-mocks:
 	@echo ">> Generating mocks"
--- a/docs/api/openapi.yml
+++ b/docs/api/openapi.yml
@@ -184,6 +184,7 @@ components:
        headers:
          additionalProperties:
            type: string
+          nullable: true
          type: object
        html:
          type: string
@@ -217,6 +218,7 @@ components:
        metadata:
          additionalProperties:
            type: string
+          nullable: true
          type: object
        sendResolved:
          nullable: true
@@ -258,6 +260,7 @@ components:
          type: string
        customFields:
          additionalProperties: {}
+          nullable: true
          type: object
        description:
          type: string
@@ -268,6 +271,7 @@ components:
        labels:
          items:
            type: string
+          nullable: true
          type: array
        priority:
          type: string
@@ -346,6 +350,7 @@ components:
        details:
          additionalProperties:
            type: string
+          nullable: true
          type: object
        message:
          type: string
@@ -374,6 +379,7 @@ components:
        details:
          additionalProperties:
            type: string
+          nullable: true
          type: object
        group:
          type: string
@@ -451,6 +457,7 @@ components:
        actions:
          items:
            $ref: '#/components/schemas/AlertmanagertypesChannelSlackAction'
+          nullable: true
          type: array
        apiUrl:
          format: password
@@ -464,6 +471,7 @@ components:
        fields:
          items:
            $ref: '#/components/schemas/AlertmanagertypesChannelSlackField'
+          nullable: true
          type: array
        footer:
          type: string
@@ -1763,12 +1771,15 @@ components:
          additionalProperties: {}
          nullable: true
          type: object
+        syncState:
+          $ref: '#/components/schemas/CloudintegrationtypesSyncState'
        timestampMillis:
          format: int64
          type: integer
      required:
      - timestampMillis
      - data
+      - syncState
      type: object
    CloudintegrationtypesAzureAccountConfig:
      properties:
@@ -2013,6 +2024,8 @@ components:
          format: date-time
          nullable: true
          type: string
+        syncState:
+          $ref: '#/components/schemas/CloudintegrationtypesSyncState'
      required:
      - account_id
      - cloud_account_id
@@ -2022,6 +2035,7 @@ components:
      - providerAccountId
      - integrationConfig
      - removedAt
+      - syncState
      type: object
    CloudintegrationtypesGettableServicesMetadata:
      properties:
@@ -2121,6 +2135,9 @@ components:
          type: object
        providerAccountId:
          type: string
+        syncedVersion:
+          nullable: true
+          type: integer
      required:
      - data
      type: object
@@ -2133,6 +2150,18 @@ components:
        gcp:
          $ref: '#/components/schemas/CloudintegrationtypesGCPIntegrationConfig'
      type: object
+    CloudintegrationtypesRegionState:
+      enum:
+      - enabled
+      - disabled
+      type: string
+    CloudintegrationtypesRegionSyncState:
+      properties:
+        state:
+          $ref: '#/components/schemas/CloudintegrationtypesRegionState'
+      required:
+      - state
+      type: object
    CloudintegrationtypesService:
      properties:
        assets:
@@ -2274,6 +2303,23 @@ components:
        metrics:
          type: boolean
      type: object
+    CloudintegrationtypesSyncState:
+      nullable: true
+      properties:
+        inSync:
+          type: boolean
+        regions:
+          additionalProperties:
+            $ref: '#/components/schemas/CloudintegrationtypesRegionSyncState'
+          type: object
+        version:
+          format: int64
+          type: integer
+      required:
+      - version
+      - inSync
+      - regions
+      type: object
    CloudintegrationtypesUpdatableAccount:
      properties:
        config:
@@ -21140,9 +21186,9 @@ paths:
          description: Internal Server Error
      security:
      - api_key:
-        - ADMIN
+        - role:read
      - tokenizer:
-        - ADMIN
+        - role:read
      summary: Get users by role id
      tags:
      - users
@@ -25728,9 +25774,11 @@ paths:
          description: Internal Server Error
      security:
      - api_key:
-        - ADMIN
+        - user:attach
+        - role:attach
      - tokenizer:
-        - ADMIN
+        - user:attach
+        - role:attach
      summary: Create user role
      tags:
      - users
@@ -25781,9 +25829,11 @@ paths:
          description: Internal Server Error
      security:
      - api_key:
-        - ADMIN
+        - user:detach
+        - role:detach
      - tokenizer:
-        - ADMIN
+        - user:detach
+        - role:detach
      summary: Delete user role
      tags:
      - users
@@ -25845,9 +25895,9 @@ paths:
          description: Internal Server Error
      security:
      - api_key:
-        - ADMIN
+        - user:read
      - tokenizer:
-        - ADMIN
+        - user:read
      summary: Get user role
      tags:
      - users
@@ -25894,9 +25944,9 @@ paths:
          description: Internal Server Error
      security:
      - api_key:
-        - ADMIN
+        - user:list
      - tokenizer:
-        - ADMIN
+        - user:list
      summary: List users v2
      tags:
      - users
@@ -25957,9 +26007,13 @@ paths:
          description: Internal Server Error
      security:
      - api_key:
-        - ADMIN
+        - user:create
+        - user:attach
+        - role:attach
      - tokenizer:
-        - ADMIN
+        - user:create
+        - user:attach
+        - role:attach
      summary: Create user
      tags:
      - users
@@ -26004,9 +26058,9 @@ paths:
          description: Internal Server Error
      security:
      - api_key:
-        - ADMIN
+        - user:delete
      - tokenizer:
-        - ADMIN
+        - user:delete
      summary: Delete user
      tags:
      - users
@@ -26062,9 +26116,9 @@ paths:
          description: Internal Server Error
      security:
      - api_key:
-        - ADMIN
+        - user:read
      - tokenizer:
-        - ADMIN
+        - user:read
      summary: Get user by user id
      tags:
      - users
@@ -26119,9 +26173,9 @@ paths:
          description: Internal Server Error
      security:
      - api_key:
-        - ADMIN
+        - user:update
      - tokenizer:
-        - ADMIN
+        - user:update
      summary: Update user v2
      tags:
      - users
@@ -26178,9 +26232,9 @@ paths:
          description: Internal Server Error
      security:
      - api_key:
-        - ADMIN
+        - factor-password:list
      - tokenizer:
-        - ADMIN
+        - factor-password:list
      summary: Get reset password token for a user
      tags:
      - users
@@ -26244,9 +26298,11 @@ paths:
          description: Internal Server Error
      security:
      - api_key:
-        - ADMIN
+        - factor-password:create
+        - user:attach
      - tokenizer:
-        - ADMIN
+        - factor-password:create
+        - user:attach
      summary: Create or regenerate reset password token for a user
      tags:
      - users
@@ -26305,9 +26361,9 @@ paths:
          description: Internal Server Error
      security:
      - api_key:
-        - ADMIN
+        - user:read
      - tokenizer:
-        - ADMIN
+        - user:read
      summary: Get user roles
      tags:
      - users
@@ -26621,10 +26677,7 @@ paths:
                $ref: '#/components/schemas/RenderErrorResponse'
          description: Internal Server Error
      security:
-      - api_key:
-        - ADMIN
-      - tokenizer:
-        - ADMIN
+      - tokenizer: []
      summary: Updates my password
      tags:
      - users
--- a/docs/contributing/go/authz.md
+++ b/docs/contributing/go/authz.md
@@ -118,10 +118,10 @@ router.Handle("/api/v1/service_accounts", handler.New(
 The pieces:

 - **`CheckResources(handlerFn, roles...)`** — the resource-aware authorization wrapper from [pkg/http/middleware/authz.go](/pkg/http/middleware/authz.go). The role list is the community-edition fallback: which managed roles may call this route when per-resource checks are unavailable.
- **`ResourceDef`** — declares the resource, verb, audit category, how to extract the instance ID, and how to turn that ID into selectors. ID extractors live in [pkg/types/coretypes/extractor.go](/pkg/types/coretypes/extractor.go): `PathParam("id")`, `BodyField(func(req *T) string)` / `BodyFields(func(req *T) []string)` reading the request body the resource middleware decoded into the route's `OpenAPIDef.Request` type `T`, and `ResponseJSONPath("data.id")` for IDs only known after the handler runs (e.g. `create`). A handler on such a route reads the same decoded value with `coretypes.BodyFromContext[T](r.Context())`.
+- **`ResourceDef`** — declares the resource, verb, audit category, how to extract the instance ID, and how to turn that ID into selectors. ID extractors live in [pkg/types/coretypes/extractor.go](/pkg/types/coretypes/extractor.go): `PathParam("id")`, `BodyJSONPath("data.id")`, `BodyJSONArray("ids")`, and `ResponseJSONPath("data.id")` for IDs only known after the handler runs (e.g. `create`).
 - **`SecuritySchemes`** — advertises the required scope (`resource.Scope(verb)`, e.g. `serviceaccount:create`) in the OpenAPI spec.

-For routes that link two resources, use `AttachDetachSiblingResourceDef` (both sides are authz-checked, e.g. attaching a role to a service account requires `attach` on **both** the service account and the role). For parent-child routes (e.g. creating an API key under a service account), both sides are checked too, but with different verbs: declare a `BasicResourceDef` checking the child with `create`/`delete`, alongside an `AttachDetachParentChildResourceDef` checking the parent with `attach`/`detach` (within that def the child is only recorded for audit) — see the `/api/v1/service_accounts/{id}/keys` route in [pkg/apiserver/signozapiserver/serviceaccount.go](/pkg/apiserver/signozapiserver/serviceaccount.go).
+For routes that link two resources, use `AttachDetachSiblingResourceDef` (both sides are authz-checked, e.g. attaching a role to a service account requires `attach` on **both** the service account and the role). When a side's ids come from a list extractor (`BodyJSONArray` or a custom `ResourceIDsExtractor`) and that list resolves to nothing at request time, there is nothing to link: the def resolves to no resources, so no check runs and no audit event is emitted (e.g. inviting a user with an empty `userRoles`). A single-id side (`OneID`) always resolves to exactly one id and fails closed when it is empty. For parent-child routes (e.g. creating an API key under a service account), both sides are checked too, but with different verbs: declare a `BasicResourceDef` checking the child with `create`/`delete`, alongside an `AttachDetachParentChildResourceDef` checking the parent with `attach`/`detach` (within that def the child is only recorded for audit) — see the `/api/v1/service_accounts/{id}/keys` route in [pkg/apiserver/signozapiserver/serviceaccount.go](/pkg/apiserver/signozapiserver/serviceaccount.go).

 Prefer `CheckResources` with a `ResourceDef` for anything resource-shaped. The older coarse gates `ViewAccess`/`EditAccess`/`AdminAccess` only check "does the caller hold one of these roles" and give up per-resource granularity; `OpenAccess` performs no authorization (authentication still applies); `CheckWithoutClaims` serves anonymous routes such as public dashboards.

--- a/docs/contributing/query-range.md
+++ b/docs/contributing/query-range.md
@@ -84,9 +84,9 @@ A storage answers four questions and nothing else:
 | WhenAbsent | Absent row reads | Positive filter | Raw select | Multi-candidate column | Field keys |
 |---|---|---|---|---|---|
 | `AlwaysPresent` | a real value | no guard | no guard | no branch, ends the candidate list | table columns |
-| `AbsentIsSentinel` | `''`, 0, false, and that is not a value | exists guard | exists guard | presence branch | map attributes, cast JSON paths, string families |
+| `AbsentIsSentinel` | `''`, 0, false, and that is not a value | exists guard | exists guard | presence branch | map attributes, cast JSON paths, string families of such members |
 | `AbsentIsNull` | NULL | no guard | no guard | presence branch | multi-era folds, body JSON paths, numeric families |
-| `AbsentIsValue` | `''`, and that is the keyless contract | no guard | no guard | no presence branch | metrics labels, rule state history labels |
+| `AbsentIsValue` | `''`, and that is the keyless contract | no guard | no guard | no presence branch | metrics labels, rule state history labels, and families of such members |

 ### The generic layer

@@ -109,7 +109,7 @@ The functions, from the outside in:
 | `RejectsBodyFunction(traits, operator)` | Runs before resolution. A storage without body functions (`has`, `hasAny`, `hasAll`, `hasToken`, `search`) errors. The fingerprint side of a split skips the term, because the main query evaluates it. After resolution, `Condition` errors when `has`, `hasAny`, `hasAll`, or `hasToken` lands on a map-backed key (resource, attribute, scope), before the split can drop it. |
 | `SharedCondition(...)` | The `Compile` of every storage without its own condition language: `LogicalRead`, the shared data-type collision cast, `OperatorCondition`, then the guard rule. |
 | `OperatorCondition(...)` | The operator switch over an already cast read. A storage with its own cast policy composes with it. |
-| `LogicalRead(...)` | The only place family expressions are built. A single-member field reads through its member. A family merges the member reads, current member first: `COALESCE(NULLIF(m1, ''), NULLIF(m2, ''), '')` for strings, `multiIf` with a NULL tail for numbers. It ORs the member presence tests. A row without any member reads what the tail of the merge reads. A member with a value map reads through `TransformRead`. `NOT EXISTS` is the read's `Absence`, the storage's own negated form. |
+| `LogicalRead(...)` | The only place family expressions are built. A single-member field reads through its member. A family merges the member reads, current member first: `COALESCE(NULLIF(m1, ''), NULLIF(m2, ''), '')` for strings, `multiIf` with a NULL tail for numbers. It ORs the member presence tests. A row without any member reads what the tail of the merge reads. When every member reads its sentinel as a value, so does the family. A member with a value map reads through `TransformRead`. `NOT EXISTS` is the read's `Absence`, the storage's own negated form. |

 ### A resolved key

--- a/ee/modules/cloudintegration/implcloudintegration/module.go
+++ b/ee/modules/cloudintegration/implcloudintegration/module.go
@@ -183,32 +183,52 @@ func (module *module) AgentCheckIn(ctx context.Context, orgID valuer.UUID, provi
 		return nil, errors.New(errors.TypeAlreadyExists, cloudintegrationtypes.ErrCodeCloudIntegrationAlreadyConnected, errMessage)
 	}

-	account, err := module.store.GetAccountByID(ctx, orgID, req.CloudIntegrationID, provider)
+	storableAccount, err := module.store.GetAccountByID(ctx, orgID, req.CloudIntegrationID, provider)
 	if err != nil {
 		return nil, err
 	}

+	account, err := cloudintegrationtypes.NewAccountFromStorable(storableAccount)
+	if err != nil {
+		return nil, err
+	}
+
+	syncState := account.NextSyncState(req.SyncedVersion)
+
 	// If account has been removed (disconnected), return a minimal response with empty integration config.
-	// The agent uses this response to clean up resources
 	if account.RemovedAt != nil {
+		// Heartbeat stays frozen after removal, only the sync state is updated.
+		if account.AgentReport != nil && syncState != nil {
+			account.UpdateSyncState(syncState)
+
+			storableAccount, err = cloudintegrationtypes.NewStorableCloudIntegration(account)
+			if err != nil {
+				return nil, err
+			}
+
+			err = module.store.UpdateAgentReport(ctx, storableAccount)
+			if err != nil {
+				return nil, err
+			}
+		}
+
 		return cloudintegrationtypes.NewAgentCheckInResponse(
 			req.ProviderAccountID,
 			account.ID.StringValue(),
 			new(cloudintegrationtypes.ProviderIntegrationConfig),
 			account.RemovedAt,
+			syncState,
 		), nil
 	}

-	// update account with cloud provider account id and agent report (heartbeat)
-	account.Update(&req.ProviderAccountID, cloudintegrationtypes.NewAgentReport(req.Data))
+	account.UpdateAgentReport(&req.ProviderAccountID, cloudintegrationtypes.NewAgentReport(req.Data, syncState))

-	err = module.store.UpdateAccount(ctx, account)
+	storableAccount, err = cloudintegrationtypes.NewStorableCloudIntegration(account)
 	if err != nil {
 		return nil, err
 	}

-	// Get account as domain object for config access (enabled regions, etc.)
-	domainAccount, err := cloudintegrationtypes.NewAccountFromStorable(account)
+	err = module.store.UpdateAgentReport(ctx, storableAccount)
 	if err != nil {
 		return nil, err
 	}
@@ -223,8 +243,7 @@ func (module *module) AgentCheckIn(ctx context.Context, orgID valuer.UUID, provi
 		return nil, err
 	}

-	// Delegate integration config building entirely to the provider module
-	integrationConfig, err := cloudProvider.BuildIntegrationConfig(ctx, domainAccount, storedServices)
+	integrationConfig, err := cloudProvider.BuildIntegrationConfig(ctx, account, storedServices)
 	if err != nil {
 		return nil, err
 	}
@@ -234,6 +253,7 @@ func (module *module) AgentCheckIn(ctx context.Context, orgID valuer.UUID, provi
 		account.ID.StringValue(),
 		integrationConfig,
 		account.RemovedAt,
+		syncState,
 	), nil
 }

--- a/frontend/src/AppRoutes/index.tsx
+++ b/frontend/src/AppRoutes/index.tsx
@@ -12,13 +12,14 @@ import { CmdKPalette } from 'components/cmdKPalette/cmdKPalette';
 import NotFound from 'components/NotFound';
 import { ShiftHoldOverlayController } from 'components/ShiftOverlay/ShiftHoldOverlayController';
 import Spinner from 'components/Spinner';
-import { FeatureKeys } from 'constants/features';
 import { LOCALSTORAGE } from 'constants/localStorage';
 import ROUTES from 'constants/routes';
 import AppLayout from 'container/AppLayout';
 import Hex from 'crypto-js/enc-hex';
 import HmacSHA256 from 'crypto-js/hmac-sha256';
 import { useIsAIAssistantEnabled } from 'hooks/useIsAIAssistantEnabled';
+import { useSavedViewEnabled } from 'hooks/useSavedViewEnabled';
+import { ChatSupportState, useChatSupport } from 'hooks/useChatSupport';
 import { useIsDarkMode } from 'hooks/useDarkMode';
 import { useGetTenantLicense } from 'hooks/useGetTenantLicense';
 import { StatusCodes } from 'http-status-codes';
@@ -58,7 +59,6 @@ function App(): JSX.Element {
 		isFetchingActiveLicense,
 		activeLicenseFetchError,
 		userFetchError,
-		featureFlagsFetchError,
 		isLoggedIn: isLoggedInState,
 		featureFlags,
 		org,
@@ -66,6 +66,8 @@ function App(): JSX.Element {
 	} = useAppContext();
 	const [routes, setRoutes] = useState<AppRoutes[]>(defaultRoutes);
 	const isAIAssistantEnabled = useIsAIAssistantEnabled();
+	const isSavedViewEnabled = useSavedViewEnabled();
+	const chatSupport = useChatSupport();

 	const { hostname } = window.location;
 	const [pathname, setPathname] = useState(history.location.pathname);
@@ -253,7 +255,9 @@ function App(): JSX.Element {
 	}, [isDarkMode]);

 	useEffect(() => {
+		// The bottom strip carries Support, so the floating bubble goes entirely.
 		if (
+			isSavedViewEnabled ||
 			pathname === ROUTES.ONBOARDING ||
 			pathname.startsWith('/public/dashboard/') ||
 			pathname === '/ai-assistant' ||
@@ -263,71 +267,32 @@ function App(): JSX.Element {
 		} else {
 			window.Pylon?.('showChatBubble');
 		}
-	}, [pathname]);
+	}, [pathname, isSavedViewEnabled]);

-	// eslint-disable-next-line sonarjs/cognitive-complexity
+	// Identity for the Pylon widget. Whether this user gets Pylon at all is
+	// `useChatSupport`'s call — this only fills in who they are.
 	useEffect(() => {
-		// feature flag shouldn't be loading and featureFlags or fetchError any one of this should be true indicating that req is complete
-		// licenses should also be present. there is no check for licenses for loading and error as that is mandatory if not present then routing
-		// to something went wrong which would ideally need a reload.
-		if (
-			!isFetchingFeatureFlags &&
-			(featureFlags || featureFlagsFetchError) &&
-			activeLicense &&
-			trialInfo
-		) {
-			let isChatSupportEnabled = false;
-			let isPremiumSupportEnabled = false;
-			if (featureFlags && featureFlags.length > 0) {
-				isChatSupportEnabled =
-					featureFlags.find((flag) => flag.name === FeatureKeys.CHAT_SUPPORT)
-						?.active || false;
-
-				isPremiumSupportEnabled =
-					featureFlags.find((flag) => flag.name === FeatureKeys.PREMIUM_SUPPORT)
-						?.active || false;
-			}
-			const showAddCreditCardModal =
-				!isPremiumSupportEnabled && !trialInfo?.trialConvertedToSubscription;
-
-			if (
-				isLoggedInState &&
-				isChatSupportEnabled &&
-				!showAddCreditCardModal &&
-				(isCloudUser || isEnterpriseSelfHostedUser) &&
-				window.signozBootData?.settings?.pylon?.enabled
-			) {
-				const email = user.email || '';
-				const secret = window.signozBootData?.settings?.pylon?.identitySecret || '';
-				let emailHash = '';
-
-				if (email && secret) {
-					emailHash = HmacSHA256(email, Hex.parse(secret)).toString(Hex);
-				}
-
-				window.pylon = {
-					chat_settings: {
-						app_id: window.signozBootData?.settings?.pylon?.appId,
-						email: user.email,
-						name: user.displayName || user.email,
-						email_hash: emailHash,
-					},
-				};
-			}
+		if (chatSupport !== ChatSupportState.Pylon) {
+			return;
 		}
-	}, [
-		isLoggedInState,
-		user,
-		pathname,
-		trialInfo?.trialConvertedToSubscription,
-		featureFlags,
-		isFetchingFeatureFlags,
-		featureFlagsFetchError,
-		activeLicense,
-		trialInfo,
-		isCloudUser,
-		isEnterpriseSelfHostedUser,
-	]);
+
+		const email = user.email || '';
+		const secret = window.signozBootData?.settings?.pylon?.identitySecret || '';
+		let emailHash = '';
+
+		if (email && secret) {
+			emailHash = HmacSHA256(email, Hex.parse(secret)).toString(Hex);
+		}
+
+		window.pylon = {
+			chat_settings: {
+				app_id: window.signozBootData?.settings?.pylon?.appId,
+				email: user.email,
+				name: user.displayName || user.email,
+				email_hash: emailHash,
+			},
+		};
+	}, [chatSupport, user]);

 	useEffect(() => {
 		if (!isFetchingUser && isCloudUser && user && user.email) {
--- a/frontend/src/api/generated/services/sigNoz.schemas.ts
+++ b/frontend/src/api/generated/services/sigNoz.schemas.ts
@@ -104,9 +104,9 @@ export interface AlertmanagertypesChannelSlackFieldDTO {

 export interface AlertmanagertypesChannelSlackConfigDTO {
 	/**
-	 * @type array
+	 * @type array,null
 	 */
-	actions?: AlertmanagertypesChannelSlackActionDTO[];
+	actions?: AlertmanagertypesChannelSlackActionDTO[] | null;
 	/**
 	 * @type string
 	 * @format password
@@ -125,9 +125,9 @@ export interface AlertmanagertypesChannelSlackConfigDTO {
 	 */
 	fallback?: string;
 	/**
-	 * @type array
+	 * @type array,null
 	 */
-	fields?: AlertmanagertypesChannelSlackFieldDTO[];
+	fields?: AlertmanagertypesChannelSlackFieldDTO[] | null;
 	/**
 	 * @type string
 	 */
@@ -166,13 +166,19 @@ export interface AlertmanagertypesChannelConfigVariantGithubComSigNozSignozPkgTy
 export enum AlertmanagertypesChannelConfigVariantGithubComSigNozSignozPkgTypesAlertmanagertypesChannelEmailConfigDTOKind {
 	email = 'email',
 }
-export type AlertmanagertypesChannelEmailConfigDTOHeaders = {
+export type AlertmanagertypesChannelEmailConfigDTOHeadersAnyOf = {
 	[key: string]: string;
 };

+/**
+ * @nullable
+ */
+export type AlertmanagertypesChannelEmailConfigDTOHeaders =
+	AlertmanagertypesChannelEmailConfigDTOHeadersAnyOf | null;
+
 export interface AlertmanagertypesChannelEmailConfigDTO {
 	/**
-	 * @type object
+	 * @type object,null
 	 */
 	headers?: AlertmanagertypesChannelEmailConfigDTOHeaders;
 	/**
@@ -239,10 +245,16 @@ export interface AlertmanagertypesChannelConfigVariantGithubComSigNozSignozPkgTy
 export enum AlertmanagertypesChannelConfigVariantGithubComSigNozSignozPkgTypesAlertmanagertypesChannelPagerdutyConfigDTOKind {
 	pagerduty = 'pagerduty',
 }
-export type AlertmanagertypesChannelPagerdutyConfigDTODetails = {
+export type AlertmanagertypesChannelPagerdutyConfigDTODetailsAnyOf = {
 	[key: string]: string;
 };

+/**
+ * @nullable
+ */
+export type AlertmanagertypesChannelPagerdutyConfigDTODetails =
+	AlertmanagertypesChannelPagerdutyConfigDTODetailsAnyOf | null;
+
 export interface AlertmanagertypesChannelPagerdutyConfigDTO {
 	/**
 	 * @type string
@@ -265,7 +277,7 @@ export interface AlertmanagertypesChannelPagerdutyConfigDTO {
 	 */
 	description?: string;
 	/**
-	 * @type object
+	 * @type object,null
 	 */
 	details?: AlertmanagertypesChannelPagerdutyConfigDTODetails;
 	/**
@@ -307,10 +319,16 @@ export interface AlertmanagertypesChannelConfigVariantGithubComSigNozSignozPkgTy
 export enum AlertmanagertypesChannelConfigVariantGithubComSigNozSignozPkgTypesAlertmanagertypesChannelOpsgenieConfigDTOKind {
 	opsgenie = 'opsgenie',
 }
-export type AlertmanagertypesChannelOpsgenieConfigDTODetails = {
+export type AlertmanagertypesChannelOpsgenieConfigDTODetailsAnyOf = {
 	[key: string]: string;
 };

+/**
+ * @nullable
+ */
+export type AlertmanagertypesChannelOpsgenieConfigDTODetails =
+	AlertmanagertypesChannelOpsgenieConfigDTODetailsAnyOf | null;
+
 export interface AlertmanagertypesChannelOpsgenieConfigDTO {
 	/**
 	 * @type string
@@ -326,7 +344,7 @@ export interface AlertmanagertypesChannelOpsgenieConfigDTO {
 	 */
 	description?: string;
 	/**
-	 * @type object
+	 * @type object,null
 	 */
 	details?: AlertmanagertypesChannelOpsgenieConfigDTODetails;
 	/**
@@ -423,10 +441,16 @@ export interface AlertmanagertypesChannelConfigVariantGithubComSigNozSignozPkgTy
 export enum AlertmanagertypesChannelConfigVariantGithubComSigNozSignozPkgTypesAlertmanagertypesChannelJiraConfigDTOKind {
 	jira = 'jira',
 }
-export type AlertmanagertypesChannelJiraConfigDTOCustomFields = {
+export type AlertmanagertypesChannelJiraConfigDTOCustomFieldsAnyOf = {
 	[key: string]: unknown;
 };

+/**
+ * @nullable
+ */
+export type AlertmanagertypesChannelJiraConfigDTOCustomFields =
+	AlertmanagertypesChannelJiraConfigDTOCustomFieldsAnyOf | null;
+
 export interface AlertmanagertypesChannelJiraConfigDTO {
 	/**
 	 * @type string
@@ -434,7 +458,7 @@ export interface AlertmanagertypesChannelJiraConfigDTO {
 	 */
 	apiToken: string;
 	/**
-	 * @type object
+	 * @type object,null
 	 */
 	customFields?: AlertmanagertypesChannelJiraConfigDTOCustomFields;
 	/**
@@ -450,9 +474,9 @@ export interface AlertmanagertypesChannelJiraConfigDTO {
 	 */
 	issueType: string;
 	/**
-	 * @type array
+	 * @type array,null
 	 */
-	labels?: string[];
+	labels?: string[] | null;
 	/**
 	 * @type string
 	 */
@@ -543,17 +567,23 @@ export interface AlertmanagertypesChannelConfigVariantGithubComSigNozSignozPkgTy
 export enum AlertmanagertypesChannelConfigVariantGithubComSigNozSignozPkgTypesAlertmanagertypesChannelIncidentIOConfigDTOKind {
 	incidentio = 'incidentio',
 }
-export type AlertmanagertypesChannelIncidentIOConfigDTOMetadata = {
+export type AlertmanagertypesChannelIncidentIOConfigDTOMetadataAnyOf = {
 	[key: string]: string;
 };

+/**
+ * @nullable
+ */
+export type AlertmanagertypesChannelIncidentIOConfigDTOMetadata =
+	AlertmanagertypesChannelIncidentIOConfigDTOMetadataAnyOf | null;
+
 export interface AlertmanagertypesChannelIncidentIOConfigDTO {
 	/**
 	 * @type string
 	 */
 	description?: string;
 	/**
-	 * @type object
+	 * @type object,null
 	 */
 	metadata?: AlertmanagertypesChannelIncidentIOConfigDTOMetadata;
 	/**
@@ -3366,6 +3396,37 @@ export interface CloudintegrationtypesAWSServiceConfigDTO {
 	metrics?: CloudintegrationtypesAWSServiceMetricsConfigDTO;
 }

