Merge remote-tracking branch 'origin/main' into issue_5947

fix: address comments
fix(explorer): guard saved-view URL params against non-JSON values (#12706 )
2026-08-29 07:40:34 +01:00 · 2026-08-28 20:28:22 +05:30 · 2026-08-28 20:25:14 +05:30 · 2026-08-28 06:40:25 +00:00 · 2026-08-27 13:22:27 +00:00 · 2026-08-27 12:43:34 +00:00
120 changed files with 7952 additions and 1586 deletions
--- a/.github/workflows/integrationci.yaml
+++ b/.github/workflows/integrationci.yaml
@@ -50,6 +50,7 @@ jobs:
          - logspipelines
          - passwordauthn
          - preference
+          - quickfilter
          - querierlogs
          - queriertraces
          - queriermetrics
@@ -62,6 +63,7 @@ jobs:
          - role
          - rootuser
          - savedview
+          - semconvfamilies
          - serviceaccount
          - spanmapper
          - querier_json_body
--- a/docs/api/openapi.yml
+++ b/docs/api/openapi.yml
@@ -2559,6 +2559,7 @@ components:
      - factor-api-key
      - license
      - subscription
+      - deployment-host
      - logs
      - traces
      - metrics
@@ -5641,15 +5642,6 @@ components:
      - total
      - endTimeBeforeRetention
      type: object
-    LicensetypesGettableLicense:
-      additionalProperties: {}
-      nullable: true
-      type: object
-    LicensetypesPostableLicense:
-      properties:
-        key:
-          type: string
-      type: object
    LlmpricingruletypesGettablePricingRules:
      properties:
        items:
@@ -7391,6 +7383,26 @@ components:
      - custom
      - text
      type: string
+    QuickfiltertypesSignalFilters:
+      properties:
+        filters:
+          items:
+            $ref: '#/components/schemas/TelemetrytypesTelemetryFieldKey'
+          nullable: true
+          type: array
+        signal:
+          type: string
+      type: object
+    QuickfiltertypesUpdatableQuickFilters:
+      properties:
+        filters:
+          items:
+            $ref: '#/components/schemas/TelemetrytypesTelemetryFieldKey'
+          nullable: true
+          type: array
+        signal:
+          type: string
+      type: object
    RenderErrorResponse:
      properties:
        error:
@@ -8019,6 +8031,7 @@ components:
      - logs
      - metrics
      - meter
+      - ai_observability
      type: string
    SavedviewtypesUpdatableSavedView:
      properties:
@@ -8809,6 +8822,7 @@ components:
      - span
      - trace
      - resource
+      