+export enum CloudintegrationtypesRegionStateDTO {
+	enabled = 'enabled',
+	disabled = 'disabled',
+}
+export interface CloudintegrationtypesRegionSyncStateDTO {
+	state: CloudintegrationtypesRegionStateDTO;
+}
+
+export type CloudintegrationtypesSyncStateDTORegions = {
+	[key: string]: CloudintegrationtypesRegionSyncStateDTO;
+};
+
+/**
+ * @nullable
+ */
+export type CloudintegrationtypesSyncStateDTO = {
+	/**
+	 * @type boolean
+	 */
+	inSync: boolean;
+	/**
+	 * @type object
+	 */
+	regions: CloudintegrationtypesSyncStateDTORegions;
+	/**
+	 * @type integer
+	 * @format int64
+	 */
+	version: number;
+} | null;
+
 export type CloudintegrationtypesAgentReportDTODataAnyOf = {
 	[key: string]: unknown;
 };
@@ -3384,6 +3445,7 @@ export type CloudintegrationtypesAgentReportDTO = {
 	 * @type object,null
 	 */
 	data: CloudintegrationtypesAgentReportDTOData;
+	syncState: CloudintegrationtypesSyncStateDTO | null;
 	/**
 	 * @type integer
 	 * @format int64
@@ -3812,6 +3874,7 @@ export interface CloudintegrationtypesGettableAgentCheckInDTO {
 	 * @format date-time
 	 */
 	removedAt: string | null;
+	syncState: CloudintegrationtypesSyncStateDTO | null;
 }

 export interface CloudintegrationtypesServiceMetadataDTO {
@@ -3882,6 +3945,10 @@ export interface CloudintegrationtypesPostableAgentCheckInDTO {
 	 * @type string
 	 */
 	providerAccountId?: string;
+	/**
+	 * @type integer,null
+	 */
+	syncedVersion?: number | null;
 }

 export interface CloudintegrationtypesStorableIntegrationDashboardDTO {
--- a/frontend/src/components/AddCreditCardModal/AddCreditCardModal.tsx
+++ b/frontend/src/components/AddCreditCardModal/AddCreditCardModal.tsx
@@ -0,0 +1,103 @@
+import { useMutation } from 'react-query';
+import { Button, Modal } from 'antd';
+import { Typography } from '@signozhq/ui/typography';
+import { createSubscription } from 'api/generated/services/subscriptions';
+import type { CreateSubscription201 } from 'api/generated/services/sigNoz.schemas';
+import { useNotifications } from 'hooks/useNotifications';
+import AuthZTooltip from 'lib/authz/components/AuthZTooltip/AuthZTooltip';
+import { SubscriptionCreatePermission } from 'lib/authz/hooks/useAuthZ/permissions/subscription.permissions';
+import { CreditCard, X } from '@signozhq/icons';
+import APIError from 'types/api/error';
+import { getBaseUrl } from 'utils/basePath';
+
+interface AddCreditCardModalProps {
+	open: boolean;
+	onClose: () => void;
+	onAddCreditCard?: () => void;
+}
+
+/**
+ * Shown to trial users who have not added a card, in place of chat support.
+ * Submitting creates the subscription and opens the returned billing URL.
+ */
+function AddCreditCardModal({
+	open,
+	onClose,
+	onAddCreditCard,
+}: AddCreditCardModalProps): JSX.Element {
+	const { notifications } = useNotifications();
+
+	const handleBillingOnSuccess = (data: CreateSubscription201): void => {
+		if (data?.data?.redirectURL) {
+			const newTab = document.createElement('a');
+			newTab.href = data.data.redirectURL;
+			newTab.target = '_blank';
+			newTab.rel = 'noopener noreferrer';
+			newTab.click();
+		}
+	};
+
+	const handleBillingOnError = (error: APIError): void => {
+		notifications.error({
+			message: error.getErrorCode(),
+			description: error.getErrorMessage(),
+		});
+	};
+
+	const { mutate: updateCreditCard, isLoading: isLoadingBilling } = useMutation(
+		createSubscription,
+		{ onSuccess: handleBillingOnSuccess, onError: handleBillingOnError },
+	);
+
+	const handleAddCreditCard = (): void => {
+		onAddCreditCard?.();
+		updateCreditCard({ url: getBaseUrl() });
+	};
+
+	return (
+		<Modal
+			className="add-credit-card-modal"
+			title={<span className="title">Add Credit Card for Chat Support</span>}
+			open={open}
+			closable
+			onCancel={onClose}
+			destroyOnClose
+			footer={[
+				<Button
+					key="cancel"
+					onClick={onClose}
+					className="cancel-btn"
+					icon={<X size={16} />}
+				>
+					Cancel
+				</Button>,
+				<AuthZTooltip
+					key="submit"
+					checks={[SubscriptionCreatePermission]}
+					withPortal={false}
+				>
+					<Button
+						type="primary"
+						icon={<CreditCard size={16} />}
+						size="middle"
+						loading={isLoadingBilling}
+						disabled={isLoadingBilling}
+						onClick={handleAddCreditCard}
+						className="add-credit-card-btn"
+					>
+						Add Credit Card
+					</Button>
+				</AuthZTooltip>,
+			]}
+		>
+			<Typography.Text className="add-credit-card-text">
+				You&apos;re currently on <span className="highlight-text">Trial plan</span>.
+				Add a credit card to access SigNoz chat support to your workspace.
+			</Typography.Text>
+		</Modal>
+	);
+}
+
+AddCreditCardModal.defaultProps = { onAddCreditCard: undefined };
+
+export default AddCreditCardModal;
--- a/frontend/src/components/AddCreditCardModal/stories/AddCreditCardModal.stories.mocks.tsx
+++ b/frontend/src/components/AddCreditCardModal/stories/AddCreditCardModal.stories.mocks.tsx
@@ -0,0 +1,9 @@
+import { rest } from 'msw';
+
+const SUBSCRIPTIONS = 'http://localhost/api/v1/subscriptions';
+
+export const createSubscriptionHandlers = [
+	rest.post(SUBSCRIPTIONS, (_req, res, ctx) =>
+		res(ctx.status(200), ctx.json({ data: { redirectURL: '' } })),
+	),
+];
--- a/frontend/src/components/AddCreditCardModal/stories/AddCreditCardModal.stories.tsx
+++ b/frontend/src/components/AddCreditCardModal/stories/AddCreditCardModal.stories.tsx
@@ -0,0 +1,54 @@
+import { useState } from 'react';
+import type { Meta, StoryObj } from '@storybook/react-vite';
+import { Button } from '@signozhq/ui/button';
+import { screen, userEvent, within } from 'storybook/test';
+
+import { withCanvas } from '@/storybook/decorators/withCanvas';
+
+import { createSubscriptionHandlers } from './AddCreditCardModal.stories.mocks';
+
+import AddCreditCardModal from '../AddCreditCardModal';
+
+/** Stands in for the surfaces that open it: the strip's Support button, and
+ * `LaunchChatSupport` in the custom domain and onboarding flows. */
+function ModalFixture(): JSX.Element {
+	const [open, setOpen] = useState(false);
+
+	return (
+		<>
+			<Button
+				data-testid="open-add-credit-card"
+				onClick={(): void => setOpen(true)}
+			>
+				Contact support
+			</Button>
+			<AddCreditCardModal open={open} onClose={(): void => setOpen(false)} />
+		</>
+	);
+}
+
+const meta = {
+	title: 'Components/Add Credit Card Modal',
+	component: ModalFixture,
+	tags: ['play'],
+	decorators: [withCanvas({ maxWidth: 400 })],
+	parameters: {
+		msw: { handlers: createSubscriptionHandlers },
+	},
+} satisfies Meta<typeof ModalFixture>;
+
+export default meta;
+
+type Story = StoryObj<typeof meta>;
+
+/** What a trial user without a card sees in place of chat support. */
+export const Default: Story = {
+	play: async ({ canvasElement }): Promise<void> => {
+		await userEvent.click(
+			within(canvasElement).getByTestId('open-add-credit-card'),
+		);
+		await screen.findByRole('dialog', {
+			name: /Add Credit Card for Chat Support/i,
+		});
+	},
+};
--- a/frontend/src/components/ChatSupportGateway/ChatSupportGateway.tsx
+++ b/frontend/src/components/ChatSupportGateway/ChatSupportGateway.tsx
@@ -1,63 +1,15 @@
 import { useState } from 'react';
-import { useMutation } from 'react-query';
 import { useLocation } from 'react-router-dom';
-import { Button, Modal } from 'antd';
-import { Typography } from '@signozhq/ui/typography';
+import { Button } from 'antd';
+import AddCreditCardModal from 'components/AddCreditCardModal/AddCreditCardModal';
 import logEvent from 'api/common/logEvent';
-import { createSubscription } from 'api/generated/services/subscriptions';
-import type { CreateSubscription201 } from 'api/generated/services/sigNoz.schemas';
-import { useNotifications } from 'hooks/useNotifications';
-import AuthZTooltip from 'lib/authz/components/AuthZTooltip/AuthZTooltip';
-import { SubscriptionCreatePermission } from 'lib/authz/hooks/useAuthZ/permissions/subscription.permissions';
-import { CreditCard, MessageSquareText, X } from '@signozhq/icons';
-import APIError from 'types/api/error';
-import { getBaseUrl } from 'utils/basePath';
+import { MessageSquareText } from '@signozhq/icons';

 export default function ChatSupportGateway(): JSX.Element {
-	const { notifications } = useNotifications();
-
 	const [isAddCreditCardModalOpen, setIsAddCreditCardModalOpen] =
 		useState(false);
-
-	const handleBillingOnSuccess = (data: CreateSubscription201): void => {
-		if (data?.data?.redirectURL) {
-			const newTab = document.createElement('a');
-			newTab.href = data.data.redirectURL;
-			newTab.target = '_blank';
-			newTab.rel = 'noopener noreferrer';
-			newTab.click();
-		}
-	};
-
-	const handleBillingOnError = (error: APIError): void => {
-		notifications.error({
-			message: error.getErrorCode(),
-			description: error.getErrorMessage(),
-		});
-	};
-
-	const { mutate: updateCreditCard, isLoading: isLoadingBilling } = useMutation(
-		createSubscription,
-		{
-			onSuccess: (data) => {
-				handleBillingOnSuccess(data);
-			},
-			onError: handleBillingOnError,
-		},
-	);
 	const { pathname } = useLocation();

-	const handleAddCreditCard = (): void => {
-		logEvent('Add Credit card modal: Clicked', {
-			source: `chat support icon`,
-			page: pathname,
-		});
-
-		updateCreditCard({
-			url: getBaseUrl(),
-		});
-	};
-
 	return (
 		<>
 			<div className="chat-support-gateway">
@@ -76,47 +28,16 @@ export default function ChatSupportGateway(): JSX.Element {
 				</Button>
 			</div>

-			{/* Add Credit Card Modal */}
-			<Modal
-				className="add-credit-card-modal"
-				title={<span className="title">Add Credit Card for Chat Support</span>}
+			<AddCreditCardModal
 				open={isAddCreditCardModalOpen}
-				closable
-				onCancel={(): void => setIsAddCreditCardModalOpen(false)}
-				destroyOnClose
-				footer={[
-					<Button
-						key="cancel"
-						onClick={(): void => setIsAddCreditCardModalOpen(false)}
-						className="cancel-btn"
-						icon={<X size={16} />}
-					>
-						Cancel
-					</Button>,
-					<AuthZTooltip
-						key="submit"
-						checks={[SubscriptionCreatePermission]}
-						withPortal={false}
-					>
-						<Button
-							type="primary"
-							icon={<CreditCard size={16} />}
-							size="middle"
-							loading={isLoadingBilling}
-							disabled={isLoadingBilling}
-							onClick={handleAddCreditCard}
-							className="add-credit-card-btn"
-						>
-							Add Credit Card
-						</Button>
-					</AuthZTooltip>,
-				]}
-			>
-				<Typography.Text className="add-credit-card-text">
-					You&apos;re currently on <span className="highlight-text">Trial plan</span>
-					. Add a credit card to access SigNoz chat support to your workspace.
-				</Typography.Text>
-			</Modal>
+				onClose={(): void => setIsAddCreditCardModalOpen(false)}
+				onAddCreditCard={(): void => {
+					logEvent('Add Credit card modal: Clicked', {
+						source: `chat support icon`,
+						page: pathname,
+					});
+				}}
+			/>
 		</>
 	);
 }
--- a/frontend/src/components/LaunchChatSupport/LaunchChatSupport.tsx
+++ b/frontend/src/components/LaunchChatSupport/LaunchChatSupport.tsx
@@ -1,22 +1,14 @@
 import { useMemo, useState } from 'react';
-import { useMutation } from 'react-query';
 import { useLocation } from 'react-router-dom';
-import { Button, Modal, Tooltip } from 'antd';
-import { Typography } from '@signozhq/ui/typography';
+import { Button, Tooltip } from 'antd';
+import AddCreditCardModal from 'components/AddCreditCardModal/AddCreditCardModal';
 import logEvent from 'api/common/logEvent';
-import { createSubscription } from 'api/generated/services/subscriptions';
-import type { CreateSubscription201 } from 'api/generated/services/sigNoz.schemas';
 import cx from 'classnames';
 import { FeatureKeys } from 'constants/features';
 import { useGetTenantLicense } from 'hooks/useGetTenantLicense';
-import { useNotifications } from 'hooks/useNotifications';
-import AuthZTooltip from 'lib/authz/components/AuthZTooltip/AuthZTooltip';
-import { SubscriptionCreatePermission } from 'lib/authz/hooks/useAuthZ/permissions/subscription.permissions';
 import { defaultTo } from 'lodash-es';
-import { CircleHelp, CreditCard, X } from '@signozhq/icons';
+import { CircleHelp } from '@signozhq/icons';
 import { useAppContext } from 'providers/App/App';
-import APIError from 'types/api/error';
-import { getBaseUrl } from 'utils/basePath';

 import './LaunchChatSupport.styles.scss';

@@ -41,7 +33,6 @@ function LaunchChatSupport({
 	chatMessageDisabled = false,
 }: LaunchChatSupportProps): JSX.Element | null {
 	const { isCloudUser: isCloudUserVal } = useGetTenantLicense();
-	const { notifications } = useNotifications();
 	const {
 		trialInfo,
 		featureFlags,
@@ -119,43 +110,12 @@ function LaunchChatSupport({
 		}
 	};

-	const handleBillingOnSuccess = (data: CreateSubscription201): void => {
-		if (data?.data?.redirectURL) {
-			const newTab = document.createElement('a');
-			newTab.href = data.data.redirectURL;
-			newTab.target = '_blank';
-			newTab.rel = 'noopener noreferrer';
-			newTab.click();
-		}
-	};
-
-	const handleBillingOnError = (error: APIError): void => {
-		notifications.error({
-			message: error.getErrorCode(),
-			description: error.getErrorMessage(),
-		});
-	};
-
-	const { mutate: updateCreditCard, isLoading: isLoadingBilling } = useMutation(
-		createSubscription,
-		{
-			onSuccess: (data) => {
-				handleBillingOnSuccess(data);
-			},
-			onError: handleBillingOnError,
-		},
-	);
-
 	const handleAddCreditCard = (): void => {
 		logEvent('Add Credit card modal: Clicked', {
 			source: `facing issues button`,
 			page: pathname,
 			...attributes,
 		});
-
-		updateCreditCard({
-			url: getBaseUrl(),
-		});
 	};

 	return isCloudUserVal && isChatSupportEnabled ? ( // Note: we would need to move this condition to license based in future
@@ -175,47 +135,11 @@ function LaunchChatSupport({
 				</Button>
 			</Tooltip>

-			{/* Add Credit Card Modal */}
-			<Modal
-				className="add-credit-card-modal"
-				title={<span className="title">Add Credit Card for Chat Support</span>}
+			<AddCreditCardModal
 				open={isAddCreditCardModalOpen}
-				closable
-				onCancel={(): void => setIsAddCreditCardModalOpen(false)}
-				destroyOnClose
-				footer={[
-					<Button
-						key="cancel"
-						onClick={(): void => setIsAddCreditCardModalOpen(false)}
-						className="cancel-btn"
-						icon={<X size={16} />}
-					>
-						Cancel
-					</Button>,
-					<AuthZTooltip
-						key="submit"
-						checks={[SubscriptionCreatePermission]}
-						withPortal={false}
-					>
-						<Button
-							type="primary"
-							icon={<CreditCard size={16} />}
-							size="middle"
-							loading={isLoadingBilling}
-							disabled={isLoadingBilling}
-							onClick={handleAddCreditCard}
-							className="add-credit-card-btn"
-						>
-							Add Credit Card
-						</Button>
-					</AuthZTooltip>,
-				]}
-			>
-				<Typography.Text className="add-credit-card-text">
-					You&apos;re currently on <span className="highlight-text">Trial plan</span>
-					. Add a credit card to access SigNoz chat support to your workspace.
-				</Typography.Text>
-			</Modal>
+				onClose={(): void => setIsAddCreditCardModalOpen(false)}
+				onAddCreditCard={handleAddCreditCard}
+			/>
 		</div>
 	) : null;
 }
--- a/frontend/src/constants/generated/semconvFamilies.gen.ts
+++ b/frontend/src/constants/generated/semconvFamilies.gen.ts
@@ -1,32 +1,82 @@
 // Code generated by scripts/semconv. DO NOT EDIT.

-export type SemconvFamily = {
-	readonly current: string;
-	readonly old: readonly string[];
-	readonly kind: 'attribute' | 'metric';
+// An empty contexts/signals/applyToMetrics array places no constraint on
+// that axis.
+export type SemconvMember = {
+	readonly name: string;
 	readonly contexts: readonly string[];
 	readonly signals: readonly string[];
 	readonly applyToMetrics: readonly string[];
+};
+
+export type SemconvFamily = {
+	readonly current: string;
+	readonly kind: 'attribute' | 'metric';
+	readonly members: readonly SemconvMember[];
+	readonly contexts: readonly string[];
+	readonly signals: readonly string[];
 	readonly valueMap: Readonly<Record<string, string>>;
 };

 export const SEMCONV_FAMILIES: readonly SemconvFamily[] = [
 	{
-		current: 'db.system.name',
-		old: ['db.system'],
-		kind: 'attribute',
+		current: 'container.cpu.usage',
+		kind: 'metric',
+		members: [
+			{
+				name: 'container.cpu.utilization',
+				contexts: [],
+				signals: [],
+				applyToMetrics: [],
+			},
+		],
 		contexts: [],
 		signals: [],
-		applyToMetrics: [],
 		valueMap: {},
 	},
 	{
 		current: 'deployment.environment.name',
-		old: ['deployment.environment'],
 		kind: 'attribute',
+		members: [
+			{
+				name: 'deployment.environment',
+				contexts: [],
+				signals: [],
+				applyToMetrics: [],
+			},
+		],
+		contexts: ['attribute', 'resource'],
+		signals: ['logs', 'metrics', 'traces'],
+		valueMap: {},
+	},
+	{
+		current: 'k8s.node.cpu.usage',
+		kind: 'metric',
+		members: [
+			{
+				name: 'k8s.node.cpu.utilization',
+				contexts: [],
+				signals: [],
+				applyToMetrics: [],
+			},
+		],
+		contexts: [],
+		signals: [],
+		valueMap: {},
+	},
+	{
+		current: 'k8s.pod.cpu.usage',
+		kind: 'metric',
+		members: [
+			{
+				name: 'k8s.pod.cpu.utilization',
+				contexts: [],
+				signals: [],
+				applyToMetrics: [],
+			},
+		],
 		contexts: [],
 		signals: [],
-		applyToMetrics: [],
 		valueMap: {},
 	},
 ] as const;
--- a/frontend/src/container/AIAssistant/components/MessageBubble/MessageBubble.module.scss
+++ b/frontend/src/container/AIAssistant/components/MessageBubble/MessageBubble.module.scss
@@ -75,6 +75,38 @@
 	word-break: break-word;
 }

+// Error bubble: a subtle error-tinted callout replacing the default
+// assistant background, rendered when a turn fails.
+.bubble.error {
+	.assistant & {
+		background: var(--callout-error-background);
+		border: 1px solid var(--callout-error-border);
+	}
+}
+
+.errorContent {
+	display: flex;
+	align-items: flex-start;
+	gap: 8px;
+}
+
+.errorIcon {
+	flex-shrink: 0;
+	margin-top: 2px;
+	color: var(--destructive);
+}
+
+.errorText {
+	color: var(--callout-error-title);
+	white-space: pre-wrap;
+	word-break: break-word;
+}
+
+.retryButton {
+	margin-top: 6px;
+	align-self: flex-start;
+}
+
 // User-bubble row: pencil button sits to the LEFT of the bubble within
 // the right-aligned message line, so it visually "ends" at the bubble's
 // right edge while keeping the bubble in its original position.
--- a/frontend/src/container/AIAssistant/components/MessageBubble/MessageBubble.tsx
+++ b/frontend/src/container/AIAssistant/components/MessageBubble/MessageBubble.tsx
@@ -2,6 +2,10 @@ import React, { useMemo } from 'react';
 import cx from 'classnames';
 import ReactMarkdown from 'react-markdown';
 import remarkGfm from 'remark-gfm';
+import { Button } from '@signozhq/ui/button';
+import { RotateCw, TriangleAlert } from '@signozhq/icons';
+
+import { RetryActionDTO } from 'api/ai-assistant/sigNozAIAssistantAPI.schemas';

 // Side-effect: registers all built-in block types into the BlockRegistry
 import '../blocks';
@@ -104,18 +108,23 @@ function renderGroup(group: RenderGroup): JSX.Element {
 interface MessageBubbleProps {
 	message: Message;
 	onRegenerate?: () => void;
+	onRetry?: () => void;
 	isLastAssistant?: boolean;
 }

 export default function MessageBubble({
 	message,
 	onRegenerate,
+	onRetry,
 	isLastAssistant = false,
 }: MessageBubbleProps): JSX.Element {
 	const variant = useVariant();
 	const isCompact = variant === 'panel';
 	const isUser = message.role === 'user';
+	const isError = !isUser && Boolean(message.isError);
 	const hasBlocks = !isUser && message.blocks && message.blocks.length > 0;
+	const showRetry =
+		isError && message.retryAction === RetryActionDTO.manual && Boolean(onRetry);

 	// Recompute groups only when the blocks array identity changes — store
 	// updates that don't touch this message's blocks should not re-render the
@@ -138,7 +147,7 @@ export default function MessageBubble({
 		<div className={messageClass} data-testid={`ai-message-${message.id}`}>
 			<div className={bodyClass}>
 				<div className={styles.bubbleRow}>
-					<div className={styles.bubble}>
+					<div className={cx(styles.bubble, { [styles.error]: isError })}>
 						{message.attachments && message.attachments.length > 0 && (
 							<div className={styles.attachments}>
 								{message.attachments.map((att) => {
@@ -161,6 +170,11 @@ export default function MessageBubble({

 						{isUser ? (
 							<p className={styles.text}>{message.content}</p>
+						) : isError ? (
+							<div className={styles.errorContent}>
+								<TriangleAlert size={14} className={styles.errorIcon} />
+								<span className={styles.errorText}>{message.content}</span>
+							</div>
 						) : hasBlocks ? (
 							<MessageContext.Provider value={{ messageId: message.id }}>
 								{groups.map((g) => renderGroup(g))}
@@ -183,7 +197,21 @@ export default function MessageBubble({
 					</div>
 				</div>

-				{!isUser && !message.isRateLimitError && (
+				{showRetry && (
+					<Button
+						className={styles.retryButton}
+						size="sm"
+						variant="ghost"
+						color="secondary"
+						onClick={onRetry}
+						testId={`ai-message-retry-${message.id}`}
+					>
+						<RotateCw size={12} />
+						Retry
+					</Button>
+				)}
+
+				{!isUser && !isError && !message.isRateLimitError && (
 					<MessageFeedback
 						message={message}
 						onRegenerate={onRegenerate}
--- a/frontend/src/container/AIAssistant/components/MessageBubble/tests/MessageBubble.test.tsx
+++ b/frontend/src/container/AIAssistant/components/MessageBubble/tests/MessageBubble.test.tsx
@@ -0,0 +1,85 @@
+import React from 'react';
+import { render, screen, userEvent } from 'tests/test-utils';
+import {
+	ErrorCodeDTO,
+	RetryActionDTO,
+} from 'api/ai-assistant/sigNozAIAssistantAPI.schemas';
+
+import { Message } from '../../../types';
+
+// react-markdown + remark-gfm are ESM-only and pull a large untransformed
+// dependency chain into jest. The error-rendering path under test renders
+// plain text (no markdown), so stub them to keep the import graph loadable.
+jest.mock('react-markdown', () => ({
+	__esModule: true,
+	default: ({ children }: { children?: React.ReactNode }): React.ReactNode =>
+		children,
+}));
+jest.mock('remark-gfm', () => ({
+	__esModule: true,
+	default: (): void => undefined,
+}));
+
+// eslint-disable-next-line import/first
+import MessageBubble from '../MessageBubble';
+
+function errorMessage(overrides: Partial<Message> = {}): Message {
+	return {
+		id: 'err-1',
+		role: 'assistant',
+		content: 'This conversation is still finishing a previous response.',
+		isError: true,
+		errorCode: ErrorCodeDTO.thread_busy,
+		retryAction: RetryActionDTO.manual,
+		createdAt: 0,
+		...overrides,
+	};
+}
+
+const retryButton = (): HTMLElement | null =>
+	screen.queryByRole('button', { name: /retry/i });
+
+describe('MessageBubble — error rendering', () => {
+	it('shows a Retry button for a manual error and invokes onRetry on click', async () => {
+		const onRetry = jest.fn();
+		render(<MessageBubble message={errorMessage()} onRetry={onRetry} />);
+
+		// Error copy is rendered, and the feedback bar is suppressed on errors.
+		expect(
+			screen.getByText(/still finishing a previous response/i),
+		).toBeInTheDocument();
+		expect(
+			screen.queryByRole('button', { name: /copy message/i }),
+		).not.toBeInTheDocument();
+
+		const button = retryButton();
+		expect(button).toBeInTheDocument();
+		await userEvent.click(button as HTMLElement);
+		expect(onRetry).toHaveBeenCalledTimes(1);
+	});
+
+	it('hides the Retry button when retryAction is none', () => {
+		render(
+			<MessageBubble
+				message={errorMessage({ retryAction: RetryActionDTO.none })}
+				onRetry={jest.fn()}
+			/>,
+		);
+		expect(retryButton()).not.toBeInTheDocument();
+	});
+
+	it('hides the Retry button when retryAction is auto', () => {
+		render(
+			<MessageBubble
+				message={errorMessage({ retryAction: RetryActionDTO.auto })}
+				onRetry={jest.fn()}
+			/>,
+		);
+		expect(retryButton()).not.toBeInTheDocument();
+	});
+
+	it('hides the Retry button when no onRetry handler is provided', () => {
+		render(<MessageBubble message={errorMessage()} />);
+		expect(retryButton()).not.toBeInTheDocument();
+	});
+});
--- a/frontend/src/container/AIAssistant/components/VirtualizedMessages/VirtualizedMessages.tsx
+++ b/frontend/src/container/AIAssistant/components/VirtualizedMessages/VirtualizedMessages.tsx
@@ -37,6 +37,9 @@ export default function VirtualizedMessages({
 	const regenerateAssistantMessage = useAIAssistantStore(
 		(s) => s.regenerateAssistantMessage,
 	);
+	const retryAssistantMessage = useAIAssistantStore(
+		(s) => s.retryAssistantMessage,
+	);
 	const { threadId } = useAIAssistantAnalyticsContext(conversationId);
 	const streamingStatus = useAIAssistantStore(
 		(s) => s.streams[conversationId]?.streamingStatus ?? '',
@@ -85,6 +88,14 @@ export default function VirtualizedMessages({
 		[conversationId, isStreaming, regenerateAssistantMessage, threadId],
 	);

+	const handleRetry = useCallback((): void => {
+		if (isStreaming) {
+			return;
+		}
+		void logEvent(AIAssistantEvents.RetryClicked, { threadId });
+		void retryAssistantMessage(conversationId);
+	}, [conversationId, isStreaming, retryAssistantMessage, threadId]);
+
 	// Scroll all the way to the actual bottom — including the 64px of bottom
 	// padding on the scroller — so the last bubble has visible breathing room
 	// above the disclaimer / input bar. Virtuoso's `scrollToIndex(LAST,
@@ -206,6 +217,11 @@ export default function VirtualizedMessages({
 									? (): void => handleRegenerate(msg.id)
 									: undefined
 							}
+							onRetry={
+								msg.isError && isLastAssistant && !showStreamingSlot
+									? handleRetry
+									: undefined
+							}
 							isLastAssistant={isLastAssistant}
 						/>
 					);
--- a/frontend/src/container/AIAssistant/events.ts
+++ b/frontend/src/container/AIAssistant/events.ts
@@ -90,6 +90,7 @@ export enum AIAssistantEvents {
 	SuggestedPromptClicked = 'AI Assistant: Suggested prompt clicked',
 	CancelClicked = 'AI Assistant: Cancel clicked',
 	RegenerateClicked = 'AI Assistant: Regenerate clicked',
+	RetryClicked = 'AI Assistant: Retry clicked',
 	MessageCopied = 'AI Assistant: Message copied',
 	FeedbackSubmitted = 'AI Assistant: Feedback submitted',
 	ResourceOpened = 'AI Assistant: Resource opened',
--- a/frontend/src/container/AIAssistant/store/tests/useAIAssistantStore.test.ts
+++ b/frontend/src/container/AIAssistant/store/tests/useAIAssistantStore.test.ts
@@ -0,0 +1,263 @@
+import {
+	ErrorCodeDTO,
+	RetryActionDTO,
+} from 'api/ai-assistant/sigNozAIAssistantAPI.schemas';
+import type { SSEEvent } from 'api/ai-assistant/chat';
+
+import { useAIAssistantStore } from '../useAIAssistantStore';
+import type { Message } from '../../types';
+
+// The store talks to the chat API only through these named exports. Mock the
+// whole module so we can drive the SSE stream + REST calls deterministically.
+jest.mock('api/ai-assistant/chat', () => ({
+	__esModule: true,
+	createThread: jest.fn(),
+	sendMessage: jest.fn(),
+	streamEvents: jest.fn(),
+	approveExecution: jest.fn(),
+	clarifyExecution: jest.fn(),
+	regenerateMessage: jest.fn(),
+	rejectExecution: jest.fn(),
+	cancelExecution: jest.fn(),
+	listThreads: jest.fn(),
+	getThreadDetail: jest.fn(),
+	updateThread: jest.fn(),
+	submitFeedback: jest.fn(),
+}));
+
+// eslint-disable-next-line @typescript-eslint/no-var-requires, global-require
+const chat = jest.requireMock('api/ai-assistant/chat') as Record<
+	string,
+	jest.Mock
+>;
+
+// Builds a single-use async stream from a fixed list of SSE events.
+async function* eventStream(events: SSEEvent[]): AsyncGenerator<SSEEvent> {
+	for (const event of events) {
+		yield event;
+	}
+}
+
+function errorEvent(
+	executionId: string,
+	code: ErrorCodeDTO,
+	retryAction: RetryActionDTO,
+): SSEEvent {
+	return {
+		type: 'error',
+		executionId,
+		error: { code, message: 'backend message' },
+		retryAction,
+	};
+}
+
+function lastMessage(conversationId: string): Message {
+	const conv = useAIAssistantStore.getState().conversations[conversationId];
+	return conv.messages[conv.messages.length - 1];
+}
+
+describe('useAIAssistantStore — streaming error handling', () => {
+	beforeEach(() => {
+		jest.clearAllMocks();
+		useAIAssistantStore.setState((s) => {
+			s.conversations = {};
+			s.streams = {};
+			s.activeConversationId = null;
+		});
+	});
+
+	it('commits a manually-retryable error bubble with friendly copy and metadata', async () => {
+		chat.createThread.mockResolvedValue('thread-1');
+		chat.sendMessage.mockResolvedValue('exec-1');
+		chat.streamEvents.mockReturnValueOnce(
+			eventStream([
+				errorEvent('exec-1', ErrorCodeDTO.thread_busy, RetryActionDTO.manual),
+			]),
+		);
+
+		useAIAssistantStore.getState().startNewConversation();
+		await useAIAssistantStore.getState().sendMessage('hello');
+
+		const conv = useAIAssistantStore.getState().conversations['thread-1'];
+		expect(conv.messages).toHaveLength(2);
+		expect(conv.messages[0]).toMatchObject({ role: 'user', content: 'hello' });
+		expect(conv.messages[1]).toMatchObject({
+			role: 'assistant',
+			isError: true,
+			errorCode: ErrorCodeDTO.thread_busy,
+			retryAction: RetryActionDTO.manual,
+		});
+		// Code-specific FE copy, not the raw backend message.
+		expect(conv.messages[1].content).toContain(
+			'still finishing a previous response',
+		);
+	});
+
+	it('replays the send on retry without re-pushing the user message', async () => {
+		chat.createThread.mockResolvedValue('thread-1');
+		chat.sendMessage.mockResolvedValue('exec-1');
+		chat.streamEvents.mockReturnValueOnce(
+			eventStream([
+				errorEvent('exec-1', ErrorCodeDTO.thread_busy, RetryActionDTO.manual),
+			]),
+		);
+
+		useAIAssistantStore.getState().startNewConversation();
+		await useAIAssistantStore.getState().sendMessage('hello');
+
+		// The retry succeeds this time.
+		chat.streamEvents.mockReturnValueOnce(
+			eventStream([
+				{
+					type: 'message',
+					executionId: 'exec-1',
+					messageId: 'm1',
+					delta: 'Hi there',
+					done: true,
+				},
+			]),
+		);
+
+		await useAIAssistantStore.getState().retryAssistantMessage('thread-1');
+
+		const conv = useAIAssistantStore.getState().conversations['thread-1'];
+		// Error bubble replaced by the assistant reply; the user message stays.
+		expect(conv.messages).toHaveLength(2);
+		expect(conv.messages[0]).toMatchObject({ role: 'user', content: 'hello' });
+		expect(conv.messages[1]).toMatchObject({
+			role: 'assistant',
+			content: 'Hi there',
+		});
+		expect(conv.messages[1].isError).toBeUndefined();
+		// Thread already existed on retry; the user message was never re-sent as new.
+		expect(chat.createThread).toHaveBeenCalledTimes(1);
+		expect(chat.sendMessage).toHaveBeenCalledTimes(2);
+	});
+
+	it('silently retries auto-flagged errors, then downgrades to manual once spent', async () => {
+		chat.createThread.mockResolvedValue('thread-2');
+		chat.sendMessage.mockResolvedValue('exec');
+		// Always auto-retryable: 1 initial attempt + MAX_AUTO_RETRIES (2) = 3 sends.
+		chat.streamEvents.mockImplementation(() =>
+			eventStream([
+				errorEvent('exec', ErrorCodeDTO.internal_error, RetryActionDTO.auto),
+			]),
+		);
+
+		useAIAssistantStore.getState().startNewConversation();
+		await useAIAssistantStore.getState().sendMessage('hi');
+
+		expect(chat.sendMessage).toHaveBeenCalledTimes(3);
+		expect(lastMessage('thread-2')).toMatchObject({
+			isError: true,
+			errorCode: ErrorCodeDTO.internal_error,
+			// Auto budget exhausted → presented as manual so a Retry button shows.
+			retryAction: RetryActionDTO.manual,
+		});
+	}, 10000);
+
+	it('marks rate-limit errors and offers no retry', async () => {
+		chat.createThread.mockResolvedValue('thread-3');
+		chat.sendMessage.mockResolvedValue('exec');
+		chat.streamEvents.mockReturnValueOnce(
+			eventStream([
+				errorEvent('exec', ErrorCodeDTO.hourly_message_limit, RetryActionDTO.none),
+			]),
+		);
+
+		useAIAssistantStore.getState().startNewConversation();
+		await useAIAssistantStore.getState().sendMessage('hi');
+
+		expect(lastMessage('thread-3')).toMatchObject({
+			isError: true,
+			isRateLimitError: true,
+			retryAction: RetryActionDTO.none,
+		});
+
+		// No retry thunk registered for a non-retryable error — retry is a no-op.
+		const before =
+			useAIAssistantStore.getState().conversations['thread-3'].messages.length;
+		await useAIAssistantStore.getState().retryAssistantMessage('thread-3');
+		expect(
+			useAIAssistantStore.getState().conversations['thread-3'].messages,
+		).toHaveLength(before);
+	});
+
+	it('recovers silently when an auto-flagged error succeeds on retry', async () => {
+		chat.createThread.mockResolvedValue('thread-4');
+		chat.sendMessage.mockResolvedValue('exec');
+		chat.streamEvents
+			.mockReturnValueOnce(
+				eventStream([
+					errorEvent('exec', ErrorCodeDTO.internal_error, RetryActionDTO.auto),
+				]),
+			)
+			.mockReturnValueOnce(
+				eventStream([
+					{
+						type: 'message',
+						executionId: 'exec',
+						messageId: 'm1',
+						delta: 'Recovered',
+						done: true,
+					},
+				]),
+			);
+
+		useAIAssistantStore.getState().startNewConversation();
+		await useAIAssistantStore.getState().sendMessage('hi');
+
+		// 1 initial attempt + 1 silent auto retry, then success — no error bubble.
+		expect(chat.sendMessage).toHaveBeenCalledTimes(2);
+		const conv = useAIAssistantStore.getState().conversations['thread-4'];
+		expect(conv.messages).toHaveLength(2);
+		expect(conv.messages[0]).toMatchObject({ role: 'user', content: 'hi' });
+		expect(conv.messages[1]).toMatchObject({
+			role: 'assistant',
+			content: 'Recovered',
+		});
+		expect(conv.messages.some((m) => m.isError)).toBe(false);
+	}, 10000);
+
+	it('replays the originating action on retry for a non-send error (approve)', async () => {
+		chat.approveExecution.mockResolvedValue('exec-a');
+		chat.streamEvents.mockReturnValueOnce(
+			eventStream([
+				errorEvent('exec-a', ErrorCodeDTO.thread_busy, RetryActionDTO.manual),
+			]),
+		);
+
+		const convId = useAIAssistantStore.getState().startNewConversation();
+		await useAIAssistantStore.getState().approveAction(convId, 'approval-1');
+
+		expect(lastMessage(convId)).toMatchObject({
+			isError: true,
+			retryAction: RetryActionDTO.manual,
+		});
+		expect(chat.approveExecution).toHaveBeenCalledTimes(1);
+
+		// Retry replays the approval (not a send) and succeeds this time.
+		chat.streamEvents.mockReturnValueOnce(
+			eventStream([
+				{
+					type: 'message',
+					executionId: 'exec-a',
+					messageId: 'm1',
+					delta: 'Approved',
+					done: true,
+				},
+			]),
+		);
+		await useAIAssistantStore.getState().retryAssistantMessage(convId);
+
+		const conv = useAIAssistantStore.getState().conversations[convId];
+		expect(conv.messages).toHaveLength(1);
+		expect(conv.messages[0]).toMatchObject({
+			role: 'assistant',
+			content: 'Approved',
+		});
+		expect(conv.messages[0].isError).toBeUndefined();
+		expect(chat.approveExecution).toHaveBeenCalledTimes(2);
+		expect(chat.sendMessage).not.toHaveBeenCalled();
+	});
+});
--- a/frontend/src/container/AIAssistant/store/useAIAssistantStore.ts
+++ b/frontend/src/container/AIAssistant/store/useAIAssistantStore.ts
@@ -8,6 +8,7 @@ import type {
 	MessageActionDTO,
 	MessageSummaryDTOBlocksAnyOfItem,
 } from 'api/ai-assistant/sigNozAIAssistantAPI.schemas';
+import { RetryActionDTO } from 'api/ai-assistant/sigNozAIAssistantAPI.schemas';

 import {
 	approveExecution,
@@ -35,7 +36,10 @@ import {
 	MessageBlock,
 	MessageRole,
 } from '../types';
-import { resolveAssistantErrorMessage } from '../utils/resolveAssistantErrorMessage';
+import {
+	resolveAssistantError,
+	type AssistantErrorResolution,
+} from '../utils/resolveAssistantError';

 // ---------------------------------------------------------------------------
 // Types used by module-level helpers
@@ -56,6 +60,15 @@ interface SSEStreamCtx {

 const streamControllers = new Map<string, AbortController>();

+/**
+ * Per-conversation retry thunks for the most recent failed turn. Populated by
+ * `finalizeStreamingError` when the error is manually retryable; consumed by
+ * the `retryAssistantMessage` action when the user clicks Retry. Transient
+ * (not persisted) — it shares the in-memory lifetime of the error bubble it
+ * backs, so a page reload drops both together.
+ */
+const retryRegistry = new Map<string, () => Promise<void>>();
+
 function abortStream(conversationId: string): void {
 	const ctrl = streamControllers.get(conversationId);
 	if (ctrl) {
@@ -197,7 +210,7 @@ function resetStreamingState(
 * Marker thrown by `runStreamingLoop` when an SSE event reports
 * `invalid_token`. Callers that own an originating action (sendMessage /
 * approve / clarify / regenerate) catch this and re-issue that action via
- * `streamWithAuthRetry`; the retry's first REST call will 401, at which point
+ * `streamWithRetry`; the retry's first REST call will 401, at which point
 * the shared axios `interceptorRejected` rotates the access token and replays.
 */
 class AuthExpiredError extends Error {
@@ -207,27 +220,50 @@ class AuthExpiredError extends Error {
 	}
 }

+/** Capped silent re-attempts for backend-flagged transient (`auto`) errors. */
+const MAX_AUTO_RETRIES = 2;
+/** Backoff before each auto re-attempt, indexed by prior auto-retry count. */
+const AUTO_RETRY_BACKOFF_MS = [500, 1500];
+
+function delay(ms: number): Promise<void> {
+	return new Promise((resolve) => {
+		setTimeout(resolve, ms);
+	});
+}
+
+/** True when the SSE error carries the backend's `retryAction: 'auto'` flag. */
+function isAutoRetryableError(err: unknown): boolean {
+	return (
+		(err as { retryAction?: unknown } | undefined)?.retryAction ===
+		RetryActionDTO.auto
+	);
+}
+
 /**
 * Runs the originating action (e.g. sendMessage POST) and streams the
- * resulting execution. On `AuthExpiredError`, re-issues `start` once — the
- * retry's REST call hits 401, the shared axios interceptor rotates the
- * access token and replays, and the new SSE picks up the rotated token from
- * localStorage. Backend signals `retryAction: 'manual'` for `invalid_token`,
- * so the dead execution can't be resumed — only a fresh one helps.
+ * resulting execution, with two independent retry budgets:
+ *
+ *   • Auth — on `AuthExpiredError` (SSE `invalid_token`), re-issues `start`
+ *     once. The retry's REST call 401s, the shared axios interceptor rotates
+ *     the access token + replays, and the new SSE picks up the rotated token.
+ *     Backend flags `invalid_token` as `manual`, so only a fresh execution helps.
+ *   • Auto — on an SSE error the backend flagged `retryAction: 'auto'`
+ *     (transient), silently re-issues `start` up to `MAX_AUTO_RETRIES` times
+ *     with backoff. Once exhausted the error propagates so the caller can
+ *     surface a manual Retry affordance.
+ *
+ * Both reset the stream state before re-attempting so a dead execution's
+ * partial output isn't concatenated onto the retry.
 */
-async function streamWithAuthRetry(
+async function streamWithRetry(
 	conversationId: string,
 	start: () => Promise<string>,
 	set: StoreSetter,
 ): Promise<void> {
-	for (let attempt = 0; attempt <= 1; attempt += 1) {
-		if (attempt > 0) {
-			// Drop any partial content/events from the previous attempt so the
-			// retried execution's stream isn't concatenated with the dead one.
-			set((s) => {
-				resetStreamingState(s, conversationId);
-			});
-		}
+	let authRetried = false;
+	let autoRetries = 0;
+
+	for (;;) {
 		// eslint-disable-next-line no-await-in-loop
 		const executionId = await start();
 		const ctrl = newStreamController(conversationId);
@@ -242,10 +278,28 @@ async function streamWithAuthRetry(
 			return;
 		} catch (err) {
 			streamControllers.delete(conversationId);
-			if (err instanceof AuthExpiredError && attempt < 1) {
-				continue;
+
+			if (err instanceof AuthExpiredError && !authRetried) {
+				authRetried = true;
+			} else if (isAutoRetryableError(err) && autoRetries < MAX_AUTO_RETRIES) {
+				// eslint-disable-next-line no-await-in-loop
+				await delay(AUTO_RETRY_BACKOFF_MS[autoRetries] ?? 1500);
+				autoRetries += 1;
+			} else {
+				if (isAutoRetryableError(err)) {
+					// Auto-retry budget spent — present the failure as manually
+					// retryable so the caller surfaces a Retry button rather than
+					// silently giving up.
+					(err as { retryAction?: RetryActionDTO }).retryAction =
+						RetryActionDTO.manual;
+				}
+				throw err;
 			}
-			throw err;
+
+			// Drop partial content/events from the failed attempt before retrying.
+			set((s) => {
+				resetStreamingState(s, conversationId);
+			});
 		}
 	}
 }
@@ -258,7 +312,7 @@ async function streamWithAuthRetry(
 *
 * On an `invalid_token` error event (e.g. MCP auth expired mid-execution),
 * throws `AuthExpiredError` so the caller can re-issue the originating
- * action via `streamWithAuthRetry`. We don't refresh here ourselves — the
+ * action via `streamWithRetry`. We don't refresh here ourselves — the
 * retry's REST call will 401 and the shared axios `interceptorRejected`
 * handles rotation + replay. Throws on any other `error` event — the
 * caller's catch block handles UI feedback.
@@ -484,20 +538,37 @@ function hasPendingInput(conversationId: string, get: StoreGetter): boolean {
 	return Boolean(stream?.pendingApproval || stream?.pendingClarification);
 }

+/**
+ * Commits a failed turn as an error message and removes the stream entry.
+ * When the failure is manually retryable and a `retry` thunk is supplied, the
+ * thunk is stashed in `retryRegistry` so the bubble's Retry button can replay
+ * the originating action.
+ */
 function finalizeStreamingError(
 	conversationId: string,
-	errorContent: string,
+	resolution: AssistantErrorResolution,
 	set: StoreSetter,
-	isRateLimit = false,
+	retry?: () => Promise<void>,
 ): void {
+	const { message, code, retryAction, isRateLimit } = resolution;
+
+	if (retryAction === RetryActionDTO.manual && retry) {
+		retryRegistry.set(conversationId, retry);
+	} else {
+		retryRegistry.delete(conversationId);
+	}
+
 	set((s) => {
 		const conv = s.conversations[conversationId];
 		if (conv) {
 			conv.messages.push({
 				id: uuidv4(),
 				role: 'assistant',
-				content: errorContent,
+				content: message,
 				createdAt: Date.now(),
+				isError: true,
+				retryAction,
+				...(code ? { errorCode: code } : {}),
 				...(isRateLimit ? { isRateLimitError: true } : {}),
 			});
 			conv.updatedAt = Date.now();
@@ -506,6 +577,40 @@ function finalizeStreamingError(
 	});
 }

+/**
+ * Shared streaming wrapper for actions that have no pre-stream setup beyond
+ * resetting state (approve / clarify / regenerate). Streams the execution,
+ * finalizes the message on success, and on failure resolves the error +
+ * registers `retry` (the caller's own re-invocation) so the bubble can replay
+ * it. `sendMessage` does not use this — it owns thread-creation/re-keying and
+ * runs its own equivalent loop.
+ */
+async function streamAndFinalize(
+	conversationId: string,
+	start: () => Promise<string>,
+	fallback: string,
+	logLabel: string,
+	set: StoreSetter,
+	get: StoreGetter,
+	retry: () => Promise<void>,
+): Promise<void> {
+	try {
+		await streamWithRetry(conversationId, start, set);
+		if (!hasPendingInput(conversationId, get)) {
+			finalizeStreamingMessage(conversationId, set, get);
+		}
+	} catch (err) {
+		// Abort errors are expected when the user cancels — not a failure.
+		if (err instanceof DOMException && err.name === 'AbortError') {
+			return;
+		}
+		// eslint-disable-next-line no-console
+		console.error(logLabel, err);
+		const resolution = resolveAssistantError(err, fallback);
+		finalizeStreamingError(conversationId, resolution, set, retry);
+	}
+}
+
 // ---------------------------------------------------------------------------
 // Store interface
 // ---------------------------------------------------------------------------
@@ -564,6 +669,8 @@ export interface AIAssistantStore {
 		conversationId: string,
 		messageId: string,
 	) => Promise<void>;
+	/** Replays the originating action for a manually-retryable error bubble. */
+	retryAssistantMessage: (conversationId: string) => Promise<void>;
 	submitMessageFeedback: (
 		messageId: string,
 		rating: FeedbackRating,
@@ -877,7 +984,7 @@ export const useAIAssistantStore = create<AIAssistantStore>()(
 					// there's no "originating action" to redo — reopening the
 					// same dead executionId would just re-emit the failure.
 					// Let the error bubble; the user can send a new message,
-					// which will go through `streamWithAuthRetry`.
+					// which will go through `streamWithRetry`.
 					if (
 						detail.activeExecutionId &&
 						!streamControllers.has(threadId) &&
@@ -1060,7 +1167,7 @@ export const useAIAssistantStore = create<AIAssistantStore>()(
 				attachments?: MessageAttachment[],
 				contexts?: MessageContext[],
 			): Promise<void> => {
-				let convId = get().activeConversationId;
+				const convId = get().activeConversationId;
 				if (!convId || !get().conversations[convId]) {
 					return;
 				}
@@ -1093,63 +1200,75 @@ export const useAIAssistantStore = create<AIAssistantStore>()(
 				};

 				set((state) => {
-					const conv = state.conversations[convId!];
+					const conv = state.conversations[convId];
 					conv.messages.push(userMessage);
 					conv.updatedAt = Date.now();
 					if (!conv.title && text.trim()) {
 						conv.title = deriveTitle(text);
 					}
-					resetStreamingState(state, convId!);
+					resetStreamingState(state, convId);
 				});

-				try {
-					let { threadId } = get().conversations[convId];
-					if (!threadId) {
-						threadId = await createThread();
-						// Re-key the conversation from client UUID to backend threadId
-						// so fetchThreads won't create a duplicate entry later.
-						const oldId = convId;
-						convId = threadId;
-						set((s) => {
-							const conv = s.conversations[oldId];
-							if (conv) {
-								conv.id = convId!;
-								conv.threadId = convId!;
-								s.conversations[convId!] = conv;
-								delete s.conversations[oldId];
-								if (s.activeConversationId === oldId) {
-									s.activeConversationId = convId!;
+				// The full send — ensure a backend thread exists (re-keying the
+				// optimistic client UUID on first send), POST the message, and
+				// stream the reply. Defined as a closure so the error bubble's
+				// Retry button can replay it without re-pushing the user message.
+				const runSend = async (cid: string): Promise<void> => {
+					let targetConvId = cid;
+					try {
+						let { threadId } = get().conversations[targetConvId];
+						if (!threadId) {
+							threadId = await createThread();
+							// Re-key the conversation from client UUID to backend threadId
+							// so fetchThreads won't create a duplicate entry later.
+							const oldId = targetConvId;
+							const newId = threadId;
+							set((s) => {
+								const conv = s.conversations[oldId];
+								if (conv) {
+									conv.id = newId;
+									conv.threadId = newId;
+									s.conversations[newId] = conv;
+									delete s.conversations[oldId];
+									if (s.activeConversationId === oldId) {
+										s.activeConversationId = newId;
+									}
+									const stream = s.streams[oldId];
+									if (stream) {
+										s.streams[newId] = stream;
+										delete s.streams[oldId];
+									}
 								}
-								const stream = s.streams[oldId];
-								if (stream) {
-									s.streams[convId!] = stream;
-									delete s.streams[oldId];
-								}
-							}
-						});
-					}
-					const tid = threadId;
-					await streamWithAuthRetry(
-						convId,
-						() => sendMessageToThread(tid, text, contexts),
-						set,
-					);
+							});
+							targetConvId = newId;
+						}
+						const tid = threadId;
+						await streamWithRetry(
+							targetConvId,
+							() => sendMessageToThread(tid, text, contexts),
+							set,
+						);

-					if (!hasPendingInput(convId, get)) {
-						finalizeStreamingMessage(convId, set, get);
+						if (!hasPendingInput(targetConvId, get)) {
+							finalizeStreamingMessage(targetConvId, set, get);
+						}
+					} catch (err) {
+						// Abort errors are expected when the user cancels — not a failure.
+						if (err instanceof DOMException && err.name === 'AbortError') {
+							return;
+						}
+						console.error('[AIAssistant] sendMessage failed:', err);
+						const resolution = resolveAssistantError(
+							err,
+							'Something went wrong while fetching the response. Please try again.',
+						);
+						finalizeStreamingError(targetConvId, resolution, set, () =>
+							runSend(targetConvId),
+						);
 					}
-				} catch (err) {
-					// Abort errors are expected when the user cancels — not a failure
-					if (err instanceof DOMException && err.name === 'AbortError') {
-						return;
-					}
-					console.error('[AIAssistant] sendMessage failed:', err);
-					const { message, isRateLimit } = resolveAssistantErrorMessage(
-						err,
-						'Something went wrong while fetching the response. Please try again.',
-					);
-					finalizeStreamingError(convId, message, set, isRateLimit);
-				}
+				};
+
+				await runSend(convId);
 			},

 			approveAction: async (
@@ -1167,26 +1286,17 @@ export const useAIAssistantStore = create<AIAssistantStore>()(
 					}
 				});

-				try {
-					await streamWithAuthRetry(
+				const run = (): Promise<void> =>
+					streamAndFinalize(
 						conversationId,
 						() => approveExecution(approvalId),
-						set,
-					);
-					if (!hasPendingInput(conversationId, get)) {
-						finalizeStreamingMessage(conversationId, set, get);
-					}
-				} catch (err) {
-					if (err instanceof DOMException && err.name === 'AbortError') {
-						return;
-					}
-					console.error('[AIAssistant] approveAction failed:', err);
-					const { message, isRateLimit } = resolveAssistantErrorMessage(
-						err,
 						'Something went wrong while processing the approval. Please try again.',
+						'[AIAssistant] approveAction failed:',
+						set,
+						get,
+						run,
 					);
-					finalizeStreamingError(conversationId, message, set, isRateLimit);
-				}
+				await run();
 			},

 			rejectAction: async (
@@ -1246,26 +1356,17 @@ export const useAIAssistantStore = create<AIAssistantStore>()(
 					resetStreamingState(s, conversationId);
 				});

-				try {
-					await streamWithAuthRetry(
+				const run = (): Promise<void> =>
+					streamAndFinalize(
 						conversationId,
 						() => regenerateMessage(messageId),
-						set,
-					);
-					if (!hasPendingInput(conversationId, get)) {
-						finalizeStreamingMessage(conversationId, set, get);
-					}
-				} catch (err) {
-					if (err instanceof DOMException && err.name === 'AbortError') {
-						return;
-					}
-					console.error('[AIAssistant] regenerateAssistantMessage failed:', err);
-					const { message, isRateLimit } = resolveAssistantErrorMessage(
-						err,
 						'Something went wrong while regenerating the response. Please try again.',
+						'[AIAssistant] regenerateAssistantMessage failed:',
+						set,
+						get,
+						run,
 					);
-					finalizeStreamingError(conversationId, message, set, isRateLimit);
-				}
+				await run();
 			},

 			submitMessageFeedback: async (
@@ -1312,26 +1413,42 @@ export const useAIAssistantStore = create<AIAssistantStore>()(
 					}
 				});

-				try {
-					await streamWithAuthRetry(
+				const run = (): Promise<void> =>
+					streamAndFinalize(
 						conversationId,
 						() => clarifyExecution(clarificationId, answers),
-						set,
-					);
-					if (!hasPendingInput(conversationId, get)) {
-						finalizeStreamingMessage(conversationId, set, get);
-					}
-				} catch (err) {
-					if (err instanceof DOMException && err.name === 'AbortError') {
-						return;
-					}
-					console.error('[AIAssistant] submitClarification failed:', err);
-					const { message, isRateLimit } = resolveAssistantErrorMessage(
-						err,
 						'Something went wrong while processing your answers. Please try again.',
+						'[AIAssistant] submitClarification failed:',
+						set,
+						get,
+						run,
 					);
-					finalizeStreamingError(conversationId, message, set, isRateLimit);
+				await run();
+			},
+
+			retryAssistantMessage: async (conversationId: string): Promise<void> => {
+				const retry = retryRegistry.get(conversationId);
+				if (!retry) {
+					return;
 				}
+				retryRegistry.delete(conversationId);
+
+				// Drop the trailing error bubble we're retrying from and reset the
+				// stream so the in-progress retry renders immediately. The retry
+				// thunk replays the originating action without re-pushing the
+				// user's message.
+				set((s) => {
+					const conv = s.conversations[conversationId];
+					if (conv) {
+						const last = conv.messages[conv.messages.length - 1];
+						if (last?.isError) {
+							conv.messages.pop();
+						}
+					}
+					resetStreamingState(s, conversationId);
+				});
+
+				await retry();
 			},
 		})),
 		{
--- a/frontend/src/container/AIAssistant/types.ts
+++ b/frontend/src/container/AIAssistant/types.ts
@@ -15,9 +15,11 @@
 import type {
 	ApprovalEventDTO,
 	ClarificationEventDTO,
+	ErrorCodeDTO,
 	FeedbackRatingDTO,
 	MessageActionDTO,
 	MessageActionKindDTO,
+	RetryActionDTO,
 } from 'api/ai-assistant/sigNozAIAssistantAPI.schemas';

 /** Client-only file attachment — no API equivalent (uploads happen via data URLs). */
@@ -91,6 +93,18 @@ export interface Message {
 	 * bar (copy/vote/regenerate) is hidden — retrying would just 429 again.
 	 */
 	isRateLimitError?: boolean;
+	/**
+	 * Marks an assistant message that represents a failed turn. Drives the
+	 * error styling and replaces the feedback bar with a retry affordance.
+	 */
+	isError?: boolean;
+	/** Known backend error code for the failure, when recognised. */
+	errorCode?: ErrorCodeDTO;
+	/**
+	 * Retry semantics for a failed turn — `manual` renders an inline Retry
+	 * button on the error bubble; `none`/`auto` render no button.
+	 */
+	retryAction?: RetryActionDTO;
 	createdAt: number;
 }

--- a/frontend/src/container/AIAssistant/utils/tests/resolveAssistantError.test.ts
+++ b/frontend/src/container/AIAssistant/utils/tests/resolveAssistantError.test.ts
@@ -0,0 +1,154 @@
+import { AxiosError } from 'axios';
+import {
+	ErrorCodeDTO,
+	RetryActionDTO,
+} from 'api/ai-assistant/sigNozAIAssistantAPI.schemas';
+
+import { resolveAssistantError } from '../resolveAssistantError';
+
+const FALLBACK = 'Something went wrong. Please try again.';
+
+function restError(status: number, code: string, message: string): AxiosError {
+	const err = new AxiosError('Request failed');
+	err.response = {
+		status,
+		data: { error: { code, message } },
+	} as AxiosError['response'];
+	return err;
+}
+
+describe('resolveAssistantError', () => {
+	describe('message resolution', () => {
+		it('prefers code-specific FE copy over the backend message', () => {
+			const err = restError(409, ErrorCodeDTO.thread_busy, 'raw backend phrasing');
+
+			const { message } = resolveAssistantError(err, FALLBACK);
+			expect(message).toBe(
+				'This conversation is still finishing a previous response. Give it a moment and try again.',
+			);
+		});
+
+		it('falls through to the backend message for a known code without FE copy', () => {
+			const err = restError(
+				400,
+				ErrorCodeDTO.message_not_found,
+				'No such message exists.',
+			);
+
+			expect(resolveAssistantError(err, FALLBACK)).toStrictEqual({
+				message: 'No such message exists.',
+				code: ErrorCodeDTO.message_not_found,
+				retryAction: RetryActionDTO.none,
+				isRateLimit: false,
+			});
+		});
+
+		it('falls back when the error code is not in ErrorCodeDTO', () => {
+			const err = restError(400, 'future_unknown_code', 'Backend-only message');
+
+			expect(resolveAssistantError(err, FALLBACK)).toStrictEqual({
+				message: FALLBACK,
+				code: undefined,
+				retryAction: RetryActionDTO.none,
+				isRateLimit: false,
+			});
+		});
+	});
+
+	describe('rate limiting', () => {
+		it('marks HTTP 429 responses as rate limited and non-retryable', () => {
+			const err = restError(
+				429,
+				ErrorCodeDTO.hourly_message_limit,
+				'Hourly limit reached.',
+			);
+
+			expect(resolveAssistantError(err, FALLBACK)).toStrictEqual({
+				message: "You've reached the hourly message limit. Please try again later.",
+				code: ErrorCodeDTO.hourly_message_limit,
+				retryAction: RetryActionDTO.none,
+				isRateLimit: true,
+			});
+		});
+
+		it('treats known SSE rate-limit codes as rate limited', () => {
+			const err = Object.assign(new Error('Daily token limit exceeded.'), {
+				code: ErrorCodeDTO.daily_token_limit,
+			});
+
+			const res = resolveAssistantError(err, FALLBACK);
+			expect(res.isRateLimit).toBe(true);
+			expect(res.retryAction).toBe(RetryActionDTO.none);
+		});
+
+		it('marks 429 as rate limited even when the code is unknown', () => {
+			const err = restError(429, 'future_unknown_code', 'Too many requests');
+
+			expect(resolveAssistantError(err, FALLBACK)).toStrictEqual({
+				message: FALLBACK,
+				code: undefined,
+				retryAction: RetryActionDTO.none,
+				isRateLimit: true,
+			});
+		});
+	});
+
+	describe('retryAction resolution', () => {
+		it('honours an explicit retryAction from an SSE error event', () => {
+			const err = Object.assign(new Error('Transient hiccup'), {
+				code: ErrorCodeDTO.internal_error,
+				retryAction: RetryActionDTO.auto,
+			});
+
+			expect(resolveAssistantError(err, FALLBACK).retryAction).toBe(
+				RetryActionDTO.auto,
+			);
+		});
+
+		it('forces none for non-retryable permission errors', () => {
+			const err = restError(403, ErrorCodeDTO.permission_denied, 'forbidden');
+
+			expect(resolveAssistantError(err, FALLBACK).retryAction).toBe(
+				RetryActionDTO.none,
+			);
+		});
+
+		it('derives manual for 409 conflicts', () => {
+			const err = restError(409, ErrorCodeDTO.thread_has_active_execution, 'busy');
+
+			expect(resolveAssistantError(err, FALLBACK).retryAction).toBe(
+				RetryActionDTO.manual,
+			);
+		});
+
+		it('derives manual for 5xx responses', () => {
+			const err = restError(503, 'future_unknown_code', 'unavailable');
+
+			expect(resolveAssistantError(err, FALLBACK).retryAction).toBe(
+				RetryActionDTO.manual,
+			);
+		});
+
+		it('derives manual for network failures with no response', () => {
+			const err = new AxiosError('Network Error');
+
+			expect(resolveAssistantError(err, FALLBACK).retryAction).toBe(
+				RetryActionDTO.manual,
+			);
+		});
+
+		it('derives none for other 4xx responses', () => {
+			const err = restError(400, 'future_unknown_code', 'bad request');
+
+			expect(resolveAssistantError(err, FALLBACK).retryAction).toBe(
+				RetryActionDTO.none,
+			);
+		});
+
+		it('defaults to manual for non-Axios errors with no code', () => {
+			expect(resolveAssistantError(new Error('boom'), FALLBACK).retryAction).toBe(
+				RetryActionDTO.manual,
+			);
+		});
+	});
+});
--- a/frontend/src/container/AIAssistant/utils/tests/resolveAssistantErrorMessage.test.ts
+++ b/frontend/src/container/AIAssistant/utils/tests/resolveAssistantErrorMessage.test.ts
@@ -1,91 +0,0 @@
-import { AxiosError } from 'axios';
-import { ErrorCodeDTO } from 'api/ai-assistant/sigNozAIAssistantAPI.schemas';
-
-import { resolveAssistantErrorMessage } from '../resolveAssistantErrorMessage';
-
-const FALLBACK = 'Something went wrong. Please try again.';
-
-describe('resolveAssistantErrorMessage', () => {
-	it('returns backend message for a known error code', () => {
-		const err = new AxiosError('Request failed');
-		err.response = {
-			status: 400,
-			data: {
-				error: {
-					code: ErrorCodeDTO.thread_busy,
-					message: 'This thread is busy. Try again shortly.',
-				},
-			},
-		} as AxiosError['response'];
-
-		expect(resolveAssistantErrorMessage(err, FALLBACK)).toStrictEqual({
-			message: 'This thread is busy. Try again shortly.',
-			isRateLimit: false,
-		});
-	});
-
-	it('falls back when error code is not in ErrorCodeDTO', () => {
-		const err = new AxiosError('Request failed');
-		err.response = {
-			status: 400,
-			data: {
-				error: {
-					code: 'future_unknown_code',
-					message: 'Backend-only message',
-				},
-			},
-		} as AxiosError['response'];
-
-		expect(resolveAssistantErrorMessage(err, FALLBACK)).toStrictEqual({
-			message: FALLBACK,
-			isRateLimit: false,
-		});
-	});
-
-	it('marks HTTP 429 responses as rate limited', () => {
-		const err = new AxiosError('Too many requests');
-		err.response = {
-			status: 429,
-			data: {
-				error: {
-					code: ErrorCodeDTO.hourly_message_limit,
-					message: 'Hourly limit reached.',
-				},
-			},
-		} as AxiosError['response'];
-
-		expect(resolveAssistantErrorMessage(err, FALLBACK)).toStrictEqual({
-			message: 'Hourly limit reached.',
-			isRateLimit: true,
-		});
-	});
-
-	it('uses backend message for known SSE rate-limit error codes', () => {
-		const err = Object.assign(new Error('Daily token limit exceeded.'), {
-			code: ErrorCodeDTO.daily_token_limit,
-		});
-
-		expect(resolveAssistantErrorMessage(err, FALLBACK)).toStrictEqual({
-			message: 'Daily token limit exceeded.',
-			isRateLimit: true,
-		});
-	});
-
-	it('marks 429 as rate limited even when error code is unknown', () => {
-		const err = new AxiosError('Too many requests');
-		err.response = {
-			status: 429,
-			data: {
-				error: {
-					code: 'future_unknown_code',
-					message: 'Too many requests',
-				},
-			},
-		} as AxiosError['response'];
-
-		expect(resolveAssistantErrorMessage(err, FALLBACK)).toStrictEqual({
-			message: FALLBACK,
-			isRateLimit: true,
-		});
-	});
-});
--- a/frontend/src/container/AIAssistant/utils/resolveAssistantError.ts
+++ b/frontend/src/container/AIAssistant/utils/resolveAssistantError.ts
@@ -0,0 +1,209 @@
+import { isAxiosError } from 'axios';
+import {
+	ErrorCodeDTO,
+	RetryActionDTO,
+	type ErrorBodyDTO,
+	type ErrorResponseDTO,
+} from 'api/ai-assistant/sigNozAIAssistantAPI.schemas';
+
+export interface AssistantErrorResolution {
+	/** User-facing copy: code-specific FE copy → backend message → caller fallback. */
+	message: string;
+	/** Known backend error code, when one we recognise was supplied. */
+	code?: ErrorCodeDTO;
+	/**
+	 * Whether/how the failed action may be retried:
+	 *   • `auto`   — transient; the caller may silently re-attempt (capped).
+	 *   • `manual` — surface a Retry affordance to the user.
+	 *   • `none`   — retrying would re-fail deterministically; offer nothing.
+	 */
+	retryAction: RetryActionDTO;
+	/** Quota/limit error — callers hide the retry + feedback bar (retrying just re-limits). */
+	isRateLimit: boolean;
+}
+
+/** Quota/limit codes — surfaced as rate-limit errors (no retry, feedback bar hidden). */
+const RATE_LIMIT_ERROR_CODES = new Set<ErrorCodeDTO>([
+	ErrorCodeDTO.rate_limit_override_exceeds_ceiling,
+	ErrorCodeDTO.thread_message_limit,
+	ErrorCodeDTO.connection_limit_exceeded,
+	ErrorCodeDTO.hourly_message_limit,
+	ErrorCodeDTO.daily_message_limit,
+	ErrorCodeDTO.daily_token_limit,
+	ErrorCodeDTO.daily_cost_limit,
+	ErrorCodeDTO.budget_exceeded,
+]);
+
+/**
+ * Codes whose retry would re-fail deterministically — permission/config/validation
+ * failures. These force `retryAction: none` regardless of HTTP status.
+ */
+const NON_RETRYABLE_CODES = new Set<ErrorCodeDTO>([
+	ErrorCodeDTO.permission_denied,
+	ErrorCodeDTO.user_disabled,
+	ErrorCodeDTO.org_disabled,
+	ErrorCodeDTO.validation_error,
+	ErrorCodeDTO.invalid_content_length,
+	ErrorCodeDTO.invalid_fork_target,
+	ErrorCodeDTO.missing_signoz_url,
+	ErrorCodeDTO.invalid_signoz_url,
+	ErrorCodeDTO.region_not_configured,
+]);
+
+/**
+ * Code-specific, user-friendly copy. Takes precedence over the backend's raw
+ * `error.message` so the user sees an actionable, consistent sentence rather
+ * than internal phrasing. Codes absent here fall through to the backend message.
+ */
+const ERROR_CODE_COPY: Partial<Record<ErrorCodeDTO, string>> = {
+	[ErrorCodeDTO.permission_denied]:
+		"You don't have permission to do that. Contact your workspace admin if you think this is a mistake.",
+	[ErrorCodeDTO.user_disabled]:
+		'Your access to the AI assistant has been disabled. Contact your workspace admin to re-enable it.',
+	[ErrorCodeDTO.org_disabled]:
+		'The AI assistant is disabled for your organisation. An admin can enable it in settings.',
+	[ErrorCodeDTO.thread_busy]:
+		'This conversation is still finishing a previous response. Give it a moment and try again.',
+	[ErrorCodeDTO.thread_has_active_execution]:
+		'This conversation is still finishing a previous response. Give it a moment and try again.',
+	[ErrorCodeDTO.hourly_message_limit]:
+		"You've reached the hourly message limit. Please try again later.",
+	[ErrorCodeDTO.daily_message_limit]:
+		"You've reached the daily message limit. Please try again tomorrow.",
+	[ErrorCodeDTO.daily_token_limit]:
+		"You've reached today's usage limit. Please try again tomorrow.",
+	[ErrorCodeDTO.daily_cost_limit]:
+		"You've reached today's usage limit. Please try again tomorrow.",
+	[ErrorCodeDTO.budget_exceeded]:
+		"You've reached your usage budget. Contact your workspace admin to raise it.",
+	[ErrorCodeDTO.thread_message_limit]:
+		'This conversation has reached its length limit. Start a new conversation to continue.',
+	[ErrorCodeDTO.connection_limit_exceeded]:
+		'Too many active conversations right now. Close one and try again.',
+	[ErrorCodeDTO.max_turns_exceeded]:
+		'The assistant reached the maximum number of steps for this request. Try rephrasing or breaking it into smaller asks.',
+	[ErrorCodeDTO.region_unreachable]:
+		"Couldn't reach your region's services. Please try again in a moment.",
+	[ErrorCodeDTO.region_not_configured]:
+		'No region is configured for the AI assistant yet. An admin can set this up in settings.',
+	[ErrorCodeDTO.mcp_unavailable]:
+		'A required service is temporarily unavailable. Please try again shortly.',
+	[ErrorCodeDTO.sandbox_unavailable]:
+		'The execution environment is temporarily unavailable. Please try again shortly.',
+	[ErrorCodeDTO.internal_error]:
+		'Something went wrong on our end. Please try again.',
+};
+
+function isErrorCodeDTO(code: string | undefined): code is ErrorCodeDTO {
+	return (
+		code !== undefined && (Object.values(ErrorCodeDTO) as string[]).includes(code)
+	);
+}
+
+function isRetryActionDTO(value: unknown): value is RetryActionDTO {
+	return (
+		typeof value === 'string' &&
+		(Object.values(RetryActionDTO) as string[]).includes(value)
+	);
+}
+
+/**
+ * Pulls the structured error body out of either an Axios REST error or the
+ * SSE error the streaming loop throws (a plain `Error` augmented with `code`).
+ */
+function getErrorBody(err: unknown): ErrorBodyDTO | null {
+	if (isAxiosError(err)) {
+		return (err.response?.data as ErrorResponseDTO | undefined)?.error ?? null;
+	}
+
+	const code = (err as { code?: string } | undefined)?.code;
+	const message = err instanceof Error ? err.message : undefined;
+	if (!code || !message) {
+		return null;
+	}
+
+	return { code: code as ErrorCodeDTO, message };
+}
+
+function isRateLimit(code: ErrorCodeDTO | undefined, err: unknown): boolean {
+	if (isAxiosError(err) && err.response?.status === 429) {
+		return true;
+	}
+	return code !== undefined && RATE_LIMIT_ERROR_CODES.has(code);
+}
+
+/**
+ * Resolves how the failed action may be retried. The backend's explicit signal
+ * (SSE `ErrorEventDTO.retryAction`) is authoritative; otherwise we derive it
+ * from the rate-limit/non-retryable code sets and the HTTP status.
+ */
+function resolveRetryAction(
+	err: unknown,
+	code: ErrorCodeDTO | undefined,
+	rateLimited: boolean,
+): RetryActionDTO {
+	const explicit = (err as { retryAction?: unknown } | undefined)?.retryAction;
+	if (isRetryActionDTO(explicit)) {
+		return explicit;
+	}
+
+	if (rateLimited || (code !== undefined && NON_RETRYABLE_CODES.has(code))) {
+		return RetryActionDTO.none;
+	}
+
+	if (isAxiosError(err)) {
+		const status = err.response?.status;
+		// No response → network/timeout failure; retrying may well succeed.
+		if (status === undefined || status === 408) {
+			return RetryActionDTO.manual;
+		}
+		if (status === 401 || status === 403) {
+			return RetryActionDTO.none;
+		}
+		if (status === 409 || status >= 500) {
+			return RetryActionDTO.manual;
+		}
+		// Other 4xx (validation, bad request) re-fail deterministically.
+		return RetryActionDTO.none;
+	}
+
+	// Non-Axios transport/parse error with no code — let the user retry.
+	return RetryActionDTO.manual;
+}
+
+function resolveMessage(
+	code: ErrorCodeDTO | undefined,
+	body: ErrorBodyDTO | null,
+	fallback: string,
+): string {
+	if (code !== undefined && ERROR_CODE_COPY[code]) {
+		return ERROR_CODE_COPY[code] as string;
+	}
+	// Trust the backend's message only for codes we recognise — never surface
+	// raw text for unknown codes (could be an internal stack trace).
+	if (code !== undefined && body?.message.trim()) {
+		return body.message.trim();
+	}
+	return fallback;
+}
+
+/**
+ * Single resolution point for both SSE and REST assistant errors. Maps the
+ * error onto user-facing copy plus retry semantics, degrading gracefully for
+ * unknown codes (falls back to `fallback` + a `manual` retry where sensible).
+ */
+export function resolveAssistantError(
+	err: unknown,
+	fallback: string,
+): AssistantErrorResolution {
+	const body = getErrorBody(err);
+	const code = isErrorCodeDTO(body?.code) ? body?.code : undefined;
+	const rateLimited = isRateLimit(code, err);
+
+	return {
+		message: resolveMessage(code, body, fallback),
+		code,
+		retryAction: resolveRetryAction(err, code, rateLimited),
+		isRateLimit: rateLimited,
+	};
+}
--- a/frontend/src/container/AIAssistant/utils/resolveAssistantErrorMessage.ts
+++ b/frontend/src/container/AIAssistant/utils/resolveAssistantErrorMessage.ts
@@ -1,71 +0,0 @@
-import { isAxiosError } from 'axios';
-import {
-	ErrorCodeDTO,
-	type ErrorBodyDTO,
-	type ErrorResponseDTO,
-} from 'api/ai-assistant/sigNozAIAssistantAPI.schemas';
-
-export interface AssistantErrorResolution {
-	message: string;
-	isRateLimit: boolean;
-}
-
-function isErrorCodeDTO(code: string | undefined): code is ErrorCodeDTO {
-	return (
-		code !== undefined && (Object.values(ErrorCodeDTO) as string[]).includes(code)
-	);
-}
-
-const RATE_LIMIT_ERROR_CODES = new Set<ErrorCodeDTO>([
-	ErrorCodeDTO.rate_limit_override_exceeds_ceiling,
-	ErrorCodeDTO.thread_message_limit,
-	ErrorCodeDTO.connection_limit_exceeded,
-	ErrorCodeDTO.hourly_message_limit,
-	ErrorCodeDTO.daily_message_limit,
-	ErrorCodeDTO.daily_token_limit,
-	ErrorCodeDTO.daily_cost_limit,
-	ErrorCodeDTO.budget_exceeded,
-]);
-
-function isRateLimitError(code: string | undefined, err: unknown): boolean {
-	if (isAxiosError(err) && err.response?.status === 429) {
-		return true;
-	}
-
-	return isErrorCodeDTO(code) && RATE_LIMIT_ERROR_CODES.has(code);
-}
-
-function getErrorBody(err: unknown): ErrorBodyDTO | null {
-	if (isAxiosError(err)) {
-		return (err.response?.data as ErrorResponseDTO | undefined)?.error ?? null;
-	}
-
-	const code = (err as { code?: string } | undefined)?.code;
-	const message = err instanceof Error ? err.message : undefined;
-	if (!code || !message) {
-		return null;
-	}
-
-	return { code: code as ErrorCodeDTO, message };
-}
-
-/**
- * Uses `error.message` when `error.code` is a known `ErrorCodeDTO`;
- * otherwise returns `fallback`.
- */
-export function resolveAssistantErrorMessage(
-	err: unknown,
-	fallback: string,
-): AssistantErrorResolution {
-	const body = getErrorBody(err);
-	const isRateLimit = isRateLimitError(body?.code, err);
-
-	if (body && isErrorCodeDTO(body.code) && body.message.trim()) {
-		return {
-			message: body.message.trim(),
-			isRateLimit,
-		};
-	}
-
-	return { message: fallback, isRateLimit: Boolean(isRateLimit) };
-}
--- a/frontend/src/container/AllError/tests/useExceptionsStripInfo.test.tsx
+++ b/frontend/src/container/AllError/tests/useExceptionsStripInfo.test.tsx
@@ -0,0 +1,53 @@
+import { renderHook } from '@testing-library/react';
+import { useBottomStripStore } from 'container/BottomStrip/store/useBottomStripStore';
+import { StripItemKind } from 'container/BottomStrip/types';
+
+import { useExceptionsStripInfo } from '../useExceptionsStripInfo';
+
+describe('useExceptionsStripInfo', () => {
+	beforeEach(() => {
+		useBottomStripStore.setState({ left: null, ownerId: null });
+	});
+
+	it('shows the rows on the page against the total', () => {
+		renderHook(() => useExceptionsStripInfo({ shownCount: 25, totalCount: 500 }));
+
+		expect(useBottomStripStore.getState().left).toMatchObject([
+			{ kind: StripItemKind.Text, text: '25 of 500 exceptions' },
+		]);
+	});
+
+	it('still says n of m when the whole list fits on one page', () => {
+		renderHook(() => useExceptionsStripInfo({ shownCount: 42, totalCount: 42 }));
+
+		expect(useBottomStripStore.getState().left?.[0]).toMatchObject({
+			text: '42 of 42 exceptions',
+		});
+	});
+
+	it('says exception, not exceptions, when there is one', () => {
+		renderHook(() => useExceptionsStripInfo({ shownCount: 1, totalCount: 1 }));
+
+		expect(useBottomStripStore.getState().left?.[0]).toMatchObject({
+			text: '1 of 1 exception',
+		});
+	});
+
+	it('shows zero before the counts land', () => {
+		renderHook(() => useExceptionsStripInfo({ shownCount: 0, totalCount: 0 }));
+
+		expect(useBottomStripStore.getState().left?.[0]).toMatchObject({
+			text: '0 of 0 exceptions',
+		});
+	});
+
+	it('clears the strip when the page unmounts', () => {
+		const { unmount } = renderHook(() =>
+			useExceptionsStripInfo({ shownCount: 25, totalCount: 500 }),
+		);
+
+		unmount();
+
+		expect(useBottomStripStore.getState().left).toBeNull();
+	});
+});
--- a/frontend/src/container/AllError/index.tsx
+++ b/frontend/src/container/AllError/index.tsx
@@ -38,6 +38,7 @@ import { Exception, PayloadProps } from 'types/api/errors/getAll';
 import { GlobalReducer } from 'types/reducer/globalTime';

 import { FilterDropdownExtendsProps } from './types';
+import { useExceptionsStripInfo } from './useExceptionsStripInfo';
 import {
 	extractFilterValues,
 	getDefaultFilterValue,
@@ -160,6 +161,11 @@ function AllErrors(): JSX.Element {
 			},
 		]);

+	useExceptionsStripInfo({
+		shownCount: data?.payload?.length ?? 0,
+		totalCount: errorCountResponse.data?.payload ?? 0,
+	});
+
 	const isFetching = isErrorsFetching || errorCountResponse.isFetching;
 	useEffect(() => {
 		setIsFetching(isFetching);
--- a/frontend/src/container/AllError/useExceptionsStripInfo.ts
+++ b/frontend/src/container/AllError/useExceptionsStripInfo.ts
@@ -0,0 +1,26 @@
+import { useMemo } from 'react';
+import { useBottomStrip } from 'container/BottomStrip/useBottomStrip';
+import { type StripItem, StripItemKind } from 'container/BottomStrip/types';
+import { pluralize } from 'utils/pluralize';
+
+interface UseExceptionsStripInfoArgs {
+	shownCount: number;
+	totalCount: number;
+}
+
+export function useExceptionsStripInfo({
+	shownCount,
+	totalCount,
+}: UseExceptionsStripInfoArgs): void {
+	const items = useMemo<StripItem[]>(
+		() => [
+			{
+				kind: StripItemKind.Text,
+				text: `${shownCount} of ${pluralize(totalCount, 'exception')}`,
+			},
+		],
+		[shownCount, totalCount],
+	);
+
+	useBottomStrip(items);
+}
--- a/frontend/src/container/AppLayout/index.tsx
+++ b/frontend/src/container/AppLayout/index.tsx
@@ -35,7 +35,6 @@ import AuthZTooltip from 'lib/authz/components/AuthZTooltip/AuthZTooltip';
 import { SubscriptionManagePermissions } from 'lib/authz/hooks/useAuthZ/permissions/subscription.permissions';
 import { MIN_ACCOUNT_AGE_FOR_CHANGELOG } from 'constants/changelog';
 import { Events } from 'constants/events';
-import { FeatureKeys } from 'constants/features';
 import { LOCALSTORAGE } from 'constants/localStorage';
 import ROUTES from 'constants/routes';
 import { GlobalShortcuts } from 'constants/shortcuts/globalShortcuts';
@@ -52,6 +51,7 @@ import { useIsDarkMode } from 'hooks/useDarkMode';
 import { useGetTenantLicense } from 'hooks/useGetTenantLicense';
 import { useIsAIAssistantEnabled } from 'hooks/useIsAIAssistantEnabled';
 import { useNotifications } from 'hooks/useNotifications';
+import { ChatSupportState, useChatSupport } from 'hooks/useChatSupport';
 import { useSavedViewEnabled } from 'hooks/useSavedViewEnabled';
 import useTabVisibility from 'hooks/useTabFocus';
 import history from 'lib/history';
@@ -103,9 +103,6 @@ function AppLayout(props: AppLayoutProps): JSX.Element {
 		trialInfo,
 		activeLicense,
 		isFetchingActiveLicense,
-		featureFlags,
-		isFetchingFeatureFlags,
-		featureFlagsFetchError,
 		userPreferences,
 		isFetchingUserPreferences,
 		updateChangelog,
@@ -492,42 +489,7 @@ function AppLayout(props: AppLayoutProps): JSX.Element {
 		}
 	}, [isDarkMode]);

-	const showAddCreditCardModal = useMemo(() => {
-		if (
-			!isFetchingFeatureFlags &&
-			(featureFlags || featureFlagsFetchError) &&
-			activeLicense &&
-			trialInfo
-		) {
-			let isChatSupportEnabled = false;
-			let isPremiumSupportEnabled = false;
-			if (featureFlags && featureFlags.length > 0) {
-				isChatSupportEnabled =
-					featureFlags.find((flag) => flag.name === FeatureKeys.CHAT_SUPPORT)
-						?.active || false;
-
-				isPremiumSupportEnabled =
-					featureFlags.find((flag) => flag.name === FeatureKeys.PREMIUM_SUPPORT)
-						?.active || false;
-			}
-			return (
-				isLoggedIn &&
-				!isPremiumSupportEnabled &&
-				isChatSupportEnabled &&
-				!trialInfo?.trialConvertedToSubscription &&
-				isCloudUserVal
-			);
-		}
-		return false;
-	}, [
-		featureFlags,
-		featureFlagsFetchError,
-		isCloudUserVal,
-		isFetchingFeatureFlags,
-		isLoggedIn,
-		activeLicense,
-		trialInfo,
-	]);
+	const chatSupport = useChatSupport();

 	// Listen for API warnings
 	const handleWarning = (
@@ -885,12 +847,16 @@ function AppLayout(props: AppLayoutProps): JSX.Element {
 					)}
 				</Flex>

-				{showAddCreditCardModal && <ChatSupportGateway />}
+				{chatSupport === ChatSupportState.NeedsCard && !isSavedViewEnabled && (
+					<ChatSupportGateway />
+				)}
 				{showChangelogModal && changelog && (
 					<ChangelogModal changelog={changelog} onClose={toggleChangelogModal} />
 				)}

-				<Toaster />
+				<Toaster
+					offset={{ bottom: 'calc(var(--bottom-strip-height, 0px) + 24px)' }}
+				/>
 			</Layout>
 		</TooltipProvider>
 	);
--- a/frontend/src/container/BottomStrip/AskNoz/AskNoz.module.scss
+++ b/frontend/src/container/BottomStrip/AskNoz/AskNoz.module.scss
@@ -0,0 +1,36 @@
+.askNoz {
+	display: flex;
+	align-items: center;
+	flex-shrink: 0;
+}
+
+.badge {
+	flex-shrink: 0;
+	display: inline-flex;
+	line-height: 0;
+	color: var(--accent-primary);
+}
+
+.pulseDot {
+	position: relative;
+	display: inline-flex;
+	align-items: center;
+	justify-content: center;
+	line-height: 0;
+	animation: askNozDotPulse 1.5s ease-in-out infinite;
+	transform: scale(0.8);
+	margin-right: -12px;
+}
+
+@keyframes askNozDotPulse {
+	0%,
+	100% {
+		opacity: 1;
+		transform: scale(1);
+	}
+
+	50% {
+		opacity: 0.35;
+		transform: scale(0.82);
+	}
+}
--- a/frontend/src/container/BottomStrip/AskNoz/AskNoz.tsx
+++ b/frontend/src/container/BottomStrip/AskNoz/AskNoz.tsx
@@ -0,0 +1,76 @@
+import { useLocation } from 'react-router-dom';
+import { Button } from '@signozhq/ui/button';
+import { TooltipSimple } from '@signozhq/ui/tooltip';
+import Noz from 'components/Noz/Noz';
+import { NOZ_TOOLTIP_TITLE } from 'components/Noz/Noz.constants';
+import { selectPendingUserInputStreamCount } from 'container/AIAssistant/store/pendingInputSelectors';
+import {
+	openAIAssistant,
+	useAIAssistantStore,
+} from 'container/AIAssistant/store/useAIAssistantStore';
+import { useIsAIAssistantEnabled } from 'hooks/useIsAIAssistantEnabled';
+import ROUTES from 'constants/routes';
+import { Dot } from '@signozhq/icons';
+
+import styles from './AskNoz.module.scss';
+
+/**
+ * Opens the Noz drawer, matching the header entry it replaces. Cmd+K opens the
+ * modal instead; this is deliberately the drawer.
+ *
+ * Carries the header's pending badge: when Noz is blocked on the user
+ * (`awaiting_approval` / `awaiting_clarification`) a dot pulses. Without it,
+ * hiding the header button would remove a notification rather than move it.
+ */
+function AskNoz(): JSX.Element | null {
+	const { pathname } = useLocation();
+	const isAIAssistantEnabled = useIsAIAssistantEnabled();
+	const isDrawerOpen = useAIAssistantStore((state) => state.isDrawerOpen);
+	const isModalOpen = useAIAssistantStore((state) => state.isModalOpen);
+	const pendingUserInputCount = useAIAssistantStore(
+		selectPendingUserInputStreamCount,
+	);
+
+	// Noz is already on screen in the modal, so the "needs you" dot would be noise.
+	const showPendingBadge = pendingUserInputCount > 0 && !isModalOpen;
+
+	// The drawer does not render on the Noz full page, so the button would be inert.
+	const isAIAssistantPage = pathname.startsWith(ROUTES.AI_ASSISTANT_BASE);
+
+	if (!isAIAssistantEnabled || isDrawerOpen || isAIAssistantPage) {
+		return null;
+	}
+
+	return (
+		<div className={styles.askNoz} data-testid="bottom-strip-ask-noz">
+			{showPendingBadge && (
+				<span className={styles.badge} aria-hidden>
+					<span className={styles.pulseDot}>
+						<Dot size={36} />
+					</span>
+				</span>
+			)}
+			<TooltipSimple title={NOZ_TOOLTIP_TITLE}>
+				<Button
+					variant="ghost"
+					color="secondary"
+					size="sm"
+					className="noz-wave"
+					prefix={<Noz size={16} />}
+					onClick={(): void => openAIAssistant()}
+					aria-label={
+						showPendingBadge
+							? `Ask Noz, ${pendingUserInputCount} ${
+									pendingUserInputCount === 1 ? 'action needs' : 'actions need'
+								} your response`
+							: 'Ask Noz'
+					}
+				>
+					Ask Noz
+				</Button>
+			</TooltipSimple>
+		</div>
+	);
+}
+
+export default AskNoz;
--- a/frontend/src/container/BottomStrip/AskNoz/tests/AskNoz.test.tsx
+++ b/frontend/src/container/BottomStrip/AskNoz/tests/AskNoz.test.tsx
@@ -0,0 +1,133 @@
+import { fireEvent } from '@testing-library/react';
+import { openAIAssistant } from 'container/AIAssistant/store/useAIAssistantStore';
+import { useIsAIAssistantEnabled } from 'hooks/useIsAIAssistantEnabled';
+import { render } from 'tests/test-utils';
+
+import AskNoz from '../AskNoz';
+
+jest.mock('hooks/useIsAIAssistantEnabled');
+jest.mock('container/AIAssistant/store/useAIAssistantStore', () => ({
+	openAIAssistant: jest.fn(),
+	useAIAssistantStore: jest.fn(),
+}));
+
+const mockEnabled = useIsAIAssistantEnabled as jest.MockedFunction<
+	typeof useIsAIAssistantEnabled
+>;
+const mockOpen = openAIAssistant as jest.MockedFunction<typeof openAIAssistant>;
+
+// eslint-disable-next-line @typescript-eslint/no-explicit-any
+const { useAIAssistantStore } = jest.requireMock(
+	'container/AIAssistant/store/useAIAssistantStore',
+) as { useAIAssistantStore: jest.Mock };
+
+/** The component reads the store through three separate selector calls. */
+function mockStore({
+	isDrawerOpen = false,
+	isModalOpen = false,
+	pendingCount = 0,
+}: {
+	isDrawerOpen?: boolean;
+	isModalOpen?: boolean;
+	pendingCount?: number;
+} = {}): void {
+	const state = { isDrawerOpen, isModalOpen, streams: {} };
+	useAIAssistantStore.mockImplementation((selector: (s: unknown) => unknown) => {
+		const picked = selector(state);
+		// `selectPendingUserInputStreamCount` walks `streams`, which is empty here,
+		// so stand in the count we want to assert against.
+		return typeof picked === 'number' ? pendingCount : picked;
+	});
+}
+
+// `TooltipSimple` replaces its trigger's props, so the testId lives on the
+// wrapper and the button itself is reached by role — there is only ever one.
+const SLOT = 'bottom-strip-ask-noz';
+
+describe('AskNoz', () => {
+	beforeEach(() => {
+		jest.clearAllMocks();
+		mockEnabled.mockReturnValue(true);
+		mockStore();
+	});
+
+	describe('visibility', () => {
+		it('renders when the assistant is enabled', () => {
+			const { getByRole } = render(<AskNoz />);
+
+			expect(getByRole('button')).toBeInTheDocument();
+		});
+
+		it('renders nothing when the assistant is disabled', () => {
+			mockEnabled.mockReturnValue(false);
+
+			const { queryByTestId } = render(<AskNoz />);
+
+			expect(queryByTestId(SLOT)).not.toBeInTheDocument();
+		});
+
+		it('renders nothing while the drawer is open', () => {
+			mockStore({ isDrawerOpen: true });
+
+			const { queryByTestId } = render(<AskNoz />);
+
+			expect(queryByTestId(SLOT)).not.toBeInTheDocument();
+		});
+
+		it('renders nothing on the Noz full page, where the drawer does not mount', () => {
+			const { queryByTestId } = render(<AskNoz />, undefined, {
+				initialRoute: '/ai-assistant/some-conversation-id',
+			});
+
+			expect(queryByTestId(SLOT)).not.toBeInTheDocument();
+		});
+	});
+
+	describe('what it does', () => {
+		it('opens the drawer on click', () => {
+			const { getByRole } = render(<AskNoz />);
+
+			fireEvent.click(getByRole('button'));
+
+			expect(mockOpen).toHaveBeenCalledTimes(1);
+		});
+	});
+
+	describe('pending badge', () => {
+		it('announces the count when Noz is waiting on the user', () => {
+			mockStore({ pendingCount: 2 });
+
+			const { getByRole } = render(<AskNoz />);
+
+			expect(getByRole('button')).toHaveAttribute(
+				'aria-label',
+				'Ask Noz, 2 actions need your response',
+			);
+		});
+
+		it('uses the singular for one pending action', () => {
+			mockStore({ pendingCount: 1 });
+
+			const { getByRole } = render(<AskNoz />);
+
+			expect(getByRole('button')).toHaveAttribute(
+				'aria-label',
+				'Ask Noz, 1 action needs your response',
+			);
+		});
+
+		it('stays quiet when nothing is pending', () => {
+			const { getByRole } = render(<AskNoz />);
+
+			expect(getByRole('button')).toHaveAttribute('aria-label', 'Ask Noz');
+		});
+
+		it('stays quiet while the modal is open, Noz is already on screen', () => {
+			mockStore({ isModalOpen: true, pendingCount: 3 });
+
+			const { getByRole } = render(<AskNoz />);
+
+			expect(getByRole('button')).toHaveAttribute('aria-label', 'Ask Noz');
+		});
+	});
+});
--- a/frontend/src/container/BottomStrip/BottomStrip.module.scss
+++ b/frontend/src/container/BottomStrip/BottomStrip.module.scss
@@ -11,6 +11,8 @@
 	background: var(--l2-background);
 	border-top: 1px solid var(--l2-border);

+	--button-font-size: 12px;
+
 	font-family: var(--font-family-sf-mono, monospace);

 	// Above page content, below the body-portalled overlays that are meant to
@@ -23,14 +25,21 @@
 .right {
 	display: flex;
 	align-items: center;
-	gap: var(--spacing-6);
+	gap: var(--spacing-4);
 	min-width: 0;
 }

-// Temporary placeholder for the left slot. Replaced later.
-.version {
-	color: var(--l2-foreground);
-	white-space: nowrap;
-	overflow: hidden;
-	text-overflow: ellipsis;
+.left {
+	cursor: default;
+}
+
+// separator b/w strip entities
+.left > *:not(:last-child)::after,
+.right > *:not(:last-child)::after {
+	content: '';
+	flex-shrink: 0;
+	width: 1px;
+	height: 14px;
+	background: var(--l2-border);
+	margin-left: var(--spacing-4);
 }
--- a/frontend/src/container/BottomStrip/LeftSlot/LeftSlot.tsx
+++ b/frontend/src/container/BottomStrip/LeftSlot/LeftSlot.tsx
@@ -0,0 +1,53 @@
+import * as Sentry from '@sentry/react';
+import { useAppContext } from 'providers/App/App';
+
+import StripKeyValue from '../components/StripKeyValue/StripKeyValue';
+import StripTypography from '../components/StripTypography/StripTypography';
+import { useBottomStripStore } from '../store/useBottomStripStore';
+import { type StripItem, StripItemKind } from '../types';
+
+function renderItem(item: StripItem, index: number): JSX.Element {
+	if (item.kind === StripItemKind.KeyValue) {
+		return (
+			<StripKeyValue
+				key={index}
+				label={item.label}
+				value={item.value}
+				prefix={item.prefix}
+				tone={item.tone}
+			/>
+		);
+	}
+
+	return (
+		// eslint-disable-next-line react/no-array-index-key
+		<StripTypography key={index} prefix={item.prefix}>
+			{item.text}
+		</StripTypography>
+	);
+}
+
+function LeftSlot(): JSX.Element | null {
+	const { versionData } = useAppContext();
+	const left = useBottomStripStore((state) => state.left);
+	const ownerId = useBottomStripStore((state) => state.ownerId);
+
+	const version = versionData?.version?.trim();
+	const versionNode = version ? (
+		<StripTypography>{version}</StripTypography>
+	) : null;
+
+	if (!left?.length) {
+		return versionNode;
+	}
+
+	return (
+		// Keyed so a page whose items throw does not leave the boundary latched on
+		// the fallback for every page after it.
+		<Sentry.ErrorBoundary key={ownerId} fallback={<>{versionNode}</>}>
+			{left.map(renderItem)}
+		</Sentry.ErrorBoundary>
+	);
+}
+
+export default LeftSlot;
--- a/frontend/src/container/BottomStrip/SupportButton/SupportButton.tsx
+++ b/frontend/src/container/BottomStrip/SupportButton/SupportButton.tsx
@@ -0,0 +1,45 @@
+import { useState } from 'react';
+import { Button } from '@signozhq/ui/button';
+import AddCreditCardModal from 'components/AddCreditCardModal/AddCreditCardModal';
+import { ChatSupportState, useChatSupport } from 'hooks/useChatSupport';
+import { MessageSquareText } from '@signozhq/icons';
+
+function SupportButton(): JSX.Element | null {
+	const chatSupport = useChatSupport();
+	const [isAddCreditCardModalOpen, setIsAddCreditCardModalOpen] =
+		useState(false);
+
+	if (chatSupport === ChatSupportState.Unavailable) {
+		return null;
+	}
+
+	const handleClick = (): void => {
+		if (chatSupport === ChatSupportState.NeedsCard) {
+			setIsAddCreditCardModalOpen(true);
+			return;
+		}
+		window.Pylon?.('show');
+	};
+
+	return (
+		<>
+			<Button
+				variant="ghost"
+				color="secondary"
+				size="sm"
+				prefix={<MessageSquareText size={16} />}
+				onClick={handleClick}
+				testId="bottom-strip-support"
+			>
+				Support
+			</Button>
+
+			<AddCreditCardModal
+				open={isAddCreditCardModalOpen}
+				onClose={(): void => setIsAddCreditCardModalOpen(false)}
+			/>
+		</>
+	);
+}
+
+export default SupportButton;
--- a/frontend/src/container/BottomStrip/SupportButton/tests/SupportButton.test.tsx
+++ b/frontend/src/container/BottomStrip/SupportButton/tests/SupportButton.test.tsx
@@ -0,0 +1,81 @@
+import { fireEvent } from '@testing-library/react';
+import { ChatSupportState, useChatSupport } from 'hooks/useChatSupport';
+import { render } from 'tests/test-utils';
+
+import SupportButton from '../SupportButton';
+
+jest.mock('hooks/useChatSupport', () => ({
+	...jest.requireActual('hooks/useChatSupport'),
+	useChatSupport: jest.fn(),
+}));
+
+const mockChatSupport = useChatSupport as jest.MockedFunction<
+	typeof useChatSupport
+>;
+
+const BUTTON = 'bottom-strip-support';
+const MODAL_TITLE = 'Add Credit Card for Chat Support';
+
+describe('SupportButton', () => {
+	beforeEach(() => {
+		jest.clearAllMocks();
+		window.Pylon = jest.fn() as never;
+	});
+
+	describe('when Pylon is available', () => {
+		beforeEach(() => mockChatSupport.mockReturnValue(ChatSupportState.Pylon));
+
+		it('shows the button', () => {
+			const { getByTestId } = render(<SupportButton />);
+
+			expect(getByTestId(BUTTON)).toBeInTheDocument();
+		});
+
+		it('opens the Pylon widget on click', () => {
+			const { getByTestId } = render(<SupportButton />);
+
+			fireEvent.click(getByTestId(BUTTON));
+
+			expect(window.Pylon).toHaveBeenCalledWith('show');
+		});
+
+		it('does not open the credit card modal', () => {
+			const { getByTestId, queryByText } = render(<SupportButton />);
+
+			fireEvent.click(getByTestId(BUTTON));
+
+			expect(queryByText(MODAL_TITLE)).not.toBeInTheDocument();
+		});
+	});
+
+	describe('when the user needs a card', () => {
+		beforeEach(() => mockChatSupport.mockReturnValue(ChatSupportState.NeedsCard));
+
+		it('shows the same button', () => {
+			const { getByTestId } = render(<SupportButton />);
+
+			expect(getByTestId(BUTTON)).toBeInTheDocument();
+		});
+
+		it('opens the credit card modal on click, not Pylon', () => {
+			const { getByTestId, getByText } = render(<SupportButton />);
+
+			fireEvent.click(getByTestId(BUTTON));
+
+			expect(getByText(MODAL_TITLE)).toBeInTheDocument();
+			expect(window.Pylon).not.toHaveBeenCalled();
+		});
+	});
+
+	describe('when support is unavailable', () => {
+		beforeEach(() =>
+			mockChatSupport.mockReturnValue(ChatSupportState.Unavailable),
+		);
+
+		it('renders nothing at all', () => {
+			const { queryByTestId } = render(<SupportButton />);
+
+			expect(queryByTestId(BUTTON)).not.toBeInTheDocument();
+		});
+	});
+});
--- a/frontend/src/container/BottomStrip/tests/BottomStrip.test.tsx
+++ b/frontend/src/container/BottomStrip/tests/BottomStrip.test.tsx
@@ -1,12 +1,65 @@
+import { useMemo, useState } from 'react';
+import { fireEvent } from '@testing-library/react';
 import { render } from 'tests/test-utils';
+import { Info } from 'types/api/v1/version/get';

 import BottomStrip, {
 	BOTTOM_STRIP_HEIGHT,
 	BOTTOM_STRIP_HEIGHT_VAR,
 	BOTTOM_STRIP_ON_CLASS,
 } from '..';
+import { useBottomStripStore } from '../store/useBottomStripStore';
+import { useBottomStrip } from '../useBottomStrip';
+import { StripItemKind } from '../types';
+
+/** Stands in for a page that puts something on the left of the strip. */
+function Page({ text }: { text: string }): null {
+	useBottomStrip(useMemo(() => [{ kind: StripItemKind.Text, text }], [text]));
+	return null;
+}
+
+/**
+ * A page whose icon throws when the strip renders it. `prefix` is the one place
+ * the config still takes a node, so it is the only way a page can break it.
+ */
+function BoomPage(): null {
+	useBottomStrip([{ kind: StripItemKind.Text, text: 'boom', prefix: <Boom /> }]);
+	return null;
+}
+
+/** A page whose value changes without needing `rerender`. */
+function ChangingPage(): JSX.Element {
+	const [count, setCount] = useState(600);
+
+	useBottomStrip(
+		useMemo(
+			() => [{ kind: StripItemKind.Text, text: `${count} traces` }],
+			[count],
+		),
+	);
+
+	return (
+		<button type="button" onClick={(): void => setCount(42)}>
+			change
+		</button>
+	);
+}
+
+/** A page node that blows up while the strip renders it. */
+function Boom(): JSX.Element {
+	throw new Error('bad left node');
+}
+
+const VERSION = 'v0.134.67';
+const versionData: Info = { version: VERSION, ee: 'Y', setupCompleted: true };
+const withVersion = { appContextOverrides: { versionData } };

 describe('BottomStrip', () => {
+	// The store is module level, so it outlives each test.
+	beforeEach(() => {
+		useBottomStripStore.setState({ left: null, ownerId: null });
+	});
+
 	it('publishes the body class and height property while mounted', () => {
 		const { unmount } = render(<BottomStrip />);

@@ -28,22 +81,96 @@ describe('BottomStrip', () => {
 	it.each([['v0.134.67'], ['main-64f1c2a']])(
 		'renders the build version %p exactly as given',
 		(version) => {
-			const { getByTestId } = render(<BottomStrip />, undefined, {
+			const { getByText } = render(<BottomStrip />, undefined, {
 				appContextOverrides: {
 					versionData: { version, ee: 'Y', setupCompleted: true },
 				},
 			});

-			expect(getByTestId('bottom-strip-version')).toHaveTextContent(version);
+			expect(getByText(version)).toBeInTheDocument();
 		},
 	);

 	it('renders the strip without a version when none is available', () => {
-		const { getByTestId, queryByTestId } = render(<BottomStrip />, undefined, {
+		const { getByTestId } = render(<BottomStrip />, undefined, {
 			appContextOverrides: { versionData: null },
 		});

-		expect(getByTestId('bottom-strip')).toBeInTheDocument();
-		expect(queryByTestId('bottom-strip-version')).not.toBeInTheDocument();
+		const strip = getByTestId('bottom-strip');
+
+		expect(strip).toBeInTheDocument();
+		expect(strip).toHaveTextContent('');
+	});
+
+	// `tests/test-utils` builds its wrapper around the first `ui`, so `rerender`
+	// re-renders the original tree. These drive change through state and through
+	// separate trees instead, which the module-level store lets them share.
+	describe('left slot', () => {
+		it('shows what the page put there instead of the version', () => {
+			render(<Page text="600 traces" />);
+			const { getByText, queryByText } = render(
+				<BottomStrip />,
+				undefined,
+				withVersion,
+			);
+
+			expect(getByText('600 traces')).toBeInTheDocument();
+			expect(queryByText(VERSION)).not.toBeInTheDocument();
+		});
+
+		it('falls back to the version once the page is gone', () => {
+			const page = render(<Page text="600 traces" />);
+			const { getByText } = render(<BottomStrip />, undefined, withVersion);
+
+			page.unmount();
+
+			expect(getByText(VERSION)).toBeInTheDocument();
+		});
+
+		it('updates when the page changes what it shows', () => {
+			render(<ChangingPage />);
+			const { getByText, getByRole } = render(
+				<BottomStrip />,
+				undefined,
+				withVersion,
+			);
+
+			expect(getByText('600 traces')).toBeInTheDocument();
+
+			fireEvent.click(getByRole('button', { name: 'change' }));
+
+			expect(getByText('42 traces')).toBeInTheDocument();
+		});
+
+		it('falls back to the version when the page node throws', () => {
+			// React logs the caught error, which is noise here.
+			const consoleError = jest
+				.spyOn(console, 'error')
+				.mockImplementation(() => {});
+
+			render(<BoomPage />);
+			const { getByTestId, getByText } = render(
+				<BottomStrip />,
+				undefined,
+				withVersion,
+			);
+
+			expect(getByTestId('bottom-strip')).toBeInTheDocument();
+			expect(getByText(VERSION)).toBeInTheDocument();
+
+			consoleError.mockRestore();
+		});
+
+		it('keeps the new page value when the old page unmounts after it', () => {
+			// Navigation order: the next page mounts before the last one unmounts,
+			// so without the owner guard the outgoing page wipes the incoming value.
+			const pageA = render(<Page text="page A" />);
+			render(<Page text="page B" />);
+			const { getByText } = render(<BottomStrip />, undefined, withVersion);
+
+			pageA.unmount();
+
+			expect(getByText('page B')).toBeInTheDocument();
+		});
 	});
 });
--- a/frontend/src/container/BottomStrip/components/StripKeyValue/StripKeyValue.module.scss
+++ b/frontend/src/container/BottomStrip/components/StripKeyValue/StripKeyValue.module.scss
@@ -0,0 +1,24 @@
+// `:` is spaced like a word, per the Figma, so the gap here is a space width
+// rather than the wider gap between whole items.
+.keyValue {
+	display: inline-flex;
+	align-items: center;
+	gap: var(--spacing-2);
+
+	color: var(--l2-foreground);
+	white-space: nowrap;
+}
+
+.prefix {
+	display: inline-flex;
+	align-items: center;
+	margin-right: var(--spacing-1);
+}
+
+.warning {
+	color: var(--warning);
+}
+
+.error {
+	color: var(--destructive);
+}
--- a/frontend/src/container/BottomStrip/components/StripKeyValue/StripKeyValue.tsx
+++ b/frontend/src/container/BottomStrip/components/StripKeyValue/StripKeyValue.tsx
@@ -0,0 +1,47 @@
+import type { ReactNode } from 'react';
+import { Typography } from '@signozhq/ui/typography';
+import cx from 'classnames';
+
+import { StripTone } from '../../types';
+
+import styles from './StripKeyValue.module.scss';
+
+export interface StripKeyValueProps {
+	label: string;
+	value: string | number;
+	/** Leading icon. Same shape as `Button`'s. */
+	prefix?: ReactNode;
+	/** Tints the icon; the text stays neutral at every tone. */
+	tone?: StripTone;
+}
+
+/** A labelled number, rendered `Spans : 31`. */
+function StripKeyValue({
+	label,
+	value,
+	prefix,
+	tone,
+}: StripKeyValueProps): JSX.Element {
+	return (
+		<span className={styles.keyValue}>
+			{prefix && (
+				<span className={cx(styles.prefix, tone && styles[tone])} data-tone={tone}>
+					{prefix}
+				</span>
+			)}
+			<Typography.Text as="span" className={styles.label}>
+				{label}
+			</Typography.Text>
+			<Typography.Text as="span" className={styles.colon}>
+				:
+			</Typography.Text>
+			<Typography.Text as="span" className={styles.value}>
+				{value}
+			</Typography.Text>
+		</span>
+	);
+}
+
+StripKeyValue.defaultProps = { prefix: undefined, tone: StripTone.Default };
+
+export default StripKeyValue;
--- a/frontend/src/container/BottomStrip/components/StripKeyValue/tests/StripKeyValue.test.tsx
+++ b/frontend/src/container/BottomStrip/components/StripKeyValue/tests/StripKeyValue.test.tsx
@@ -0,0 +1,46 @@
+import { render } from 'tests/test-utils';
+
+import { StripTone } from '../../../types';
+
+import StripKeyValue from '../StripKeyValue';
+
+describe('StripKeyValue', () => {
+	it('renders the label and the value around a colon it owns', () => {
+		const { getByText, container } = render(
+			<StripKeyValue label="Spans" value={31} />,
+		);
+
+		expect(getByText('Spans')).toBeInTheDocument();
+		expect(getByText('31')).toBeInTheDocument();
+		// The consumer never builds the string, so the spacing cannot drift.
+		expect(container.textContent).toBe('Spans:31');
+	});
+
+	it('tints only the icon when the tone is set', () => {
+		const { container } = render(
+			<StripKeyValue
+				label="Errors"
+				value={4}
+				tone={StripTone.Error}
+				prefix={<svg data-testid="icon" />}
+			/>,
+		);
+
+		// The tone lands on the icon, never on the text.
+		expect(container.querySelector('[data-tone]')).toHaveAttribute(
+			'data-tone',
+			'error',
+		);
+	});
+
+	it('leaves the icon untinted by default', () => {
+		const { container } = render(
+			<StripKeyValue label="Errors" value={0} prefix={<svg />} />,
+		);
+
+		expect(container.querySelector('[data-tone]')).toHaveAttribute(
+			'data-tone',
+			'default',
+		);
+	});
+});
--- a/frontend/src/container/BottomStrip/components/StripTypography/StripTypography.module.scss
+++ b/frontend/src/container/BottomStrip/components/StripTypography/StripTypography.module.scss
@@ -0,0 +1,10 @@
+.stripTypography {
+	display: inline-flex;
+	align-items: center;
+	gap: 6px;
+
+	color: var(--l2-foreground);
+	white-space: nowrap;
+	overflow: hidden;
+	text-overflow: ellipsis;
+}
--- a/frontend/src/container/BottomStrip/components/StripTypography/StripTypography.tsx
+++ b/frontend/src/container/BottomStrip/components/StripTypography/StripTypography.tsx
@@ -0,0 +1,28 @@
+import type { ReactNode } from 'react';
+import { Typography } from '@signozhq/ui/typography';
+
+import styles from './StripTypography.module.scss';
+
+interface StripTypographyProps {
+	children: ReactNode;
+	/** Leading icon. Same shape as `Button`'s. */
+	prefix?: ReactNode;
+}
+
+/** A single phrase. A labelled number belongs in `StripKeyValue`. */
+function StripTypography({
+	children,
+	prefix,
+}: StripTypographyProps): JSX.Element {
+	return (
+		<span className={styles.stripTypography}>
+			{prefix}
+			<Typography.Text as="span">{children}</Typography.Text>
+		</span>
+	);
+}
+
+StripTypography.defaultProps = { prefix: undefined };
+
+export type { StripTypographyProps };
+export default StripTypography;
--- a/frontend/src/container/BottomStrip/index.tsx
+++ b/frontend/src/container/BottomStrip/index.tsx
@@ -1,5 +1,8 @@
 import { useLayoutEffect } from 'react';
-import { useAppContext } from 'providers/App/App';
+
+import AskNoz from './AskNoz/AskNoz';
+import LeftSlot from './LeftSlot/LeftSlot';
+import SupportButton from './SupportButton/SupportButton';

 import styles from './BottomStrip.module.scss';

@@ -9,9 +12,6 @@ export const BOTTOM_STRIP_ON_CLASS = 'bottom-strip-on';
 export const BOTTOM_STRIP_HEIGHT_VAR = '--bottom-strip-height';

 function BottomStrip(): JSX.Element {
-	const { versionData } = useAppContext();
-	const version = versionData?.version?.trim();
-
 	useLayoutEffect(() => {
 		document.body.classList.add(BOTTOM_STRIP_ON_CLASS);
 		document.body.style.setProperty(
@@ -28,13 +28,12 @@ function BottomStrip(): JSX.Element {
 	return (
 		<div className={styles.strip} data-testid="bottom-strip">
 			<div className={styles.left}>
-				{version && (
-					<span className={styles.version} data-testid="bottom-strip-version">
-						{version}
-					</span>
-				)}
+				<LeftSlot />
+			</div>
+			<div className={styles.right}>
+				<AskNoz />
+				<SupportButton />
 			</div>
-			<div className={styles.right} />
 		</div>
 	);
 }
--- a/frontend/src/container/BottomStrip/store/useBottomStripStore.ts
+++ b/frontend/src/container/BottomStrip/store/useBottomStripStore.ts
@@ -0,0 +1,27 @@
+import { create } from 'zustand';
+
+import type { StripItem } from '../types';
+
+interface BottomStripState {
+	/** What the strip shows on the left, or null to fall back to the version. */
+	left: StripItem[] | null;
+	/** Which page owns the current value — see `clearLeft`. */
+	ownerId: string | null;
+	setLeft: (ownerId: string, left: StripItem[] | null) => void;
+	clearLeft: (ownerId: string) => void;
+}
+
+export const useBottomStripStore = create<BottomStripState>()((set, get) => ({
+	left: null,
+	ownerId: null,
+	setLeft: (ownerId, left): void => set({ left, ownerId }),
+	// Only the current owner may clear. On a plain route swap React runs the old
+	// page's cleanup before the new page's effect, so this is moot, but two
+	// consumers can be mounted at once (a page under a drawer): the one that set
+	// last owns the slot, and the other unmounting must not wipe it.
+	clearLeft: (ownerId): void => {
+		if (get().ownerId === ownerId) {
+			set({ left: null, ownerId: null });
+		}
+	},
+}));
--- a/frontend/src/container/BottomStrip/types.ts
+++ b/frontend/src/container/BottomStrip/types.ts
@@ -0,0 +1,31 @@
+import type { ReactNode } from 'react';
+
+export enum StripTone {
+	Default = 'default',
+	Warning = 'warning',
+	Error = 'error',
+}
+
+export enum StripItemKind {
+	/** A phrase in the page's own words, e.g. "18 services". */
+	Text = 'text',
+	/** A labelled number, rendered `label : value`. */
+	KeyValue = 'keyValue',
+}
+
+/** What a page may put on the left of the strip. */
+export type StripItem =
+	| {
+			kind: StripItemKind.Text;
+			text: string;
+			prefix?: ReactNode;
+	  }
+	| {
+			kind: StripItemKind.KeyValue;
+			/** Without a colon; the strip renders the separator. */
+			label: string;
+			value: string | number;
+			prefix?: ReactNode;
+			/** Tints the icon; the text stays neutral at every tone. */
+			tone?: StripTone;
+	  };
--- a/frontend/src/container/BottomStrip/useBottomStrip.ts
+++ b/frontend/src/container/BottomStrip/useBottomStrip.ts
@@ -0,0 +1,25 @@
+import { useEffect, useId } from 'react';
+
+import { useBottomStripStore } from './store/useBottomStripStore';
+import type { StripItem } from './types';
+
+/**
+ * Puts `items` in the bottom strip for as long as the calling page is mounted.
+ * Pass null to show nothing and let the version through. The left is the only
+ * side a page contributes to; the right is the strip's own.
+ *
+ * There is no refresh API by design: a page that refetches re-renders, which
+ * produces new items, which re-runs this effect. Memoise the array where it is
+ * built, or the store is written on every render.
+ */
+export function useBottomStrip(items: StripItem[] | null): void {
+	const ownerId = useId();
+	const setLeft = useBottomStripStore((state) => state.setLeft);
+	const clearLeft = useBottomStripStore((state) => state.clearLeft);
+
+	useEffect(() => {
+		setLeft(ownerId, items);
+
+		return (): void => clearLeft(ownerId);
+	}, [items, ownerId, setLeft, clearLeft]);
+}
--- a/frontend/src/container/Home/Home.tsx
+++ b/frontend/src/container/Home/Home.tsx
@@ -26,6 +26,7 @@ import { initialQueriesMap, PANEL_TYPES } from 'constants/queryBuilder';
 import { REACT_QUERY_KEY } from 'constants/reactQueryKeys';
 import ROUTES from 'constants/routes';
 import { DEFAULT_TIME_RANGE } from 'container/TopNav/DateTimeSelectionV2/constants';
+import { useHomeStripInfo } from 'container/Home/useHomeStripInfo';
 import { useGetQueryRange } from 'hooks/queryBuilder/useGetQueryRange';
 import { useIsDarkMode } from 'hooks/useDarkMode';
 import { useSafeNavigate } from 'hooks/useSafeNavigate';
@@ -64,6 +65,8 @@ const homeInterval = 30 * 60 * 1000;

 // eslint-disable-next-line sonarjs/cognitive-complexity
 export default function Home(): JSX.Element {
+	useHomeStripInfo();
+
 	const { user } = useAppContext();
 	const { safeNavigate } = useSafeNavigate();
 	const isDarkMode = useIsDarkMode();
--- a/frontend/src/container/Home/tests/useHomeStripInfo.test.tsx
+++ b/frontend/src/container/Home/tests/useHomeStripInfo.test.tsx
@@ -0,0 +1,58 @@
+import { renderHook } from '@testing-library/react';
+import { useGetAlerts } from 'api/generated/services/alerts';
+import { useBottomStripStore } from 'container/BottomStrip/store/useBottomStripStore';
+import { StripItemKind } from 'container/BottomStrip/types';
+
+import { useHomeStripInfo } from '../useHomeStripInfo';
+
+jest.mock('api/generated/services/alerts', () => ({
+	useGetAlerts: jest.fn(),
+}));
+
+const mockUseGetAlerts = useGetAlerts as jest.Mock;
+
+describe('useHomeStripInfo', () => {
+	beforeEach(() => {
+		useBottomStripStore.setState({ left: null, ownerId: null });
+	});
+
+	it('counts the firing alert instances', () => {
+		mockUseGetAlerts.mockReturnValue({ data: { data: [{}, {}, {}] } });
+
+		renderHook(() => useHomeStripInfo());
+
+		expect(useBottomStripStore.getState().left).toMatchObject([
+			{ kind: StripItemKind.Text, text: '3 alerts firing' },
+		]);
+	});
+
+	it('says alert, not alerts, when only one is firing', () => {
+		mockUseGetAlerts.mockReturnValue({ data: { data: [{}] } });
+
+		renderHook(() => useHomeStripInfo());
+
+		expect(useBottomStripStore.getState().left?.[0]).toMatchObject({
+			text: '1 alert firing',
+		});
+	});
+
+	it('shows zero before the response lands', () => {
+		mockUseGetAlerts.mockReturnValue({ data: undefined });
+
+		renderHook(() => useHomeStripInfo());
+
+		expect(useBottomStripStore.getState().left?.[0]).toMatchObject({
+			text: '0 alerts firing',
+		});
+	});
+
+	it('clears the strip when the page unmounts', () => {
+		mockUseGetAlerts.mockReturnValue({ data: { data: [{}, {}, {}] } });
+
+		const { unmount } = renderHook(() => useHomeStripInfo());
+
+		unmount();
+
+		expect(useBottomStripStore.getState().left).toBeNull();
+	});
+});
--- a/frontend/src/container/Home/useHomeStripInfo.ts
+++ b/frontend/src/container/Home/useHomeStripInfo.ts
@@ -0,0 +1,21 @@
+import { useMemo } from 'react';
+import { useGetAlerts } from 'api/generated/services/alerts';
+import { useBottomStrip } from 'container/BottomStrip/useBottomStrip';
+import { type StripItem, StripItemKind } from 'container/BottomStrip/types';
+import { pluralize } from 'utils/pluralize';
+
+export function useHomeStripInfo(): void {
+	// Firing instances, not rules, matching the triggered alerts page.
+	const { data } = useGetAlerts();
+
+	const count = data?.data?.length ?? 0;
+
+	const items = useMemo<StripItem[]>(
+		() => [
+			{ kind: StripItemKind.Text, text: `${pluralize(count, 'alert')} firing` },
+		],
+		[count],
+	);
+
+	useBottomStrip(items);
+}
--- a/frontend/src/container/Integrations/CloudIntegration/AmazonWebServices/tests/mockData.ts
+++ b/frontend/src/container/Integrations/CloudIntegration/AmazonWebServices/tests/mockData.ts
@@ -24,6 +24,7 @@ const accountsResponse: ListAccounts200 = {
 				agentReport: {
 					timestampMillis: 1747114366214,
 					data: null,
+					syncState: null,
 				},
 				providerAccountId: PROVIDER_ACCOUNT_ID,
 				removedAt: null,
--- a/frontend/src/container/ListAlertRules/tests/useAlertRulesStripInfo.test.tsx
+++ b/frontend/src/container/ListAlertRules/tests/useAlertRulesStripInfo.test.tsx
@@ -0,0 +1,53 @@
+import { renderHook } from '@testing-library/react';
+import { useBottomStripStore } from 'container/BottomStrip/store/useBottomStripStore';
+import { StripItemKind } from 'container/BottomStrip/types';
+
+import { useAlertRulesStripInfo } from '../useAlertRulesStripInfo';
+
+describe('useAlertRulesStripInfo', () => {
+	beforeEach(() => {
+		useBottomStripStore.setState({ left: null, ownerId: null });
+	});
+
+	it('shows the rows on the page against the total', () => {
+		renderHook(() => useAlertRulesStripInfo({ shownCount: 15, totalCount: 17 }));
+
+		expect(useBottomStripStore.getState().left).toMatchObject([
+			{ kind: StripItemKind.Text, text: '15 of 17 rules' },
+		]);
+	});
+
+	it('still says n of m when the whole list fits on one page', () => {
+		renderHook(() => useAlertRulesStripInfo({ shownCount: 17, totalCount: 17 }));
+
+		expect(useBottomStripStore.getState().left?.[0]).toMatchObject({
+			text: '17 of 17 rules',
+		});
+	});
+
+	it('says rule, not rules, when there is only one', () => {
+		renderHook(() => useAlertRulesStripInfo({ shownCount: 1, totalCount: 1 }));
+
+		expect(useBottomStripStore.getState().left?.[0]).toMatchObject({
+			text: '1 of 1 rule',
+		});
+	});
+
+	it('shows zero when nothing matched', () => {
+		renderHook(() => useAlertRulesStripInfo({ shownCount: 0, totalCount: 12 }));
+
+		expect(useBottomStripStore.getState().left?.[0]).toMatchObject({
+			text: '0 of 12 rules',
+		});
+	});
+
+	it('clears the strip when the page unmounts', () => {
+		const { unmount } = renderHook(() =>
+			useAlertRulesStripInfo({ shownCount: 15, totalCount: 17 }),
+		);
+
+		unmount();
+
+		expect(useBottomStripStore.getState().left).toBeNull();
+	});
+});
--- a/frontend/src/container/ListAlertRules/index.tsx
+++ b/frontend/src/container/ListAlertRules/index.tsx
@@ -20,6 +20,7 @@ import { ALERT_RULES_PARAMS, useAlertRulesFilters } from './hooks';
 import styles from './ListAlertRules.module.scss';
 import { getAlertRuleColumns } from './table.config';
 import type { AlertRule } from './types';
+import { useAlertRulesStripInfo } from './useAlertRulesStripInfo';
 import { useAlertRulesData } from './useAlertRulesData';
 import { useAlertRulesHandlers } from './useAlertRulesHandlers';

@@ -87,6 +88,11 @@ function ListAlertRules(): JSX.Element {
 		return filteredRules.slice(start, start + limit);
 	}, [filteredRules, page, limit]);

+	useAlertRulesStripInfo({
+		shownCount: paginatedRules.length,
+		totalCount: filteredRules.length,
+	});
+
 	const columnsWithActions = useMemo(() => {
 		if (!action) {
 			return columns;
--- a/frontend/src/container/ListAlertRules/useAlertRulesStripInfo.ts
+++ b/frontend/src/container/ListAlertRules/useAlertRulesStripInfo.ts
@@ -0,0 +1,27 @@
+import { useMemo } from 'react';
+import { useBottomStrip } from 'container/BottomStrip/useBottomStrip';
+import { type StripItem, StripItemKind } from 'container/BottomStrip/types';
+import { pluralize } from 'utils/pluralize';
+
+interface UseAlertRulesStripInfoArgs {
+	/** Rows on the current page, matching the table's own footer. */
+	shownCount: number;
+	totalCount: number;
+}
+
+export function useAlertRulesStripInfo({
+	shownCount,
+	totalCount,
+}: UseAlertRulesStripInfoArgs): void {
+	const items = useMemo<StripItem[]>(
+		() => [
+			{
+				kind: StripItemKind.Text,
+				text: `${shownCount} of ${pluralize(totalCount, 'rule')}`,
+			},
+		],
+		[shownCount, totalCount],
+	);
+
+	useBottomStrip(items);
+}
--- a/frontend/src/container/ResetPassword/tests/ResetPassword.test.tsx
+++ b/frontend/src/container/ResetPassword/tests/ResetPassword.test.tsx
@@ -155,6 +155,39 @@ describe('ResetPassword Component', () => {
 				{ timeout: 200 },
 			);
 		});
+
+		it('clears password mismatch error when confirm password is emptied', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+			render(<ResetPassword version="1.0.0" />, undefined, {
+				initialRoute: '/password-reset?token=reset-token-123',
+			});
+
+			const passwordInput = screen.getByPlaceholderText(/enter new password/i);
+			const confirmPasswordInput = screen.getByPlaceholderText(
+				/confirm your new password/i,
+			);
+			const submitButton = screen.getByRole('button', {
+				name: /reset password/i,
+			});
+
+			await user.type(passwordInput, 'password123');
+			await user.type(confirmPasswordInput, 'password456');
+			await user.tab();
+
+			await waitFor(() => {
+				expect(screen.getByText(/passwords don't match/i)).toBeInTheDocument();
+			});
+
+			await user.clear(confirmPasswordInput);
+
+			await waitFor(() => {
+				expect(
+					screen.queryByText(/passwords don't match/i),
+				).not.toBeInTheDocument();
+				expect(submitButton).toBeDisabled();
+			});
+		});
 	});

 	describe('Successful Password Reset', () => {
@@ -288,6 +321,65 @@ describe('ResetPassword Component', () => {
 				expect(screen.queryByText(/invalid token/i)).not.toBeInTheDocument();
 			});
 		});
+
+		it('clears API error when the user edits the password', async () => {
+			const user = userEvent.setup({ pointerEventsCheck: 0 });
+
+			server.use(
+				rest.post(RESET_PASSWORD_ENDPOINT, (_req, res, ctx) =>
+					res(
+						ctx.status(400),
+						ctx.json({
+							error: {
+								code: 'invalid_password',
+								message: 'password must be at least 8 characters long',
+							},
+						}),
+					),
+				),
+			);
+
+			render(<ResetPassword version="1.0.0" />, undefined, {
+				initialRoute: '/password-reset?token=reset-token-123',
+			});
+
+			const passwordInput = screen.getByPlaceholderText(/enter new password/i);
+			const confirmPasswordInput = screen.getByPlaceholderText(
+				/confirm your new password/i,
+			);
+			const submitButton = screen.getByRole('button', {
+				name: /reset password/i,
+			});
+
+			await user.type(passwordInput, 'weak');
+			await user.type(confirmPasswordInput, 'weak');
+
+			await waitFor(() => {
+				expect(submitButton).not.toBeDisabled();
+			});
+
+			await user.click(submitButton);
+
+			await waitFor(() => {
+				expect(
+					screen.getByText(/password must be at least 8 characters long/i),
+				).toBeInTheDocument();
+			});
+
+			await user.type(passwordInput, 'Er1!');
+
+			await waitFor(() => {
+				expect(
+					screen.queryByText(/password must be at least 8 characters long/i),
+				).not.toBeInTheDocument();
+			});
+
+			await user.type(confirmPasswordInput, 'Er1!');
+
+			await waitFor(() => {
+				expect(submitButton).not.toBeDisabled();
+			});
+		});
 	});

 	describe('Loading States', () => {
--- a/frontend/src/container/ResetPassword/index.tsx
+++ b/frontend/src/container/ResetPassword/index.tsx
@@ -10,7 +10,6 @@ import { useResetPassword } from 'api/generated/services/users';
 import AuthError from 'components/AuthError/AuthError';
 import AuthPageContainer from 'components/AuthPageContainer';
 import ROUTES from 'constants/routes';
-import useDebouncedFn from 'hooks/useDebouncedFunction';
 import { useNotifications } from 'hooks/useNotifications';
 import history from 'lib/history';
 import { ArrowRight, CircleAlert, KeyRound } from '@signozhq/icons';
@@ -23,10 +22,7 @@ import './ResetPassword.styles.scss';
 type FormValues = { password: string; confirmPassword: string };

 function ResetPassword({ version }: ResetPasswordProps): JSX.Element {
-	const [confirmPasswordError, setConfirmPasswordError] =
-		useState<boolean>(false);
-
-	const [isValidPassword, setIsValidPassword] = useState(false);
+	const [confirmPasswordTouched, setConfirmPasswordTouched] = useState(false);
 	const { t } = useTranslation(['common']);
 	const { search } = useLocation();
 	const params = new URLSearchParams(search);
@@ -37,6 +33,7 @@ function ResetPassword({ version }: ResetPasswordProps): JSX.Element {
 		mutate: resetPassword,
 		isLoading,
 		error: mutationError,
+		reset: resetMutation,
 	} = useResetPassword();

 	const errorMessage = useMemo(
@@ -45,11 +42,30 @@ function ResetPassword({ version }: ResetPasswordProps): JSX.Element {
 	);

 	const [form] = Form.useForm<FormValues>();
-	const handleFormSubmit = (): void => {
-		const { password } = form.getFieldsValue();
+	const password = Form.useWatch('password', form);
+	const confirmPassword = Form.useWatch('confirmPassword', form);
+
+	const isPasswordMismatch =
+		Boolean(confirmPassword) && password !== confirmPassword;
+	const showPasswordMismatchError = confirmPasswordTouched && isPasswordMismatch;
+	const isValidPassword =
+		Boolean(password?.trim()) &&
+		Boolean(confirmPassword?.trim()) &&
+		password === confirmPassword;
+
+	const handleValuesChange = (): void => {
+		if (mutationError) {
+			resetMutation();
+		}
+	};
+
+	const handleSubmit = (): void => {
+		if (!token) {
+			return;
+		}

 		resetPassword(
-			{ data: { password, token: token || '' } },
+			{ data: { password: form.getFieldValue('password'), token } },
 			{
 				onSuccess: (): void => {
 					notifications.success({
@@ -63,80 +79,6 @@ function ResetPassword({ version }: ResetPasswordProps): JSX.Element {
 		);
 	};

-	const validatePassword = (): boolean => {
-		const { password, confirmPassword } = form.getFieldsValue();
-
-		if (
-			password &&
-			confirmPassword &&
-			password.trim() &&
-			confirmPassword.trim() &&
-			password.length > 0 &&
-			confirmPassword.length > 0
-		) {
-			return password === confirmPassword;
-		}
-
-		return false;
-	};
-
-	const handleValuesChange = useDebouncedFn((): void => {
-		const { password, confirmPassword } = form.getFieldsValue();
-
-		if (!password || !confirmPassword) {
-			setIsValidPassword(false);
-		}
-
-		// Only clear error if passwords match while typing (but don't set error until blur)
-		if (
-			password &&
-			confirmPassword &&
-			password.trim() &&
-			confirmPassword.trim()
-		) {
-			const isValid = validatePassword();
-			setIsValidPassword(isValid);
-
-			// Only clear error if passwords match, don't set error on mismatch
-			if (isValid) {
-				setConfirmPasswordError(false);
-			}
-		}
-	}, 100);
-
-	const handlePasswordBlur = (): void => {
-		const { confirmPassword } = form.getFieldsValue();
-		// Only validate if confirm password has a value
-		if (confirmPassword && confirmPassword.trim()) {
-			const isValid = validatePassword();
-			setIsValidPassword(isValid);
-			setConfirmPasswordError(!isValid);
-		}
-	};
-
-	const handleConfirmPasswordBlur = (): void => {
-		const { password, confirmPassword } = form.getFieldsValue();
-		if (
-			password &&
-			password.trim() &&
-			confirmPassword &&
-			confirmPassword.trim()
-		) {
-			const isValid = validatePassword();
-			setIsValidPassword(isValid);
-			setConfirmPasswordError(!isValid);
-		}
-	};
-
-	const handleSubmit = (): void => {
-		const isValid = validatePassword();
-		setIsValidPassword(isValid);
-
-		if (token) {
-			handleFormSubmit();
-		}
-	};
-
 	return (
 		<AuthPageContainer>
 			<div className="reset-password-card">
@@ -158,6 +100,7 @@ function ResetPassword({ version }: ResetPasswordProps): JSX.Element {
 				<FormContainer
 					form={form}
 					onFinish={handleSubmit}
+					onValuesChange={handleValuesChange}
 					className="reset-password-form"
 				>
 					<div className="reset-password-form-container">
@@ -171,8 +114,6 @@ function ResetPassword({ version }: ResetPasswordProps): JSX.Element {
 								>
 									<AntdInput.Password
 										tabIndex={0}
-										onChange={handleValuesChange}
-										onBlur={handlePasswordBlur}
 										id="password"
 										data-testid="password"
 										placeholder="Enter new password"
@@ -189,8 +130,7 @@ function ResetPassword({ version }: ResetPasswordProps): JSX.Element {
 									rules={[{ required: true, message: 'Please enter confirm password!' }]}
 								>
 									<AntdInput.Password
-										onChange={handleValuesChange}
-										onBlur={handleConfirmPasswordBlur}
+										onBlur={(): void => setConfirmPasswordTouched(true)}
 										id="confirmPassword"
 										data-testid="confirmPassword"
 										placeholder="Confirm your new password"
@@ -201,7 +141,7 @@ function ResetPassword({ version }: ResetPasswordProps): JSX.Element {
 						</div>
 					</div>

-					{confirmPasswordError && (
+					{showPasswordMismatchError && (
 						<Callout
 							type="error"
 							size="small"
@@ -213,7 +153,7 @@ function ResetPassword({ version }: ResetPasswordProps): JSX.Element {
 						</Callout>
 					)}

-					{errorMessage && !confirmPasswordError && (
+					{errorMessage && !showPasswordMismatchError && (
 						<AuthError error={errorMessage} />
 					)}

--- a/frontend/src/container/ServiceApplication/ServiceMetrics/ServiceMetricTable.tsx
+++ b/frontend/src/container/ServiceApplication/ServiceMetrics/ServiceMetricTable.tsx
@@ -21,6 +21,7 @@ import { getTotalRPS } from 'utils/services';

 import { getColumns } from '../Columns/ServiceColumn';
 import { ServiceMetricsTableProps } from '../types';
+import { useServicesStripInfo } from '../useServicesStripInfo';
 import { getServiceListFromQuery } from '../utils';

 function ServiceMetricTable({
@@ -67,6 +68,8 @@ function ServiceMetricTable({
 		[isLoading, queries, topLevelOperations],
 	);

+	useServicesStripInfo(services.length);
+
 	const { search } = useLocation();
 	const tableColumns = useMemo(() => getColumns(search, true), [search]);
 	const [RPS, setRPS] = useState(0);
--- a/frontend/src/container/ServiceApplication/ServiceTraces/index.tsx
+++ b/frontend/src/container/ServiceApplication/ServiceTraces/index.tsx
@@ -18,6 +18,7 @@ import { GlobalReducer } from 'types/reducer/globalTime';
 import { Tags } from 'hooks/useResourceAttribute/types';

 import SkipOnBoardingModal from '../SkipOnBoardModal';
+import { useServicesStripInfo } from '../useServicesStripInfo';
 import ServiceTraceTable from './ServiceTracesTable';

 function ServiceTraces(): JSX.Element {
@@ -42,6 +43,8 @@ function ServiceTraces(): JSX.Element {

 	const services = data || [];

+	useServicesStripInfo(services.length);
+
 	const [skipOnboarding, setSkipOnboarding] = useState(
 		localStorageGet(SKIP_ONBOARDING) === 'true',
 	);
--- a/frontend/src/container/ServiceApplication/tests/useServicesStripInfo.test.tsx
+++ b/frontend/src/container/ServiceApplication/tests/useServicesStripInfo.test.tsx
@@ -0,0 +1,43 @@
+import { renderHook } from '@testing-library/react';
+import { useBottomStripStore } from 'container/BottomStrip/store/useBottomStripStore';
+import { StripItemKind } from 'container/BottomStrip/types';
+
+import { useServicesStripInfo } from '../useServicesStripInfo';
+
+describe('useServicesStripInfo', () => {
+	beforeEach(() => {
+		useBottomStripStore.setState({ left: null, ownerId: null });
+	});
+
+	it('shows how many services are listed', () => {
+		renderHook(() => useServicesStripInfo(18));
+
+		expect(useBottomStripStore.getState().left).toMatchObject([
+			{ kind: StripItemKind.Text, text: '18 services' },
+		]);
+	});
+
+	it('says service, not services, when there is one', () => {
+		renderHook(() => useServicesStripInfo(1));
+
+		expect(useBottomStripStore.getState().left?.[0]).toMatchObject({
+			text: '1 service',
+		});
+	});
+
+	it('shows zero when there are none', () => {
+		renderHook(() => useServicesStripInfo(0));
+
+		expect(useBottomStripStore.getState().left?.[0]).toMatchObject({
+			text: '0 services',
+		});
+	});
+
+	it('clears the strip when the page unmounts', () => {
+		const { unmount } = renderHook(() => useServicesStripInfo(18));
+
+		unmount();
+
+		expect(useBottomStripStore.getState().left).toBeNull();
+	});
+});
--- a/frontend/src/container/ServiceApplication/useServicesStripInfo.ts
+++ b/frontend/src/container/ServiceApplication/useServicesStripInfo.ts
@@ -0,0 +1,13 @@
+import { useMemo } from 'react';
+import { useBottomStrip } from 'container/BottomStrip/useBottomStrip';
+import { type StripItem, StripItemKind } from 'container/BottomStrip/types';
+import { pluralize } from 'utils/pluralize';
+
+export function useServicesStripInfo(count: number): void {
+	const items = useMemo<StripItem[]>(
+		() => [{ kind: StripItemKind.Text, text: pluralize(count, 'service') }],
+		[count],
+	);
+
+	useBottomStrip(items);
+}
--- a/frontend/src/hooks/tests/useChatSupport.test.tsx
+++ b/frontend/src/hooks/tests/useChatSupport.test.tsx
@@ -0,0 +1,189 @@
+import { renderHook } from '@testing-library/react';
+import { FeatureKeys } from 'constants/features';
+import { useGetTenantLicense } from 'hooks/useGetTenantLicense';
+import { ChatSupportState, useChatSupport } from 'hooks/useChatSupport';
+import { useAppContext } from 'providers/App/App';
+
+jest.mock('providers/App/App');
+jest.mock('hooks/useGetTenantLicense');
+
+const mockAppContext = useAppContext as jest.MockedFunction<
+	typeof useAppContext
+>;
+const mockLicense = useGetTenantLicense as jest.MockedFunction<
+	typeof useGetTenantLicense
+>;
+
+const flag = (name: FeatureKeys, active: boolean): Record<string, unknown> => ({
+	name,
+	active,
+	usage: 0,
+	usage_limit: -1,
+	route: '',
+});
+
+function setup({
+	chatSupport = true,
+	premiumSupport = false,
+	trialConverted = false,
+	isCloudUser = true,
+	isEnterpriseSelfHostedUser = false,
+	isLoggedIn = true,
+	pylonEnabled = true,
+	isFetchingFeatureFlags = false,
+	featureFlags = undefined as unknown,
+	featureFlagsFetchError = null as unknown,
+	activeLicense = {} as unknown,
+	trialInfo = {} as unknown,
+} = {}): void {
+	window.signozBootData = {
+		settings: { pylon: { enabled: pylonEnabled } },
+	} as never;
+
+	mockAppContext.mockReturnValue({
+		featureFlags:
+			featureFlags === undefined
+				? [
+						flag(FeatureKeys.CHAT_SUPPORT, chatSupport),
+						flag(FeatureKeys.PREMIUM_SUPPORT, premiumSupport),
+					]
+				: featureFlags,
+		isFetchingFeatureFlags,
+		featureFlagsFetchError,
+		trialInfo: trialInfo && { trialConvertedToSubscription: trialConverted },
+		isLoggedIn,
+		activeLicense,
+	} as never);
+
+	mockLicense.mockReturnValue({
+		isCloudUser,
+		isEnterpriseSelfHostedUser,
+	} as never);
+}
+
+const state = (): ChatSupportState =>
+	renderHook(() => useChatSupport()).result.current;
+
+describe('useChatSupport', () => {
+	beforeEach(() => jest.clearAllMocks());
+
+	describe('pylon', () => {
+		it('hands off to Pylon for a cloud user past trial', () => {
+			setup({ trialConverted: true });
+
+			expect(state()).toBe(ChatSupportState.Pylon);
+		});
+
+		it('hands off to Pylon for enterprise self-hosted', () => {
+			setup({
+				trialConverted: true,
+				isCloudUser: false,
+				isEnterpriseSelfHostedUser: true,
+			});
+
+			expect(state()).toBe(ChatSupportState.Pylon);
+		});
+
+		it('hands off to Pylon when premium support is on, card or not', () => {
+			setup({ premiumSupport: true, trialConverted: false });
+
+			expect(state()).toBe(ChatSupportState.Pylon);
+		});
+
+		it('offers nothing when Pylon is not configured server side', () => {
+			setup({ trialConverted: true, pylonEnabled: false });
+
+			expect(state()).toBe(ChatSupportState.Unavailable);
+		});
+	});
+
+	describe('needsCard', () => {
+		it('offers the card flow to a cloud user still on trial', () => {
+			setup({ trialConverted: false, premiumSupport: false });
+
+			expect(state()).toBe(ChatSupportState.NeedsCard);
+		});
+
+		it('offers nothing to a non-cloud user needing a card', () => {
+			setup({
+				trialConverted: false,
+				isCloudUser: false,
+				isEnterpriseSelfHostedUser: true,
+			});
+
+			expect(state()).toBe(ChatSupportState.Unavailable);
+		});
+	});
+
+	describe('unavailable', () => {
+		it('offers nothing without the chat support flag', () => {
+			setup({ chatSupport: false });
+
+			expect(state()).toBe(ChatSupportState.Unavailable);
+		});
+
+		it('offers nothing when logged out', () => {
+			setup({ isLoggedIn: false });
+
+			expect(state()).toBe(ChatSupportState.Unavailable);
+		});
+
+		it('offers nothing while the flags are still loading', () => {
+			setup({ isFetchingFeatureFlags: true });
+
+			expect(state()).toBe(ChatSupportState.Unavailable);
+		});
+
+		it('offers nothing before the licence has loaded', () => {
+			setup({ activeLicense: null });
+
+			expect(state()).toBe(ChatSupportState.Unavailable);
+		});
+
+		it('offers nothing on a tenant that is neither cloud nor enterprise', () => {
+			setup({
+				trialConverted: true,
+				isCloudUser: false,
+				isEnterpriseSelfHostedUser: false,
+			});
+
+			expect(state()).toBe(ChatSupportState.Unavailable);
+		});
+
+		it('offers nothing before trial info has loaded', () => {
+			setup({ trialInfo: null });
+
+			expect(state()).toBe(ChatSupportState.Unavailable);
+		});
+	});
+
+	describe('once the flags answer', () => {
+		it('reads a fetch error as an answer, not as still loading', () => {
+			setup({
+				featureFlags: null,
+				featureFlagsFetchError: new Error('flags unavailable'),
+			});
+
+			// Nothing is granted without flags, so the chat support flag is absent.
+			expect(state()).toBe(ChatSupportState.Unavailable);
+		});
+
+		it('settles once the flags finish loading', () => {
+			setup({ isFetchingFeatureFlags: true });
+			const { result, rerender } = renderHook(() => useChatSupport());
+
+			expect(result.current).toBe(ChatSupportState.Unavailable);
+
+			setup({ isFetchingFeatureFlags: false });
+			rerender();
+
+			expect(result.current).toBe(ChatSupportState.NeedsCard);
+		});
+
+		it('offers the card flow even when Pylon is not configured', () => {
+			setup({ trialConverted: false, pylonEnabled: false });
+
+			expect(state()).toBe(ChatSupportState.NeedsCard);
+		});
+	});
+});
--- a/frontend/src/hooks/useChatSupport.ts
+++ b/frontend/src/hooks/useChatSupport.ts
@@ -0,0 +1,71 @@
+import { FeatureKeys } from 'constants/features';
+import { useGetTenantLicense } from 'hooks/useGetTenantLicense';
+import { useAppContext } from 'providers/App/App';
+import { useMemo } from 'react';
+
+export enum ChatSupportState {
+	/** Pylon is configured for this user — hand off to the widget. */
+	Pylon = 'pylon',
+	/** Trial without a card — offer the Add Credit Card flow instead. */
+	NeedsCard = 'needsCard',
+	/** No support entry at all. */
+	Unavailable = 'unavailable',
+}
+
+export function useChatSupport(): ChatSupportState {
+	const {
+		featureFlags,
+		isFetchingFeatureFlags,
+		featureFlagsFetchError,
+		trialInfo,
+		isLoggedIn,
+		activeLicense,
+	} = useAppContext();
+	const { isCloudUser, isEnterpriseSelfHostedUser } = useGetTenantLicense();
+
+	return useMemo(() => {
+		const isReady =
+			!isFetchingFeatureFlags &&
+			(featureFlags || featureFlagsFetchError) &&
+			activeLicense &&
+			trialInfo;
+		if (!isReady || !isLoggedIn) {
+			return ChatSupportState.Unavailable;
+		}
+
+		const flag = (name: FeatureKeys): boolean =>
+			featureFlags?.find((f) => f.name === name)?.active || false;
+
+		if (!flag(FeatureKeys.CHAT_SUPPORT)) {
+			return ChatSupportState.Unavailable;
+		}
+
+		const needsCard =
+			!flag(FeatureKeys.PREMIUM_SUPPORT) &&
+			!trialInfo?.trialConvertedToSubscription;
+
+		if (needsCard) {
+			// The credit card flow is cloud-only.
+			// TODO: offered even where Pylon is not configured, which is probably wrong.
+			return isCloudUser
+				? ChatSupportState.NeedsCard
+				: ChatSupportState.Unavailable;
+		}
+
+		const pylonConfigured = Boolean(
+			window.signozBootData?.settings?.pylon?.enabled,
+		);
+		return (isCloudUser || isEnterpriseSelfHostedUser) && pylonConfigured
+			? ChatSupportState.Pylon
+			: ChatSupportState.Unavailable;
+	}, [
+		activeLicense,
+		featureFlags,
+		featureFlagsFetchError,
+		isCloudUser,
+		isEnterpriseSelfHostedUser,
+		isFetchingFeatureFlags,
+		isLoggedIn,
+		trialInfo,
+	]);
+}
--- a/frontend/src/pages/AIAssistantPage/AIAssistantPage.tsx
+++ b/frontend/src/pages/AIAssistantPage/AIAssistantPage.tsx
@@ -11,6 +11,8 @@ import { useAIAssistantStore } from 'container/AIAssistant/store/useAIAssistantS
 import { VariantContext } from 'container/AIAssistant/VariantContext';
 import Noz from 'components/Noz/Noz';

+import { useAIAssistantStripInfo } from './useAIAssistantStripInfo';
+
 import styles from './AIAssistantPage.module.scss';
 import ConversationsList from 'container/AIAssistant/components/ConversationsList';

@@ -41,6 +43,8 @@ export default function AIAssistantPage(): JSX.Element {
 		// eslint-disable-next-line react-hooks/exhaustive-deps
 	}, []);

+	useAIAssistantStripInfo();
+
 	const conversations = useAIAssistantStore((s) => s.conversations);
 	const activeConversationId = useAIAssistantStore(
 		(s) => s.activeConversationId,
--- a/frontend/src/pages/AIAssistantPage/tests/useAIAssistantStripInfo.test.tsx
+++ b/frontend/src/pages/AIAssistantPage/tests/useAIAssistantStripInfo.test.tsx
@@ -0,0 +1,60 @@
+import { renderHook } from '@testing-library/react';
+import { useAIAssistantStore } from 'container/AIAssistant/store/useAIAssistantStore';
+import { useBottomStripStore } from 'container/BottomStrip/store/useBottomStripStore';
+import { StripItemKind } from 'container/BottomStrip/types';
+
+import { useAIAssistantStripInfo } from '../useAIAssistantStripInfo';
+
+function seed(conversations: Record<string, unknown>): void {
+	useAIAssistantStore.setState({ conversations } as never);
+}
+
+describe('useAIAssistantStripInfo', () => {
+	beforeEach(() => {
+		useBottomStripStore.setState({ left: null, ownerId: null });
+	});
+
+	it('counts only the conversations that are not archived', () => {
+		seed({
+			a: { id: 'a' },
+			b: { id: 'b' },
+			c: { id: 'c', archived: true },
+		});
+
+		renderHook(() => useAIAssistantStripInfo());
+
+		expect(useBottomStripStore.getState().left).toMatchObject([
+			{ kind: StripItemKind.Text, text: '2 conversations' },
+		]);
+	});
+
+	it('says one conversation, not 1 conversations', () => {
+		seed({ a: { id: 'a' } });
+
+		renderHook(() => useAIAssistantStripInfo());
+
+		expect(useBottomStripStore.getState().left?.[0]).toMatchObject({
+			text: '1 conversation',
+		});
+	});
+
+	it('shows zero when there are none', () => {
+		seed({});
+
+		renderHook(() => useAIAssistantStripInfo());
+
+		expect(useBottomStripStore.getState().left?.[0]).toMatchObject({
+			text: '0 conversations',
+		});
+	});
+
+	it('clears the strip when the page unmounts', () => {
+		seed({ a: { id: 'a' } });
+
+		const { unmount } = renderHook(() => useAIAssistantStripInfo());
+
+		unmount();
+
+		expect(useBottomStripStore.getState().left).toBeNull();
+	});
+});
--- a/frontend/src/pages/AIAssistantPage/stories/AIAssistantPage.stories.tsx
+++ b/frontend/src/pages/AIAssistantPage/stories/AIAssistantPage.stories.tsx
@@ -243,3 +243,11 @@ export const TooltipsInApprovalDiff: Story = {
 	args: { tooltipsOpen: true, agent: 'awaiting-approval', contents: BRIEF },
 	play: openApprovalDiff,
 };
+
+/**
+ * The conversation count in the bottom strip, in place of the build version.
+ * Archived threads are left out of it.
+ */
+export const BottomStrip: Story = {
+	args: { bottomStrip: true },
+};
--- a/frontend/src/pages/AIAssistantPage/useAIAssistantStripInfo.ts
+++ b/frontend/src/pages/AIAssistantPage/useAIAssistantStripInfo.ts
@@ -0,0 +1,20 @@
+import { useMemo } from 'react';
+import { useAIAssistantStore } from 'container/AIAssistant/store/useAIAssistantStore';
+import { useBottomStrip } from 'container/BottomStrip/useBottomStrip';
+import { type StripItem, StripItemKind } from 'container/BottomStrip/types';
+import { pluralize } from 'utils/pluralize';
+
+export function useAIAssistantStripInfo(): void {
+	const conversations = useAIAssistantStore((state) => state.conversations);
+
+	const count = Object.values(conversations).filter(
+		(conversation) => !conversation.archived,
+	).length;
+
+	const items = useMemo<StripItem[]>(
+		() => [{ kind: StripItemKind.Text, text: pluralize(count, 'conversation') }],
+		[count],
+	);
+
+	useBottomStrip(items);
+}
--- a/frontend/src/pages/AlertList/AlertRules/stories/AlertRules.stories.tsx
+++ b/frontend/src/pages/AlertList/AlertRules/stories/AlertRules.stories.tsx
@@ -133,3 +133,19 @@ export const ColumnPicker: Story = {
 export const Tooltips: Story = {
 	args: { tooltipsOpen: true },
 };
+
+/**
+ * The rule count in the bottom strip, in place of the build version: the rows on
+ * the page against the total, the same pair the table's own footer prints.
+ */
+export const BottomStrip: Story = {
+	args: { bottomStrip: true },
+};
+
+/** The same count on a second page, where the two numbers come apart. */
+export const BottomStripPaginated: Story = {
+	args: { bottomStrip: true, rules: RULE_MAX },
+	parameters: {
+		signoz: { route: '/alerts?tab=AlertRules&page=2&limit=10' },
+	},
+};
--- a/frontend/src/pages/AllErrors/stories/AllErrors.stories.tsx
+++ b/frontend/src/pages/AllErrors/stories/AllErrors.stories.tsx
@@ -125,3 +125,11 @@ export const QuickFiltersSettingsWithBanner: Story = {
 	args: { banner: 'trial-expiry' },
 	play: dirtyQuickFiltersSettings,
 };
+
+/**
+ * The exception count in the bottom strip, in place of the build version: the
+ * rows on the page against the total the count query returns.
+ */
+export const BottomStrip: Story = {
+	args: { bottomStrip: true },
+};
--- a/frontend/src/pages/DashboardPage/stories/DashboardPage.stories.mocks.tsx
+++ b/frontend/src/pages/DashboardPage/stories/DashboardPage.stories.mocks.tsx
@@ -225,17 +225,21 @@ export const dashboardMocks = defineStoryMocks({
 				}),
 			),

-			rest.post(
-				'http://localhost/api/v2/variables/query',
-				response.json(() => ({
-					status: 'success',
-					data: { variableValues: serviceVariableValues(values.variableValues) },
-				})),
+			// The variable bar resolves before the panels and stays laid out while
+			// they load or fail, so its two endpoints answer on their own rather
+			// than through the Data control.
+			rest.post('http://localhost/api/v2/variables/query', (_req, res, ctx) =>
+				res(
+					ctx.status(200),
+					ctx.json({
+						status: 'success',
+						data: { variableValues: serviceVariableValues(values.variableValues) },
+					}),
+				),
 			),

-			rest.get(
-				'http://localhost/api/v1/fields/values',
-				response.json(() => fieldValuesResponse(NAMESPACE_VALUES)),
+			rest.get('http://localhost/api/v1/fields/values', (_req, res, ctx) =>
+				res(ctx.status(200), ctx.json(fieldValuesResponse(NAMESPACE_VALUES))),
 			),

 			// The header reads the public link on every load, so it answers even while
--- a/frontend/src/pages/HomePage/stories/HomePage.stories.tsx
+++ b/frontend/src/pages/HomePage/stories/HomePage.stories.tsx
@@ -97,3 +97,11 @@ export const NavSettingsMenu: Story = {
 		await screen.findByRole('menu');
 	},
 };
+
+/**
+ * The firing alert count in the bottom strip, in place of the build version. It
+ * counts firing instances, so it does not match the alert rules widget above.
+ */
+export const BottomStrip: Story = {
+	args: { bottomStrip: true },
+};
--- a/frontend/src/pages/IntegrationsDetailsPage/CloudIntegration/stories/__story_mockdata__/cloudIntegration.ts
+++ b/frontend/src/pages/IntegrationsDetailsPage/CloudIntegration/stories/__story_mockdata__/cloudIntegration.ts
@@ -295,7 +295,11 @@ const account = (
 	provider,
 	providerAccountId: ACCOUNTS[provider][index],
 	config: accountConfig(provider),
-	agentReport: { timestampMillis: Date.now() - 45 * 1000, data: null },
+	agentReport: {
+		timestampMillis: Date.now() - 45 * 1000,
+		data: null,
+		syncState: null,
+	},
 	createdAt: new Date(Date.now() - 21 * 24 * 60 * 60 * 1000).toISOString(),
 	updatedAt: new Date(Date.now() - 60 * 60 * 1000).toISOString(),
 	removedAt: null,
--- a/frontend/src/pages/Services/stories/Services.stories.tsx
+++ b/frontend/src/pages/Services/stories/Services.stories.tsx
@@ -61,3 +61,13 @@ export const Pagination: Story = {
 export const OverTrialLimit: Story = {
 	args: { traffic: 'over-trial-limit', banner: 'trial-expiry' },
 };
+
+/** The service count in the bottom strip, in place of the build version. */
+export const BottomStrip: Story = {
+	args: { bottomStrip: true },
+};
+
+/** The same count on the span metrics table, which is the page's other path. */
+export const BottomStripSpanMetrics: Story = {
+	args: { bottomStrip: true, mode: 'span-metrics' },
+};
--- a/frontend/src/pages/TraceDetailsV3/EntityMetadata/EntityMetadataItem.tsx
+++ b/frontend/src/pages/TraceDetailsV3/EntityMetadata/EntityMetadataItem.tsx
@@ -5,18 +5,23 @@ import { Typography } from '@signozhq/ui/typography';
 import styles from './EntityMetadataItem.module.scss';

 interface EntityMetadataItemProps {
-	tooltip: string;
+	tooltip: ReactNode;
+	tooltipClassName?: string;
 	icon?: ReactNode;
 	children: ReactNode;
 }

 function EntityMetadataItem({
 	tooltip,
+	tooltipClassName,
 	icon,
 	children,
 }: EntityMetadataItemProps): JSX.Element {
 	return (
-		<TooltipSimple title={tooltip}>
+		<TooltipSimple
+			title={tooltip}
+			tooltipContentProps={{ className: tooltipClassName }}
+		>
 			<span className={styles.item}>
 				{icon}
 				<Typography.Text as="span">{children}</Typography.Text>
@@ -27,6 +32,7 @@ function EntityMetadataItem({

 EntityMetadataItem.defaultProps = {
 	icon: null,
+	tooltipClassName: undefined,
 };

 export default EntityMetadataItem;
--- a/frontend/src/pages/TraceDetailsV3/EntityMetadata/EntityMetadataRow.module.scss
+++ b/frontend/src/pages/TraceDetailsV3/EntityMetadata/EntityMetadataRow.module.scss
@@ -8,3 +8,7 @@
 	// Keep Typography.Text at the row's size (it reads this var, not inherited font-size).
 	--typography-font-size: var(--periscope-font-size-base);
 }
+
+.tokenTooltip {
+	min-width: 160px;
+}
--- a/frontend/src/pages/TraceDetailsV3/EntityMetadata/EntityMetadataRow.tsx
+++ b/frontend/src/pages/TraceDetailsV3/EntityMetadata/EntityMetadataRow.tsx
@@ -1,11 +1,21 @@
-import { CalendarClock, Server, Timer } from '@signozhq/icons';
+import {
+	CalendarClock,
+	CircleDollarSign,
+	Coins,
+	Server,
+	Timer,
+} from '@signozhq/icons';
 import { Badge } from '@signozhq/ui/badge';
 import cx from 'classnames';
 import { getYAxisFormattedValue } from 'components/Graph/yAxisConfig';
 import HttpStatusBadge from 'components/HttpStatusBadge/HttpStatusBadge';

+import { formatCost, formatTokens } from '../SpanHoverCard/aiUsage';
+import { TraceTokenUsage } from '../TraceDetailsHeader/types';
 import EntityMetadataItem from './EntityMetadataItem';
+import TokenUsageTooltip from './TokenUsageTooltip';

+import tooltipStyles from '../TraceTooltip/TraceTooltip.module.scss';
 import styles from './EntityMetadataRow.module.scss';

 interface EntityMetadataRowProps {
@@ -16,6 +26,8 @@ interface EntityMetadataRowProps {
 	execTimePercent?: number;
 	timestamp?: string;
 	statusCode?: string | number;
+	tokens?: TraceTokenUsage;
+	cost?: number | null;
 }

 const ICON_SIZE = 14;
@@ -32,6 +44,8 @@ function EntityMetadataRow({
 	execTimePercent,
 	timestamp,
 	statusCode,
+	tokens,
+	cost,
 }: EntityMetadataRowProps): JSX.Element {
 	const entityLabel = entity === 'trace' ? 'Trace' : 'Span';
 	const durationTooltip =
@@ -91,6 +105,25 @@ function EntityMetadataRow({
 					<HttpStatusBadge statusCode={statusCode} />
 				</EntityMetadataItem>
 			)}
+
+			{tokens && (
+				<EntityMetadataItem
+					tooltip={<TokenUsageTooltip tokens={tokens} />}
+					tooltipClassName={tooltipStyles.tooltipContent}
+					icon={<Coins size={ICON_SIZE} />}
+				>
+					Tokens: {formatTokens(tokens.input)} → {formatTokens(tokens.output)}
+				</EntityMetadataItem>
+			)}
+
+			{cost != null && (
+				<EntityMetadataItem
+					tooltip="Total cost"
+					icon={<CircleDollarSign size={ICON_SIZE} />}
+				>
+					{formatCost(cost)}
+				</EntityMetadataItem>
+			)}
 		</div>
 	);
 }
@@ -102,6 +135,8 @@ EntityMetadataRow.defaultProps = {
 	execTimePercent: undefined,
 	timestamp: undefined,
 	statusCode: undefined,
+	tokens: undefined,
+	cost: undefined,
 };

 export default EntityMetadataRow;
--- a/frontend/src/pages/TraceDetailsV3/EntityMetadata/TokenUsageTooltip.tsx
+++ b/frontend/src/pages/TraceDetailsV3/EntityMetadata/TokenUsageTooltip.tsx
@@ -0,0 +1,38 @@
+import { formatTokens } from '../SpanHoverCard/aiUsage';
+import TooltipRow from '../TraceTooltip/TooltipRow';
+import TooltipSection from '../TraceTooltip/TooltipSection';
+import { TraceTokenUsage } from '../TraceDetailsHeader/types';
+
+import tooltipStyles from '../TraceTooltip/TraceTooltip.module.scss';
+import styles from './EntityMetadataRow.module.scss';
+
+interface TokenUsageTooltipProps {
+	tokens: TraceTokenUsage;
+}
+
+function TokenUsageTooltip({ tokens }: TokenUsageTooltipProps): JSX.Element {
+	const { input, output, cacheRead, cacheWrite, reasoning } = tokens;
+
+	return (
+		<div className={`${tooltipStyles.body} ${styles.tokenTooltip}`}>
+			<TooltipSection>
+				<TooltipRow label="Tokens" value={formatTokens(input + output)} isTotal />
+			</TooltipSection>
+			<TooltipSection>
+				<TooltipRow label="Input" value={formatTokens(input)} />
+				<TooltipRow label="Output" value={formatTokens(output)} />
+				{cacheRead !== undefined && (
+					<TooltipRow label="Cache read" value={formatTokens(cacheRead)} />
+				)}
+				{cacheWrite !== undefined && (
+					<TooltipRow label="Cache write" value={formatTokens(cacheWrite)} />
+				)}
+				{reasoning !== undefined && (
+					<TooltipRow label="Reasoning" value={formatTokens(reasoning)} />
+				)}
+			</TooltipSection>
+		</div>
+	);
+}
+
+export default TokenUsageTooltip;
--- a/frontend/src/pages/TraceDetailsV3/SpanHintBadge/SpanHintBadge.tsx
+++ b/frontend/src/pages/TraceDetailsV3/SpanHintBadge/SpanHintBadge.tsx
@@ -0,0 +1,37 @@
+import { CSSProperties } from 'react';
+import { Badge } from '@signozhq/ui/badge';
+import HttpStatusBadge from 'components/HttpStatusBadge/HttpStatusBadge';
+import { SpanV3 } from 'types/api/trace/getTraceV3';
+
+import { getAiSpanKind } from '../utils/genAi';
+import { AI_SPAN_BADGES } from './constants';
+
+interface SpanHintBadgeProps {
+	span: SpanV3;
+}
+
+function SpanHintBadge({ span }: SpanHintBadgeProps): JSX.Element | null {
+	const aiSpanKind = getAiSpanKind(span);
+
+	if (aiSpanKind) {
+		const { label, color } = AI_SPAN_BADGES[aiSpanKind];
+		return (
+			<Badge
+				variant="outline"
+				// The outline variant derives text, fill and border from this color.
+				style={{ '--badge-background': color } as CSSProperties}
+				data-testid={`span-hint-badge-${aiSpanKind}`}
+			>
+				{label}
+			</Badge>
+		);
+	}
+
+	if (!span.response_status_code) {
+		return null;
+	}
+
+	return <HttpStatusBadge statusCode={span.response_status_code} />;
+}
+
+export default SpanHintBadge;
--- a/frontend/src/pages/TraceDetailsV3/SpanHintBadge/tests/SpanHintBadge.test.tsx
+++ b/frontend/src/pages/TraceDetailsV3/SpanHintBadge/tests/SpanHintBadge.test.tsx
@@ -0,0 +1,39 @@
+import { render, screen } from '@testing-library/react';
+import { SpanV3 } from 'types/api/trace/getTraceV3';
+
+import SpanHintBadge from '../SpanHintBadge';
+
+const spanWith = (
+	attributes: Record<string, string | number>,
+	responseStatusCode = '',
+): SpanV3 =>
+	({
+		attributes,
+		resource: {},
+		response_status_code: responseStatusCode,
+	}) as unknown as SpanV3;
+
+describe('SpanHintBadge', () => {
+	it.each([
+		[{ 'gen_ai.request.model': 'gpt-4o' }, 'LLM'],
+		[{ 'gen_ai.tool.name': 'search' }, 'TOOL'],
+		[{ 'gen_ai.agent.name': 'planner' }, 'AGENT'],
+	])('shows only the AI badge for %p', (attributes, label) => {
+		render(<SpanHintBadge span={spanWith(attributes, '200')} />);
+
+		expect(screen.getByText(label)).toBeInTheDocument();
+		expect(screen.queryByText('200')).not.toBeInTheDocument();
+	});
+
+	it('falls back to the HTTP status code for non-AI spans', () => {
+		render(<SpanHintBadge span={spanWith({}, '503')} />);
+
+		expect(screen.getByText('503')).toBeInTheDocument();
+	});
+
+	it('renders nothing for a non-AI span without a status code', () => {
+		const { container } = render(<SpanHintBadge span={spanWith({})} />);
+
+		expect(container).toBeEmptyDOMElement();
+	});
+});
--- a/frontend/src/pages/TraceDetailsV3/SpanHintBadge/constants.ts
+++ b/frontend/src/pages/TraceDetailsV3/SpanHintBadge/constants.ts
@@ -0,0 +1,10 @@
+import { AiSpanKind } from '../utils/genAi';
+
+export const AI_SPAN_BADGES: Record<
+	AiSpanKind,
+	{ label: string; color: string }
+> = {
+	[AiSpanKind.Llm]: { label: 'LLM', color: 'rgba(155, 255, 0, 1)' },
+	[AiSpanKind.Tool]: { label: 'TOOL', color: 'rgba(255, 209, 0, 1)' },
+	[AiSpanKind.Agent]: { label: 'AGENT', color: 'rgba(255, 10, 138, 1)' },
+};
--- a/frontend/src/pages/TraceDetailsV3/SpanHoverCard/SpanHoverCard.module.scss
+++ b/frontend/src/pages/TraceDetailsV3/SpanHoverCard/SpanHoverCard.module.scss
@@ -12,37 +12,16 @@
 	// Hover card may be rendered while the SpanDetailsPanel is docked as
 	// a FloatingPanel (z-index 999); bump above the default tooltip z-index.
 	--tooltip-z-index: 1000;
-	background-color: var(--l1-background);
-	padding: 8px 12px;
-	border-radius: 4px;
-	box-shadow: 0 2px 8px rgba(0, 0, 0, 0.3);
-	border: 1px solid var(--l2-border);
-	color: var(--l1-foreground);
 }

 .content {
-	font-size: 12px;
-	color: var(--l1-foreground);
+	min-width: 220px;
+	max-width: 320px;
 }

-.name {
-	font-weight: 600;
-	margin-bottom: 4px;
-}
-
-.row {
-	line-height: 1.5;
-	color: var(--l2-foreground);
-}
-
-.preview {
-	// container for additional preview rows
-}
-
-.previewKey {
-	color: var(--l2-foreground);
-}
-
-.previewValue {
-	color: var(--l1-foreground);
+.header {
+	display: flex;
+	flex-direction: column;
+	gap: 4px;
+	padding-bottom: 8px;
 }
--- a/frontend/src/pages/TraceDetailsV3/SpanHoverCard/SpanHoverCard.tsx
+++ b/frontend/src/pages/TraceDetailsV3/SpanHoverCard/SpanHoverCard.tsx
@@ -4,6 +4,8 @@ import {
 	TooltipProvider,
 	TooltipTrigger,
 } from '@signozhq/ui/tooltip';
+import { Typography } from '@signozhq/ui/typography';
+import cx from 'classnames';
 import { convertTimeToRelevantUnit } from 'utils/traceUtils';
 import { useIsDarkMode } from 'hooks/useDarkMode';
 import { useTraceStore } from 'pages/TraceDetailsV3/stores/traceStore';
@@ -12,6 +14,12 @@ import { useMemo } from 'react';
 import { SpanV3 } from 'types/api/trace/getTraceV3';
 import { toFixed } from 'utils/toFixed';

+import { getSpanAiDetails, SpanAiDetails } from './aiUsage';
+import SpanUsageBreakdown from './SpanUsageBreakdown';
+import TooltipRow from '../TraceTooltip/TooltipRow';
+import TooltipSection from '../TraceTooltip/TooltipSection';
+
+import tooltipStyles from '../TraceTooltip/TraceTooltip.module.scss';
 import styles from './SpanHoverCard.module.scss';

 /**
@@ -38,6 +46,7 @@ export interface SpanTooltipContentProps {
 	relativeStartMs: number;
 	durationMs: number;
 	previewRows?: SpanPreviewRow[];
+	ai?: SpanAiDetails;
 }

 export function SpanTooltipContent({
@@ -47,33 +56,46 @@ export function SpanTooltipContent({
 	relativeStartMs,
 	durationMs,
 	previewRows,
+	ai,
 }: SpanTooltipContentProps): JSX.Element {
 	const { time: formattedDuration, timeUnitName } =
 		convertTimeToRelevantUnit(durationMs);

 	return (
-		<div className={styles.content}>
-			<div className={styles.name} style={{ color }}>
-				{spanName}
-			</div>
-			<div className={styles.row}>status: {hasError ? 'error' : 'ok'}</div>
-			<div className={styles.row}>start: {toFixed(relativeStartMs, 2)} ms</div>
-			<div className={styles.row}>
-				duration: {toFixed(formattedDuration, 2)} {timeUnitName}
+		<div className={cx(tooltipStyles.body, styles.content)}>
+			<div className={styles.header}>
+				<Typography.Text className={tooltipStyles.title} style={{ color }}>
+					{spanName}
+				</Typography.Text>
+				{ai?.usage && (
+					<Typography.Text size="small" weight="medium">
+						Usage Breakdown
+					</Typography.Text>
+				)}
 			</div>
+			{ai?.usage && <SpanUsageBreakdown usage={ai.usage} />}
+			<TooltipSection>
+				{ai?.model && <TooltipRow label="model" value={ai.model} />}
+				{ai?.toolName && <TooltipRow label="tool" value={ai.toolName} />}
+				{ai?.agentName && <TooltipRow label="agent" value={ai.agentName} />}
+				<TooltipRow label="status" value={hasError ? 'error' : 'ok'} />
+				<TooltipRow label="start" value={`${toFixed(relativeStartMs, 2)} ms`} />
+				<TooltipRow
+					label="duration"
+					value={`${toFixed(formattedDuration, 2)} ${timeUnitName}`}
+				/>
+			</TooltipSection>
 			{previewRows && previewRows.length > 0 && (
-				<div className={styles.preview}>
+				<TooltipSection>
 					{previewRows.map((row) => (
-						<div
+						<TooltipRow
 							key={row.key}
-							className={styles.row}
-							data-testid={`span-hover-card-preview-${row.key}`}
-						>
-							<span className={styles.previewKey}>{row.key}:</span>{' '}
-							<span className={styles.previewValue}>{row.value}</span>
-						</div>
+							label={row.key}
+							value={row.value}
+							testId={`span-hover-card-preview-${row.key}`}
+						/>
 					))}
-				</div>
+				</TooltipSection>
 			)}
 		</div>
 	);
@@ -137,6 +159,7 @@ export function SpanHoverCard({
 				relativeStartMs: span.timestamp - traceStartTime,
 				durationMs: span.duration_nano / 1e6,
 				previewRows,
+				ai: getSpanAiDetails(span),
 			},
 		};
 	}, [
@@ -166,7 +189,7 @@ export function SpanHoverCard({
 					side="right"
 					align="start"
 					sideOffset={8}
-					className={styles.popover}
+					className={cx(tooltipStyles.tooltipContent, styles.popover)}
 				>
 					{hoverCardData && <SpanTooltipContent {...hoverCardData.tooltip} />}
 				</TooltipContent>
--- a/frontend/src/pages/TraceDetailsV3/SpanHoverCard/SpanUsageBreakdown.tsx
+++ b/frontend/src/pages/TraceDetailsV3/SpanHoverCard/SpanUsageBreakdown.tsx
@@ -0,0 +1,47 @@
+import {
+	formatCost,
+	formatTokens,
+	getUsageTotals,
+	SpanAiUsage,
+} from './aiUsage';
+import TooltipRow from '../TraceTooltip/TooltipRow';
+import TooltipSection from '../TraceTooltip/TooltipSection';
+
+interface SpanUsageBreakdownProps {
+	usage: SpanAiUsage;
+}
+
+function SpanUsageBreakdown({ usage }: SpanUsageBreakdownProps): JSX.Element {
+	const { outputTokens = 0, cacheReadTokens, cacheCreationTokens, cost } = usage;
+	const { inputUsage, totalUsage } = getUsageTotals(usage);
+
+	return (
+		<>
+			<TooltipSection>
+				<TooltipRow label="Input usage" value={formatTokens(inputUsage)} isTotal />
+				{cacheReadTokens !== undefined && (
+					<TooltipRow label="cache read" value={formatTokens(cacheReadTokens)} />
+				)}
+				{cacheCreationTokens !== undefined && (
+					<TooltipRow
+						label="cache creation"
+						value={formatTokens(cacheCreationTokens)}
+					/>
+				)}
+			</TooltipSection>
+			<TooltipSection>
+				<TooltipRow
+					label="Output usage"
+					value={formatTokens(outputTokens)}
+					isTotal
+				/>
+			</TooltipSection>
+			<TooltipSection>
+				<TooltipRow label="Total usage" value={formatTokens(totalUsage)} isTotal />
+				{cost !== undefined && <TooltipRow label="cost" value={formatCost(cost)} />}
+			</TooltipSection>
+		</>
+	);
+}
+
+export default SpanUsageBreakdown;
--- a/frontend/src/pages/TraceDetailsV3/SpanHoverCard/tests/SpanTooltipContent.test.tsx
+++ b/frontend/src/pages/TraceDetailsV3/SpanHoverCard/tests/SpanTooltipContent.test.tsx
@@ -0,0 +1,144 @@
+import { render, screen } from '@testing-library/react';
+import { SpanV3 } from 'types/api/trace/getTraceV3';
+
+import { getSpanAiDetails, getUsageTotals } from '../aiUsage';
+import { SpanTooltipContent } from '../SpanHoverCard';
+
+const baseProps = {
+	spanName: 'chat gpt-4o',
+	color: '#fff',
+	hasError: false,
+	relativeStartMs: 268,
+	durationMs: 1110,
+};
+
+const spanWith = (attributes: Record<string, string | number>): SpanV3 =>
+	({ attributes, resource: {} }) as unknown as SpanV3;
+
+const usageAttributes = {
+	'gen_ai.usage.input_tokens': 1000,
+	'gen_ai.usage.output_tokens': 200,
+	'gen_ai.usage.cache_read.input_tokens': 600,
+	'gen_ai.usage.cache_creation.input_tokens': 100,
+};
+
+describe('getSpanAiDetails', () => {
+	it('returns undefined for a span without gen_ai attributes', () => {
+		expect(getSpanAiDetails(spanWith({ 'http.method': 'GET' }))).toBeUndefined();
+	});
+
+	it('reads model, tool, agent, token usage and cost', () => {
+		expect(
+			getSpanAiDetails(
+				spanWith({
+					'gen_ai.request.model': 'gpt-4o',
+					'gen_ai.tool.name': 'search',
+					'gen_ai.agent.name': 'planner',
+					'gen_ai.usage.input_tokens': '120',
+					'gen_ai.usage.output_tokens': 30,
+					'signoz.gen_ai.usage.tokens.cost': '0.00000056',
+				}),
+			),
+		).toStrictEqual({
+			model: 'gpt-4o',
+			toolName: 'search',
+			agentName: 'planner',
+			usage: {
+				inputTokens: 120,
+				outputTokens: 30,
+				cacheReadTokens: undefined,
+				cacheCreationTokens: undefined,
+				cost: 0.00000056,
+				isAnthropic: false,
+			},
+		});
+	});
+
+	it.each<Record<string, string>>([
+		{ 'gen_ai.provider.name': 'Anthropic' },
+		{ 'gen_ai.system': 'anthropic' },
+		{ 'gen_ai.response.model': 'claude-sonnet-4' },
+		{ 'gen_ai.request.model': 'anthropic.claude-v2' },
+	])('detects Anthropic from %p', (attributes) => {
+		expect(
+			getSpanAiDetails(spanWith({ ...usageAttributes, ...attributes }))?.usage
+				?.isAnthropic,
+		).toBe(true);
+	});
+});
+
+describe('getUsageTotals', () => {
+	it('adds cache tokens to input for Anthropic', () => {
+		const usage = getSpanAiDetails(
+			spanWith({ ...usageAttributes, 'gen_ai.provider.name': 'anthropic' }),
+		)?.usage;
+
+		expect(usage && getUsageTotals(usage)).toStrictEqual({
+			inputUsage: 1700,
+			totalUsage: 1900,
+		});
+	});
+
+	it('treats input as already including cache tokens for other providers', () => {
+		const usage = getSpanAiDetails(
+			spanWith({ ...usageAttributes, 'gen_ai.provider.name': 'openai' }),
+		)?.usage;
+
+		expect(usage && getUsageTotals(usage)).toStrictEqual({
+			inputUsage: 1000,
+			totalUsage: 1200,
+		});
+	});
+});
+
+describe('SpanTooltipContent', () => {
+	it('renders status, start and duration for a non-AI span', () => {
+		render(<SpanTooltipContent {...baseProps} />);
+
+		expect(screen.getByText('chat gpt-4o')).toBeInTheDocument();
+		expect(screen.getByText('ok')).toBeInTheDocument();
+		expect(screen.getByText('268 ms')).toBeInTheDocument();
+		expect(screen.getByText('1.11 s')).toBeInTheDocument();
+		expect(screen.queryByText('Usage Breakdown')).not.toBeInTheDocument();
+	});
+
+	it('renders the usage breakdown with cache rows and cost', () => {
+		render(
+			<SpanTooltipContent
+				{...baseProps}
+				ai={{
+					model: 'gpt-4o',
+					usage: {
+						inputTokens: 1000,
+						outputTokens: 200,
+						cacheReadTokens: 600,
+						cacheCreationTokens: 100,
+						cost: 0.00000056,
+						isAnthropic: false,
+					},
+				}}
+			/>,
+		);
+
+		expect(screen.getByText('Usage Breakdown')).toBeInTheDocument();
+		expect(screen.getByText('1,000')).toBeInTheDocument();
+		expect(screen.getByText('cache read')).toBeInTheDocument();
+		expect(screen.getByText('600')).toBeInTheDocument();
+		expect(screen.getByText('cache creation')).toBeInTheDocument();
+		expect(screen.getByText('1,200')).toBeInTheDocument();
+		expect(screen.getByText('$ 0.00000056')).toBeInTheDocument();
+	});
+
+	it('hides cache rows and cost when the attributes are absent', () => {
+		render(
+			<SpanTooltipContent
+				{...baseProps}
+				ai={{ usage: { inputTokens: 10, outputTokens: 5, isAnthropic: false } }}
+			/>,
+		);
+
+		expect(screen.queryByText('cache read')).not.toBeInTheDocument();
+		expect(screen.queryByText('cache creation')).not.toBeInTheDocument();
+		expect(screen.queryByText('cost')).not.toBeInTheDocument();
+	});
+});
--- a/frontend/src/pages/TraceDetailsV3/SpanHoverCard/aiUsage.ts
+++ b/frontend/src/pages/TraceDetailsV3/SpanHoverCard/aiUsage.ts
@@ -0,0 +1,97 @@
+import { getSpanAttribute } from 'pages/TraceDetailsV3/utils';
+import { SpanV3 } from 'types/api/trace/getTraceV3';
+
+import { GEN_AI_KEYS } from '../utils/genAi';
+
+export interface SpanAiUsage {
+	inputTokens?: number;
+	outputTokens?: number;
+	cacheReadTokens?: number;
+	cacheCreationTokens?: number;
+	cost?: number;
+	isAnthropic: boolean;
+}
+
+export interface SpanAiDetails {
+	model?: string;
+	toolName?: string;
+	agentName?: string;
+	usage?: SpanAiUsage;
+}
+
+function getNumber(span: SpanV3, key: string): number | undefined {
+	const value = getSpanAttribute(span, key);
+	if (value === undefined || value === '') {
+		return undefined;
+	}
+	const parsed = Number(value);
+	return Number.isFinite(parsed) ? parsed : undefined;
+}
+
+function isAnthropicSpan(span: SpanV3): boolean {
+	const provider = (
+		getSpanAttribute(span, GEN_AI_KEYS.providerName) ??
+		getSpanAttribute(span, GEN_AI_KEYS.system) ??
+		''
+	).toLowerCase();
+	const model = (
+		getSpanAttribute(span, GEN_AI_KEYS.responseModel) ??
+		getSpanAttribute(span, GEN_AI_KEYS.requestModel) ??
+		''
+	).toLowerCase();
+
+	return (
+		provider === 'anthropic' ||
+		model.includes('claude') ||
+		model.includes('anthropic')
+	);
+}
+
+export function getSpanAiDetails(span: SpanV3): SpanAiDetails | undefined {
+	const usage: SpanAiUsage = {
+		inputTokens: getNumber(span, GEN_AI_KEYS.inputTokens),
+		outputTokens: getNumber(span, GEN_AI_KEYS.outputTokens),
+		cacheReadTokens: getNumber(span, GEN_AI_KEYS.cacheReadTokens),
+		cacheCreationTokens: getNumber(span, GEN_AI_KEYS.cacheCreationTokens),
+		cost: getNumber(span, GEN_AI_KEYS.cost),
+		isAnthropic: isAnthropicSpan(span),
+	};
+	const hasUsage =
+		usage.inputTokens !== undefined || usage.outputTokens !== undefined;
+
+	const details: SpanAiDetails = {
+		model: getSpanAttribute(span, GEN_AI_KEYS.requestModel) || undefined,
+		toolName: getSpanAttribute(span, GEN_AI_KEYS.toolName) || undefined,
+		agentName: getSpanAttribute(span, GEN_AI_KEYS.agentName) || undefined,
+		usage: hasUsage ? usage : undefined,
+	};
+
+	return details.model || details.toolName || details.agentName || hasUsage
+		? details
+		: undefined;
+}
+
+/**
+ * Anthropic reports input_tokens without cached tokens; every other provider
+ * (OpenAI, Azure OpenAI, Gemini, Mistral, DeepSeek, Groq, xAI) counts cached
+ * tokens inside input_tokens.
+ */
+export function getUsageTotals(usage: SpanAiUsage): {
+	inputUsage: number;
+	totalUsage: number;
+} {
+	const input = usage.inputTokens ?? 0;
+	const inputUsage = usage.isAnthropic
+		? input + (usage.cacheReadTokens ?? 0) + (usage.cacheCreationTokens ?? 0)
+		: input;
+
+	return { inputUsage, totalUsage: inputUsage + (usage.outputTokens ?? 0) };
+}
+
+export function formatTokens(value: number): string {
+	return value.toLocaleString('en-US');
+}
+
+export function formatCost(value: number): string {
+	return `$ ${value.toLocaleString('en-US', { maximumFractionDigits: 10 })}`;
+}
--- a/frontend/src/pages/TraceDetailsV3/TraceDetailsHeader/TraceDetailsHeader.module.scss
+++ b/frontend/src/pages/TraceDetailsV3/TraceDetailsHeader/TraceDetailsHeader.module.scss
@@ -34,6 +34,15 @@
 	}
 }

+.tabs {
+	flex-shrink: 0;
+}
+
+.tab {
+	flex: unset;
+	padding: 0 24px;
+}
+
 .filterSection {
 	display: flex;
 	align-items: center;
--- a/frontend/src/pages/TraceDetailsV3/TraceDetailsHeader/TraceDetailsHeader.tsx
+++ b/frontend/src/pages/TraceDetailsV3/TraceDetailsHeader/TraceDetailsHeader.tsx
@@ -1,4 +1,4 @@
-import { useCallback, useState } from 'react';
+import { useCallback, useEffect, useState } from 'react';
 import { useParams } from 'react-router-dom';
 import { Button } from '@signozhq/ui/button';
 import {
@@ -18,40 +18,26 @@ import KeyValueLabel from 'periscope/components/KeyValueLabel';
 import { TraceDetailV3URLProps } from 'types/api/trace/getTraceV3';
 import { DataSource } from 'types/common/queryBuilder';

+import { TraceDetailsTab } from '../constants';
 import { TraceDetailEventKeys, TraceDetailEvents } from '../events';
 import { useTraceDetailLogEvent } from '../hooks/useTraceDetailLogEvent';
+import { useTraceDetailsTab } from '../hooks/useTraceDetailsTab';
 import { useTraceStore } from '../stores/traceStore';
 import TraceDownloadPanel from './TraceDownloadPanel';
 import EntityMetadataRow from '../EntityMetadata/EntityMetadataRow';
 import AnalyticsPanel from '../SpanDetailsPanel/AnalyticsPanel/AnalyticsPanel';
 import Filters from '../TraceWaterfall/TraceWaterfallStates/Success/Filters/Filters';
+import { useTraceDetailsStripInfo } from '../useTraceDetailsStripInfo';
 import MissingSpansBanner from './MissingSpansBanner';
+import { useTraceSummary } from './useTraceSummary';
+import TraceDetailsTabs from './TraceDetailsTabs';
 import TraceOptionsMenu from './TraceOptionsMenu';

 import styles from './TraceDetailsHeader.module.scss';
 import { DATE_TIME_FORMATS } from 'constants/dateTimeFormats';

-interface FilterMetadata {
-	startTime: number;
-	endTime: number;
-	traceId: string;
-}
-
-export interface TraceMetadataForHeader {
-	startTimestampMillis: number;
-	endTimestampMillis: number;
-	rootServiceName: string;
-	rootServiceEntryPoint: string;
-	rootSpanStatusCode: string;
-	hasMissingSpans: boolean;
-	totalSpansCount: number;
-}
-
 interface TraceDetailsHeaderProps {
-	filterMetadata: FilterMetadata;
-	onFilteredSpansChange: (spanIds: string[], isFilterActive: boolean) => void;
-	isDataLoaded?: boolean;
-	traceMetadata?: TraceMetadataForHeader;
+	onFilteredSpansChange?: (spanIds: string[], isFilterActive: boolean) => void;
 }

 const SKELETON_COUNT = 3;
@@ -73,16 +59,22 @@ function DetailsLoader(): JSX.Element {
 }

 function TraceDetailsHeader({
-	filterMetadata,
 	onFilteredSpansChange,
-	isDataLoaded,
-	traceMetadata,
 }: TraceDetailsHeaderProps): JSX.Element {
 	const { id: traceID } = useParams<TraceDetailV3URLProps>();
+	const { data: summary, isLoading } = useTraceSummary();
 	const [showTraceDetails, setShowTraceDetails] = useState(true);
 	const [isFilterExpanded, setIsFilterExpanded] = useState(false);
 	const [isPreviewFieldsOpen, setIsPreviewFieldsOpen] = useState(false);
 	const [isAnalyticsOpen, setIsAnalyticsOpen] = useState(false);
+	const [tab] = useTraceDetailsTab();
+	const isOverview = tab === TraceDetailsTab.Overview;
+
+	// Overview-only panels must not linger over another tab.
+	useEffect(() => {
+		setIsPreviewFieldsOpen(false);
+		setIsAnalyticsOpen(false);
+	}, [tab]);
 	const previewFields = useTraceStore((s) => s.previewFields);
 	const setPreviewFields = useTraceStore((s) => s.setPreviewFields);

@@ -116,9 +108,13 @@ function TraceDetailsHeader({
 		setShowTraceDetails((prev) => !prev);
 	}, []);

-	const durationMs = traceMetadata
-		? traceMetadata.endTimestampMillis - traceMetadata.startTimestampMillis
-		: 0;
+	useTraceDetailsStripInfo({
+		totalSpansCount: summary?.totalSpansCount ?? 0,
+		totalErrorSpansCount: summary?.totalErrorSpansCount ?? 0,
+	});
+
+	const startTime = (summary?.startTimestampMillis ?? 0) / 1e3;
+	const endTime = (summary?.endTimestampMillis ?? 0) / 1e3;

 	return (
 		<div className={styles.wrapper}>
@@ -140,9 +136,10 @@ function TraceDetailsHeader({
 							badgeValue={traceID || ''}
 							maxCharacters={100}
 						/>
+						<TraceDetailsTabs />
 					</div>
 				)}
-				{isDataLoaded && (
+				{isOverview && onFilteredSpansChange && summary && (
 					<div
 						className={cx(
 							styles.filterSection,
@@ -171,9 +168,9 @@ function TraceDetailsHeader({
 										onToggleTraceDetails={handleToggleTraceDetails}
 										onOpenPreviewFields={(): void => setIsPreviewFieldsOpen(true)}
 										traceId={traceID || ''}
-										startTime={filterMetadata.startTime}
-										endTime={filterMetadata.endTime}
-										totalSpansCount={traceMetadata?.totalSpansCount || 0}
+										startTime={startTime}
+										endTime={endTime}
+										totalSpansCount={summary.totalSpansCount}
 									/>
 								</div>
 							</TooltipProvider>
@@ -183,9 +180,9 @@ function TraceDetailsHeader({
 							className={cx(styles.filter, isFilterExpanded && styles.isExpanded)}
 						>
 							<Filters
-								startTime={filterMetadata.startTime}
-								endTime={filterMetadata.endTime}
-								traceID={filterMetadata.traceId}
+								startTime={startTime}
+								endTime={endTime}
+								traceID={traceID || ''}
 								onFilteredSpansChange={onFilteredSpansChange}
 								isExpanded={isFilterExpanded}
 								onExpand={(): void => setIsFilterExpanded(true)}
@@ -196,28 +193,29 @@ function TraceDetailsHeader({
 				)}
 			</div>

-			{showTraceDetails && (
+			{(showTraceDetails || !isOverview) && (
 				<div className={styles.subHeader}>
-					{traceMetadata ? (
+					{isLoading || !summary ? (
+						<DetailsLoader />
+					) : (
 						<EntityMetadataRow
 							entity="trace"
 							service={{
-								name: traceMetadata.rootServiceName,
-								entryPoint: traceMetadata.rootServiceEntryPoint,
+								name: summary.rootServiceName,
+								entryPoint: summary.rootServiceEntryPoint,
 							}}
-							durationMs={durationMs}
-							timestamp={dayjs(traceMetadata.startTimestampMillis).format(
+							durationMs={summary.endTimestampMillis - summary.startTimestampMillis}
+							timestamp={dayjs(summary.startTimestampMillis).format(
 								DATE_TIME_FORMATS.DD_MMM_YYYY_HH_MM_SS,
 							)}
-							statusCode={traceMetadata.rootSpanStatusCode}
+							tokens={summary.ai?.tokens}
+							cost={summary.ai?.totalCost}
 						/>
-					) : (
-						<DetailsLoader />
 					)}
 				</div>
 			)}

-			{traceMetadata?.hasMissingSpans && <MissingSpansBanner />}
+			{isOverview && summary?.hasMissingSpans && <MissingSpansBanner />}

 			<FieldsSelector
 				isOpen={isPreviewFieldsOpen}
--- a/frontend/src/pages/TraceDetailsV3/TraceDetailsHeader/TraceDetailsTabs.tsx
+++ b/frontend/src/pages/TraceDetailsV3/TraceDetailsHeader/TraceDetailsTabs.tsx
@@ -0,0 +1,44 @@
+import { ToggleGroup, ToggleGroupItem } from '@signozhq/ui/toggle-group';
+
+import { TraceDetailsTab } from '../constants';
+import { useTraceDetailsTab } from '../hooks/useTraceDetailsTab';
+
+import styles from './TraceDetailsHeader.module.scss';
+
+function TraceDetailsTabs(): JSX.Element {
+	const [tab, setTab] = useTraceDetailsTab();
+
+	const handleChange = (value: string): void => {
+		// Clicking the active item deselects it and reports ''.
+		if (value) {
+			void setTab(value as TraceDetailsTab);
+		}
+	};
+
+	return (
+		<ToggleGroup
+			type="single"
+			value={tab}
+			onChange={handleChange}
+			className={styles.tabs}
+			size="sm"
+		>
+			<ToggleGroupItem
+				value={TraceDetailsTab.Overview}
+				className={styles.tab}
+				data-testid="trace-details-tab-overview"
+			>
+				Overview
+			</ToggleGroupItem>
+			<ToggleGroupItem
+				value={TraceDetailsTab.Thread}
+				className={styles.tab}
+				data-testid="trace-details-tab-thread"
+			>
+				Thread
+			</ToggleGroupItem>
+		</ToggleGroup>
+	);
+}
+
+export default TraceDetailsTabs;
--- a/frontend/src/pages/TraceDetailsV3/TraceDetailsHeader/tests/TraceDetailsHeader.test.tsx
+++ b/frontend/src/pages/TraceDetailsV3/TraceDetailsHeader/tests/TraceDetailsHeader.test.tsx
@@ -1,9 +1,12 @@
 import { fireEvent, screen } from '@testing-library/react';
 import userEvent from '@testing-library/user-event';
 import { getYAxisFormattedValue } from 'components/Graph/yAxisConfig';
+import { NuqsTestingAdapter } from 'nuqs/adapters/testing';
 import ROUTES from 'constants/routes';
 import { render } from 'tests/test-utils';

+import { MOCK_TRACE_SUMMARY } from '../mockTraceSummary';
+import * as traceSummaryModule from '../useTraceSummary';
 import TraceDetailsHeader from '../TraceDetailsHeader';

 const mockGoBack = jest.fn();
@@ -50,15 +53,9 @@ jest.mock('components/FieldsSelector', () => ({
 	),
 }));

-const baseProps = {
-	filterMetadata: {
-		startTime: 0,
-		endTime: 1,
-		traceId: 'trace-123',
-	},
-	onFilteredSpansChange: jest.fn(),
-	isDataLoaded: false,
-};
+const baseProps = { onFilteredSpansChange: jest.fn() };
+
+const metadataText = /Missing Span/;

 describe('TraceDetailsHeader – back button', () => {
 	beforeEach(() => {
@@ -94,8 +91,8 @@ describe('TraceDetailsHeader – action cluster', () => {
 		mockReplace.mockClear();
 	});

-	it('does not render the action buttons while data is still loading', () => {
-		render(<TraceDetailsHeader {...baseProps} isDataLoaded={false} />);
+	it('does not render the action buttons without a filter handler', () => {
+		render(<TraceDetailsHeader />);

 		expect(
 			screen.queryByRole('button', { name: /^analytics$/i }),
@@ -105,8 +102,8 @@ describe('TraceDetailsHeader – action cluster', () => {
 		).not.toBeInTheDocument();
 	});

-	it('renders Analytics and Settings action buttons once data is loaded', () => {
-		render(<TraceDetailsHeader {...baseProps} isDataLoaded />);
+	it('renders Analytics and Settings action buttons', () => {
+		render(<TraceDetailsHeader {...baseProps} />);

 		expect(
 			screen.getByRole('button', { name: /^analytics$/i }),
@@ -117,7 +114,7 @@ describe('TraceDetailsHeader – action cluster', () => {
 	});

 	it('toggles the AnalyticsPanel open state when the Analytics button is clicked', () => {
-		render(<TraceDetailsHeader {...baseProps} isDataLoaded />);
+		render(<TraceDetailsHeader {...baseProps} />);

 		const panel = screen.getByTestId('analytics-panel');
 		expect(panel).toHaveAttribute('data-open', 'false');
@@ -133,68 +130,125 @@ describe('TraceDetailsHeader – action cluster', () => {
 });

 describe('TraceDetailsHeader – trace metadata row', () => {
-	// Plain prop, no API mock needed: traceMetadata is passed straight in.
-	const traceMetadata = {
-		startTimestampMillis: 1_700_000_000_000,
-		endTimestampMillis: 1_700_000_120_000, // +120000ms = 2 min
-		rootServiceName: 'inventory-frontend',
-		rootServiceEntryPoint: 'large-trace-root',
-		rootSpanStatusCode: '404',
-		hasMissingSpans: false,
-		totalSpansCount: 42,
-	};
+	afterEach(() => {
+		jest.restoreAllMocks();
+	});

-	it('renders the metadata (service, entry point, duration, status) when provided', () => {
-		render(
-			<TraceDetailsHeader
-				{...baseProps}
-				isDataLoaded
-				traceMetadata={traceMetadata}
-			/>,
-		);
+	it('shows skeletons instead of the metadata while the summary loads', () => {
+		jest
+			.spyOn(traceSummaryModule, 'useTraceSummary')
+			.mockReturnValue({ data: undefined, isLoading: true });
+		const { container } = render(<TraceDetailsHeader {...baseProps} />);

-		expect(screen.getByText(/inventory-frontend/)).toBeInTheDocument();
-		expect(screen.getByText('large-trace-root')).toBeInTheDocument();
-		expect(screen.getByText('404')).toBeInTheDocument();
-		// Duration goes through the shared formatter (e.g. "2 min").
+		expect(screen.queryByText(metadataText)).not.toBeInTheDocument();
+		expect(container.querySelectorAll('.ant-skeleton-input')).toHaveLength(3);
+	});
+
+	it('renders the summary metadata with tokens and cost', () => {
+		render(<TraceDetailsHeader {...baseProps} />);
+
+		const { startTimestampMillis, endTimestampMillis } = MOCK_TRACE_SUMMARY;
 		const duration = getYAxisFormattedValue(
-			`${traceMetadata.endTimestampMillis - traceMetadata.startTimestampMillis}`,
+			`${endTimestampMillis - startTimestampMillis}`,
 			'ms',
 		);
+
+		expect(screen.getByText(metadataText)).toBeInTheDocument();
 		expect(screen.getByText(duration)).toBeInTheDocument();
+		expect(screen.getByText('Tokens: 12,040 → 3,110')).toBeInTheDocument();
+		expect(screen.getByText('$ 0.0421')).toBeInTheDocument();
 	});

 	it('is shown by default and can be hidden / shown again via the Trace options menu', async () => {
 		const user = userEvent.setup({ delay: null });
-		render(
-			<TraceDetailsHeader
-				{...baseProps}
-				isDataLoaded
-				traceMetadata={traceMetadata}
-			/>,
-		);
+		render(<TraceDetailsHeader {...baseProps} />);

-		// Visible by default (showTraceDetails defaults to true).
-		expect(screen.getByText(/inventory-frontend/)).toBeInTheDocument();
+		expect(screen.getByText(metadataText)).toBeInTheDocument();

-		// Hide it.
 		await user.click(screen.getByRole('button', { name: /trace options/i }));
 		await user.click(
 			await screen.findByRole('menuitem', { name: /hide trace details/i }),
 		);
-		expect(screen.queryByText(/inventory-frontend/)).not.toBeInTheDocument();
+		expect(screen.queryByText(metadataText)).not.toBeInTheDocument();

-		// Show it again.
 		await user.click(screen.getByRole('button', { name: /trace options/i }));
 		await user.click(
 			await screen.findByRole('menuitem', { name: /show trace details/i }),
 		);
-		expect(screen.getByText(/inventory-frontend/)).toBeInTheDocument();
-	});
-
-	it('does not render the metadata row when traceMetadata is absent', () => {
-		render(<TraceDetailsHeader {...baseProps} isDataLoaded />);
-
-		expect(screen.queryByText(/inventory-frontend/)).not.toBeInTheDocument();
+		expect(screen.getByText(metadataText)).toBeInTheDocument();
+	});
+});
+
+describe('TraceDetailsHeader – tabs', () => {
+	// In-memory URL state, so a tab switch can't leak into the next test.
+	const renderHeader = (): void => {
+		render(
+			<NuqsTestingAdapter hasMemory>
+				<TraceDetailsHeader {...baseProps} />
+			</NuqsTestingAdapter>,
+		);
+	};
+
+	it('shows the Overview-only sections on the Overview tab', () => {
+		renderHeader();
+
+		expect(screen.getByTestId('filters-stub')).toBeInTheDocument();
+		expect(
+			screen.getByRole('button', { name: /^analytics$/i }),
+		).toBeInTheDocument();
+		expect(
+			screen.getByRole('button', { name: /trace options/i }),
+		).toBeInTheDocument();
+		expect(screen.getByTestId('missing-spans-banner')).toBeInTheDocument();
+	});
+
+	it('keeps only the metadata row on the Thread tab', async () => {
+		const user = userEvent.setup({ delay: null });
+		renderHeader();
+
+		await user.click(screen.getByTestId('trace-details-tab-thread'));
+
+		expect(screen.queryByTestId('filters-stub')).not.toBeInTheDocument();
+		expect(
+			screen.queryByRole('button', { name: /^analytics$/i }),
+		).not.toBeInTheDocument();
+		expect(
+			screen.queryByRole('button', { name: /trace options/i }),
+		).not.toBeInTheDocument();
+		expect(screen.queryByTestId('missing-spans-banner')).not.toBeInTheDocument();
+		expect(screen.getByText(metadataText)).toBeInTheDocument();
+	});
+
+	it('shows the metadata row on the Thread tab even when hidden on Overview', async () => {
+		const user = userEvent.setup({ delay: null });
+		renderHeader();
+
+		await user.click(screen.getByRole('button', { name: /trace options/i }));
+		await user.click(
+			await screen.findByRole('menuitem', { name: /hide trace details/i }),
+		);
+		expect(screen.queryByText(metadataText)).not.toBeInTheDocument();
+
+		await user.click(screen.getByTestId('trace-details-tab-thread'));
+
+		expect(screen.getByText(metadataText)).toBeInTheDocument();
+	});
+
+	it('closes the Analytics panel when switching to the Thread tab', async () => {
+		const user = userEvent.setup({ delay: null });
+		renderHeader();
+
+		await user.click(screen.getByRole('button', { name: /^analytics$/i }));
+		expect(screen.getByTestId('analytics-panel')).toHaveAttribute(
+			'data-open',
+			'true',
+		);
+
+		await user.click(screen.getByTestId('trace-details-tab-thread'));
+
+		expect(screen.getByTestId('analytics-panel')).toHaveAttribute(
+			'data-open',
+			'false',
+		);
 	});
 });
--- a/frontend/src/pages/TraceDetailsV3/TraceDetailsHeader/mockTraceSummary.ts
+++ b/frontend/src/pages/TraceDetailsV3/TraceDetailsHeader/mockTraceSummary.ts
@@ -0,0 +1,22 @@
+import { TraceSummary } from './types';
+
+// Placeholder until GET /api/v1/traces/{id}/summary feeds the header.
+export const MOCK_TRACE_SUMMARY: TraceSummary = {
+	startTimestampMillis: 1789627365929,
+	endTimestampMillis: 1789627367867,
+	rootServiceName: '',
+	rootServiceEntryPoint: 'Missing Span',
+	totalSpansCount: 3,
+	totalErrorSpansCount: 0,
+	hasMissingSpans: true,
+	ai: {
+		tokens: {
+			input: 12040,
+			output: 3110,
+			cacheRead: 8000,
+			cacheWrite: 1200,
+			reasoning: 900,
+		},
+		totalCost: 0.0421,
+	},
+};
--- a/frontend/src/pages/TraceDetailsV3/TraceDetailsHeader/types.ts
+++ b/frontend/src/pages/TraceDetailsV3/TraceDetailsHeader/types.ts
@@ -0,0 +1,23 @@
+export interface TraceTokenUsage {
+	input: number;
+	output: number;
+	cacheRead?: number;
+	cacheWrite?: number;
+	reasoning?: number;
+}
+
+/** Response of GET /api/v1/traces/{id}/summary. */
+export interface TraceSummary {
+	startTimestampMillis: number;
+	endTimestampMillis: number;
+	rootServiceName: string;
+	rootServiceEntryPoint: string;
+	totalSpansCount: number;
+	totalErrorSpansCount: number;
+	hasMissingSpans: boolean;
+	ai?: {
+		tokens?: TraceTokenUsage;
+		// null when no span has a cost attribute
+		totalCost: number | null;
+	};
+}
--- a/frontend/src/pages/TraceDetailsV3/TraceDetailsHeader/useTraceSummary.ts
+++ b/frontend/src/pages/TraceDetailsV3/TraceDetailsHeader/useTraceSummary.ts
@@ -0,0 +1,12 @@
+import { MOCK_TRACE_SUMMARY } from './mockTraceSummary';
+import { TraceSummary } from './types';
+
+interface UseTraceSummaryResult {
+	data: TraceSummary | undefined;
+	isLoading: boolean;
+}
+
+// Placeholder until GET /api/v1/traces/{id}/summary is available.
+export function useTraceSummary(): UseTraceSummaryResult {
+	return { data: MOCK_TRACE_SUMMARY, isLoading: false };
+}
--- a/frontend/src/pages/TraceDetailsV3/TraceDetailsOverview/TraceDetailsOverview.module.scss
+++ b/frontend/src/pages/TraceDetailsV3/TraceDetailsOverview/TraceDetailsOverview.module.scss
@@ -1,10 +1,3 @@
-.root {
-	flex: 1;
-	min-height: 0;
-	display: flex;
-	flex-direction: column;
-}
-
 .layoutRow {
 	display: flex;
 	flex: 1;
--- a/frontend/src/pages/TraceDetailsV3/TraceDetailsOverview/TraceDetailsOverview.tsx
+++ b/frontend/src/pages/TraceDetailsV3/TraceDetailsOverview/TraceDetailsOverview.tsx
@@ -0,0 +1,500 @@
+/* eslint-disable sonarjs/cognitive-complexity */
+import { useCallback, useEffect, useMemo, useRef, useState } from 'react';
+import { useParams } from 'react-router-dom';
+import {
+	ChartNoAxesGantt,
+	ChevronDown,
+	ChevronRight,
+	Info,
+	TriangleAlert,
+} from '@signozhq/icons';
+import getLocalStorageKey from 'api/browser/localstorage/get';
+import setLocalStorageKey from 'api/browser/localstorage/set';
+import { Collapse } from 'antd';
+import { useDetailsPanel } from 'components/DetailsPanel';
+import WarningPopover from 'components/WarningPopover/WarningPopover';
+import { LOCALSTORAGE } from 'constants/localStorage';
+import useGetTraceV4 from 'hooks/trace/useGetTraceV4';
+import { useSafeNavigate } from 'hooks/useSafeNavigate';
+import useUrlQuery from 'hooks/useUrlQuery';
+import { ResizableBox } from 'periscope/components/ResizableBox';
+import { SpanV3, TraceDetailV3URLProps } from 'types/api/trace/getTraceV3';
+
+import { TraceDetailEventKeys, TraceDetailEvents } from '../events';
+import { useTraceDetailLogEvent } from '../hooks/useTraceDetailLogEvent';
+import NoData from '../NoData/NoData';
+import {
+	setTraceStoreAvailableColorByFields,
+	useTraceStore,
+} from '../stores/traceStore';
+import { SpanDetailVariant } from '../SpanDetailsPanel/constants';
+import SpanDetailsPanel from '../SpanDetailsPanel/SpanDetailsPanel';
+import { FLAMEGRAPH_SPAN_LIMIT } from '../TraceFlamegraph/constants';
+import TraceFlamegraph from '../TraceFlamegraph/TraceFlamegraph';
+import TraceWaterfall from '../TraceWaterfall/TraceWaterfall';
+import { IInterestedSpan } from '../TraceWaterfall/types';
+import { getAncestorSpanIds } from '../TraceWaterfall/utils';
+import { getAvailableColorByFieldNames } from '../utils';
+
+import cx from 'classnames';
+
+import styles from './TraceDetailsOverview.module.scss';
+
+// Lucide chevrons for the flame/waterfall accordion headers, matching the
+// span-tree chevrons in the waterfall.
+function renderPanelExpandIcon({
+	isActive,
+}: {
+	isActive?: boolean;
+}): JSX.Element {
+	return isActive ? <ChevronDown size={14} /> : <ChevronRight size={14} />;
+}
+
+interface TraceDetailsOverviewProps {
+	filteredSpanIds: string[];
+	isFilterActive: boolean;
+}
+
+function TraceDetailsOverview({
+	filteredSpanIds,
+	isFilterActive,
+}: TraceDetailsOverviewProps): JSX.Element {
+	const { id: traceId } = useParams<TraceDetailV3URLProps>();
+	const urlQuery = useUrlQuery();
+	const [interestedSpanId, setInterestedSpanId] = useState<IInterestedSpan>(
+		() => ({
+			spanId: urlQuery.get('spanId') || '',
+			isUncollapsed: urlQuery.get('spanId') !== '',
+		}),
+	);
+	const [uncollapsedNodes, setUncollapsedNodes] = useState<string[]>([]);
+	const [localUncollapsedNodes, setLocalUncollapsedNodes] = useState<
+		Set<string>
+	>(new Set());
+	const [selectedSpan, setSelectedSpan] = useState<SpanV3>();
+
+	const selectedSpanId = urlQuery.get('spanId') || undefined;
+	const { safeNavigate } = useSafeNavigate();
+
+	const logTraceEvent = useTraceDetailLogEvent('v3', traceId || '');
+	// Tracks which traceId the load event already fired for, so navigating
+	// between traces (the route component stays mounted) re-fires it once each.
+	const dataLoadedFiredForRef = useRef('');
+	const colorByField = useTraceStore((s) => s.colorByField);
+	const previewFieldsCount = useTraceStore((s) => s.previewFields.length);
+	const userPrefsReady = useTraceStore((s) => s.userPreferences !== null);
+
+	const handleSpanDetailsClose = useCallback((): void => {
+		urlQuery.delete('spanId');
+		safeNavigate({ search: urlQuery.toString() }, { replace: true });
+	}, [urlQuery, safeNavigate]);
+
+	const panelState = useDetailsPanel({
+		entityId: selectedSpanId,
+		onClose: handleSpanDetailsClose,
+	});
+
+	const allSpansRef = useRef<SpanV3[]>([]);
+	const deepLinkResolvedRef = useRef(false);
+
+	// Refetch only when the URL target isn't already loaded. Keeps row clicks
+	// and other in-window URL navigation from triggering a backend window slide.
+	useEffect(() => {
+		const spanId = urlQuery.get('spanId') || '';
+		if (!spanId) {
+			return;
+		}
+		const idx = allSpansRef.current.findIndex((s) => s.span_id === spanId);
+		if (idx !== -1) {
+			setSelectedSpan(allSpansRef.current[idx]);
+			return;
+		}
+		setInterestedSpanId({ spanId, isUncollapsed: true });
+	}, [urlQuery]);
+
+	// Once all spans are loaded (frontend mode), freeze query params so
+	// subsequent interestedSpanId changes don't trigger unnecessary refetches.
+	const fullDataLoadedRef = useRef(false);
+	const frozenParamsRef = useRef({
+		selectedSpanId: interestedSpanId.spanId,
+		isSelectedSpanIDUnCollapsed: interestedSpanId.isUncollapsed,
+		uncollapsedSpans: uncollapsedNodes,
+	});
+
+	const queryParams = fullDataLoadedRef.current
+		? frozenParamsRef.current
+		: {
+				selectedSpanId: interestedSpanId.spanId,
+				isSelectedSpanIDUnCollapsed: interestedSpanId.isUncollapsed,
+				uncollapsedSpans: uncollapsedNodes,
+			};
+
+	const {
+		data: traceData,
+		isFetching: isFetchingTraceData,
+		error: errorFetchingTraceData,
+	} = useGetTraceV4({
+		traceId,
+		uncollapsedSpans: queryParams.uncollapsedSpans,
+		selectedSpanId: queryParams.selectedSpanId,
+		isSelectedSpanIDUnCollapsed: queryParams.isSelectedSpanIDUnCollapsed,
+	});
+
+	const allSpans = traceData?.payload?.spans || [];
+	const totalSpansCount = traceData?.payload?.totalSpansCount || 0;
+
+	const isFullDataLoaded =
+		totalSpansCount > 0 && totalSpansCount <= allSpans.length;
+
+	// Color-by options, gated on fields in loaded spans. Resource attrs are
+	// trace-wide, so any window has the full set — no need to accumulate.
+	const availableColorByFields = useMemo(() => {
+		const spans = traceData?.payload?.spans;
+		return spans?.length ? getAvailableColorByFieldNames(spans) : undefined;
+	}, [traceData?.payload?.spans]);
+
+	useEffect(() => {
+		setTraceStoreAvailableColorByFields(availableColorByFields);
+	}, [availableColorByFields]);
+
+	// Lock the ref once we confirm all data is loaded
+	if (isFullDataLoaded && !fullDataLoadedRef.current) {
+		fullDataLoadedRef.current = true;
+		frozenParamsRef.current = {
+			selectedSpanId: interestedSpanId.spanId,
+			isSelectedSpanIDUnCollapsed: interestedSpanId.isUncollapsed,
+			uncollapsedSpans: uncollapsedNodes,
+		};
+	}
+
+	useEffect(() => {
+		allSpansRef.current = allSpans;
+	}, [allSpans]);
+
+	useEffect(() => {
+		if (
+			!traceId ||
+			dataLoadedFiredForRef.current === traceId ||
+			!userPrefsReady
+		) {
+			return;
+		}
+		const payload = traceData?.payload;
+		if (!payload?.spans?.length) {
+			return;
+		}
+		dataLoadedFiredForRef.current = traceId;
+		const numServices = new Set(payload.spans.map((s) => s['service.name'])).size;
+		logTraceEvent(TraceDetailEvents.DataLoaded, {
+			[TraceDetailEventKeys.TotalSpansCount]: totalSpansCount,
+			[TraceDetailEventKeys.NumServices]: numServices,
+			[TraceDetailEventKeys.TraceDurationMs]:
+				payload.endTimestampMillis - payload.startTimestampMillis,
+			[TraceDetailEventKeys.HadErrors]: (payload.totalErrorSpansCount || 0) > 0,
+			[TraceDetailEventKeys.FlamegraphSampled]:
+				totalSpansCount > FLAMEGRAPH_SPAN_LIMIT,
+			[TraceDetailEventKeys.SpanPanelVariant]:
+				getLocalStorageKey(LOCALSTORAGE.TRACE_DETAILS_SPAN_DETAILS_POSITION) ||
+				SpanDetailVariant.DOCKED_RIGHT,
+			[TraceDetailEventKeys.ColorByField]: colorByField.name,
+			[TraceDetailEventKeys.PreviewFieldsCount]: previewFieldsCount,
+		});
+	}, [
+		traceId,
+		userPrefsReady,
+		traceData,
+		totalSpansCount,
+		colorByField,
+		previewFieldsCount,
+		logTraceEvent,
+	]);
+
+	// Frontend mode: expand all parents by default when full data arrives
+	useEffect(() => {
+		if (isFullDataLoaded && allSpans.length > 0) {
+			const parentIds = new Set(
+				allSpans.filter((s) => s.has_children).map((s) => s.span_id),
+			);
+			setLocalUncollapsedNodes(parentIds);
+		}
+	}, [isFullDataLoaded, allSpans]);
+
+	// Backend mode: sync uncollapsed state from API response
+	useEffect(() => {
+		if (
+			!isFullDataLoaded &&
+			traceData &&
+			traceData.payload &&
+			traceData.payload.uncollapsedSpans
+		) {
+			setUncollapsedNodes(traceData.payload.uncollapsedSpans);
+		}
+	}, [traceData, isFullDataLoaded]);
+
+	// Tracks whether we've already done the initial URL→selectedSpan handoff
+	//Lets `interestedSpanId` stay purely as the refetch trigger in frontend mode.
+	useEffect(() => {
+		if (deepLinkResolvedRef.current) {
+			return;
+		}
+		if (allSpans.length === 0) {
+			return;
+		}
+		if (selectedSpanId) {
+			const span = allSpans.find((s) => s.span_id === selectedSpanId);
+			if (!span) {
+				// Span not in the current window — wait for more data (backend
+				// pagination) before marking resolved.
+				return;
+			}
+			setSelectedSpan(span);
+		} else {
+			setSelectedSpan((prev) => prev ?? allSpans[0]);
+		}
+		deepLinkResolvedRef.current = true;
+	}, [selectedSpanId, allSpans]);
+
+	// Frontend mode: auto-expand ancestors of the URL-targeted span so it's
+	// visible. Keyed on URL `spanId`(selectedSpanId).
+	useEffect(() => {
+		if (!isFullDataLoaded || !selectedSpanId || allSpans.length === 0) {
+			return;
+		}
+		const ancestors = getAncestorSpanIds(allSpans, selectedSpanId);
+		if (ancestors.size === 0) {
+			return;
+		}
+		setLocalUncollapsedNodes((prev) => {
+			// Check if all ancestors are already expanded — avoid unnecessary state update
+			let allPresent = true;
+			for (const id of ancestors) {
+				if (!prev.has(id)) {
+					allPresent = false;
+					break;
+				}
+			}
+			if (allPresent) {
+				return prev;
+			}
+
+			const next = new Set(prev);
+			for (const id of ancestors) {
+				next.add(id);
+			}
+			return next;
+		});
+	}, [isFullDataLoaded, selectedSpanId, allSpans]);
+
+	const [activeKeys, setActiveKeys] = useState<string[]>(['flame', 'waterfall']);
+
+	const handleCollapseChange = (key: string): void => {
+		logTraceEvent(
+			key === 'flame'
+				? TraceDetailEvents.FlameGraphToggled
+				: TraceDetailEvents.WaterfallToggled,
+			{ [TraceDetailEventKeys.Expanded]: !activeKeys.includes(key) },
+		);
+		setActiveKeys((prev) =>
+			prev.includes(key) ? prev.filter((k) => k !== key) : [...prev, key],
+		);
+	};
+
+	const [spanDetailVariant, setSpanDetailVariant] = useState<SpanDetailVariant>(
+		() =>
+			(getLocalStorageKey(
+				LOCALSTORAGE.TRACE_DETAILS_SPAN_DETAILS_POSITION,
+			) as SpanDetailVariant) || SpanDetailVariant.DOCKED_RIGHT,
+	);
+
+	const RIGHT_DOCK_MIN = 480;
+	const RIGHT_DOCK_MAX = 720;
+	const [rightDockWidth, setRightDockWidth] = useState(RIGHT_DOCK_MIN);
+
+	const handleVariantChange = useCallback(
+		(newVariant: SpanDetailVariant): void => {
+			setLocalStorageKey(
+				LOCALSTORAGE.TRACE_DETAILS_SPAN_DETAILS_POSITION,
+				newVariant,
+			);
+			setSpanDetailVariant(newVariant);
+		},
+		[],
+	);
+
+	const showNoData =
+		!isFetchingTraceData &&
+		(!!errorFetchingTraceData || !traceData?.payload?.spans?.length);
+
+	const isDocked = spanDetailVariant === SpanDetailVariant.DOCKED;
+	const isRightDocked = spanDetailVariant === SpanDetailVariant.DOCKED_RIGHT;
+	const isWaterfallDocked = panelState.isOpen && isDocked;
+	const showRightDock = panelState.isOpen && isRightDocked;
+
+	const waterfallChildren = (
+		<ResizableBox
+			defaultHeight={300}
+			minHeight={150}
+			disabled={!isWaterfallDocked}
+		>
+			<TraceWaterfall
+				traceData={traceData}
+				isFetchingTraceData={isFetchingTraceData}
+				errorFetchingTraceData={errorFetchingTraceData}
+				traceId={traceId || ''}
+				interestedSpanId={interestedSpanId}
+				setInterestedSpanId={setInterestedSpanId}
+				uncollapsedNodes={uncollapsedNodes}
+				isFullDataLoaded={isFullDataLoaded}
+				localUncollapsedNodes={localUncollapsedNodes}
+				setLocalUncollapsedNodes={setLocalUncollapsedNodes}
+				selectedSpan={selectedSpan}
+				setSelectedSpan={setSelectedSpan}
+				filteredSpanIds={filteredSpanIds}
+				isFilterActive={isFilterActive}
+			/>
+		</ResizableBox>
+	);
+
+	return (
+		<>
+			{showNoData ? (
+				<NoData />
+			) : (
+				<>
+					<div className={styles.layoutRow}>
+						<div className={styles.content}>
+							<Collapse
+								// @ts-expect-error motion is passed through to rc-collapse to disable animation
+								motion={false}
+								activeKey={activeKeys.filter((k) => k === 'flame')}
+								onChange={(): void => handleCollapseChange('flame')}
+								size="small"
+								expandIcon={renderPanelExpandIcon}
+								className={styles.flameCollapse}
+								items={[
+									{
+										key: 'flame',
+										label: (
+											<div className={styles.collapseLabel}>
+												<span className={styles.collapseTitle}>
+													Flame Graph
+													{traceData?.payload?.totalSpansCount &&
+														traceData.payload.totalSpansCount > FLAMEGRAPH_SPAN_LIMIT && (
+															<WarningPopover
+																message="The total span count exceeds the visualization limit. Displaying a sampled subset of spans in flamegraph."
+																placement="bottomLeft"
+															>
+																<Info
+																	size={16}
+																	color="var(--l2-foreground)"
+																	style={{ cursor: 'pointer' }}
+																/>
+															</WarningPopover>
+														)}
+												</span>
+												{traceData?.payload?.totalSpansCount ? (
+													<span className={styles.collapseCount}>
+														<span className={styles.collapseCountItem}>
+															<ChartNoAxesGantt size={13} />
+															Spans: {traceData.payload.totalSpansCount}
+														</span>
+														<span
+															className={cx(styles.collapseCountItem, {
+																[styles.hasErrors]: traceData.payload.totalErrorSpansCount > 0,
+															})}
+														>
+															<TriangleAlert size={13} />
+															Errors:{' '}
+															{traceData.payload.totalErrorSpansCount ?? (
+																<span className="translate-safe">{0}</span>
+															)}
+														</span>
+													</span>
+												) : null}
+											</div>
+										),
+										children: (
+											<ResizableBox defaultHeight={300} minHeight={100} maxHeight={400}>
+												<TraceFlamegraph
+													filteredSpanIds={filteredSpanIds}
+													isFilterActive={isFilterActive}
+													selectedSpan={selectedSpan}
+													totalSpansCount={totalSpansCount}
+												/>
+											</ResizableBox>
+										),
+									},
+								]}
+							/>
+
+							<Collapse
+								// @ts-expect-error motion is passed through to rc-collapse to disable animation
+								motion={false}
+								activeKey={activeKeys.filter((k) => k === 'waterfall')}
+								onChange={(): void => handleCollapseChange('waterfall')}
+								size="small"
+								expandIcon={renderPanelExpandIcon}
+								className={cx(styles.waterfallCollapse, {
+									[styles.isDocked]: isWaterfallDocked,
+								})}
+								items={[
+									{
+										key: 'waterfall',
+										label: 'Waterfall',
+										children: activeKeys.includes('waterfall') ? waterfallChildren : null,
+									},
+								]}
+							/>
+
+							{panelState.isOpen && isDocked && (
+								<div className={styles.dockedSpanDetails}>
+									<SpanDetailsPanel
+										panelState={panelState}
+										selectedSpan={selectedSpan}
+										variant={SpanDetailVariant.DOCKED}
+										onVariantChange={handleVariantChange}
+										traceStartTime={traceData?.payload?.startTimestampMillis}
+										traceEndTime={traceData?.payload?.endTimestampMillis}
+									/>
+								</div>
+							)}
+						</div>
+
+						{showRightDock && (
+							<ResizableBox
+								handle="left"
+								defaultWidth={rightDockWidth}
+								minWidth={RIGHT_DOCK_MIN}
+								maxWidth={RIGHT_DOCK_MAX}
+								onResize={setRightDockWidth}
+								className={styles.rightDock}
+							>
+								<SpanDetailsPanel
+									panelState={panelState}
+									selectedSpan={selectedSpan}
+									variant={SpanDetailVariant.DOCKED_RIGHT}
+									onVariantChange={handleVariantChange}
+									traceStartTime={traceData?.payload?.startTimestampMillis}
+									traceEndTime={traceData?.payload?.endTimestampMillis}
+								/>
+							</ResizableBox>
+						)}
+					</div>
+
+					{panelState.isOpen && spanDetailVariant === SpanDetailVariant.DIALOG && (
+						<SpanDetailsPanel
+							panelState={panelState}
+							selectedSpan={selectedSpan}
+							variant={SpanDetailVariant.DIALOG}
+							onVariantChange={handleVariantChange}
+							traceStartTime={traceData?.payload?.startTimestampMillis}
+							traceEndTime={traceData?.payload?.endTimestampMillis}
+						/>
+					)}
+				</>
+			)}
+		</>
+	);
+}
+
+export default TraceDetailsOverview;
--- a/frontend/src/pages/TraceDetailsV3/TraceDetailsThread/TraceDetailsThread.tsx
+++ b/frontend/src/pages/TraceDetailsV3/TraceDetailsThread/TraceDetailsThread.tsx
@@ -0,0 +1,5 @@
+function TraceDetailsThread(): JSX.Element {
+	return <div data-testid="trace-details-thread" />;
+}
+
+export default TraceDetailsThread;
--- a/frontend/src/pages/TraceDetailsV3/TraceDetailsWrapper/TraceDetailsWrapper.module.scss
+++ b/frontend/src/pages/TraceDetailsV3/TraceDetailsWrapper/TraceDetailsWrapper.module.scss
@@ -0,0 +1,6 @@
+.root {
+	flex: 1;
+	min-height: 0;
+	display: flex;
+	flex-direction: column;
+}
--- a/frontend/src/pages/TraceDetailsV3/TraceDetailsWrapper/TraceDetailsWrapper.tsx
+++ b/frontend/src/pages/TraceDetailsV3/TraceDetailsWrapper/TraceDetailsWrapper.tsx
@@ -0,0 +1,21 @@
+import { ReactNode } from 'react';
+
+import TraceStoreSync from '../stores/TraceStoreSync';
+
+import styles from './TraceDetailsWrapper.module.scss';
+
+interface TraceDetailsWrapperProps {
+	children: ReactNode;
+}
+
+function TraceDetailsWrapper({
+	children,
+}: TraceDetailsWrapperProps): JSX.Element {
+	return (
+		<TraceStoreSync>
+			<div className={styles.root}>{children}</div>
+		</TraceStoreSync>
+	);
+}
+
+export default TraceDetailsWrapper;
--- a/frontend/src/pages/TraceDetailsV3/TraceFlamegraph/FlamegraphCanvas.module.scss
+++ b/frontend/src/pages/TraceDetailsV3/TraceFlamegraph/FlamegraphCanvas.module.scss
@@ -33,10 +33,5 @@
 	position: fixed;
 	z-index: 1000;
 	pointer-events: none;
-	background-color: var(--l1-background);
-	padding: 8px 12px;
-	border-radius: 4px;
-	box-shadow: 0 2px 8px rgba(0, 0, 0, 0.3);
-	border: 1px solid var(--l2-border);
 	color: var(--l1-foreground);
 }
--- a/frontend/src/pages/TraceDetailsV3/TraceFlamegraph/FlamegraphCanvas.tsx
+++ b/frontend/src/pages/TraceDetailsV3/TraceFlamegraph/FlamegraphCanvas.tsx
@@ -1,5 +1,6 @@
 import React, { useCallback, useEffect, useRef, useState } from 'react';
 import { createPortal } from 'react-dom';
+import cx from 'classnames';
 import TimelineV3 from 'components/TimelineV3/TimelineV3';
 import { useIsDarkMode } from 'hooks/useDarkMode';

@@ -17,6 +18,7 @@ import { useFlamegraphZoom } from './hooks/useFlamegraphZoom';
 import { useScrollToSpan } from './hooks/useScrollToSpan';
 import { EventRect, FlamegraphCanvasProps, SpanRect } from './types';

+import tooltipStyles from '../TraceTooltip/TraceTooltip.module.scss';
 import styles from './FlamegraphCanvas.module.scss';

 function FlamegraphCanvas(props: FlamegraphCanvasProps): JSX.Element {
@@ -203,7 +205,7 @@ function FlamegraphCanvas(props: FlamegraphCanvasProps): JSX.Element {
 	const tooltipElement = tooltipContent
 		? createPortal(
 				<div
-					className={styles.tooltip}
+					className={cx(tooltipStyles.surface, styles.tooltip)}
 					style={{
 						left: Math.min(tooltipContent.clientX + 15, window.innerWidth - 220),
 						top: Math.min(tooltipContent.clientY + 15, window.innerHeight - 100),
--- a/frontend/src/pages/TraceDetailsV3/TraceTooltip/TooltipRow.tsx
+++ b/frontend/src/pages/TraceDetailsV3/TraceTooltip/TooltipRow.tsx
@@ -0,0 +1,34 @@
+import { Typography } from '@signozhq/ui/typography';
+
+import styles from './TraceTooltip.module.scss';
+
+interface TooltipRowProps {
+	label: string;
+	value: string;
+	isTotal?: boolean;
+	testId?: string;
+}
+
+function TooltipRow({
+	label,
+	value,
+	isTotal,
+	testId,
+}: TooltipRowProps): JSX.Element {
+	return (
+		<div className={styles.row} data-testid={testId}>
+			<Typography.Text
+				size="small"
+				color={isTotal ? undefined : 'muted'}
+				truncate={1}
+			>
+				{label}
+			</Typography.Text>
+			<Typography.Text size="small" truncate={1} className={styles.rowValue}>
+				{value}
+			</Typography.Text>
+		</div>
+	);
+}
+
+export default TooltipRow;
--- a/frontend/src/pages/TraceDetailsV3/TraceTooltip/TooltipSection.tsx
+++ b/frontend/src/pages/TraceDetailsV3/TraceTooltip/TooltipSection.tsx
@@ -0,0 +1,13 @@
+import { ReactNode } from 'react';
+
+import styles from './TraceTooltip.module.scss';
+
+interface TooltipSectionProps {
+	children: ReactNode;
+}
+
+function TooltipSection({ children }: TooltipSectionProps): JSX.Element {
+	return <div className={styles.section}>{children}</div>;
+}
+
+export default TooltipSection;
--- a/Show More
+++ b/Show More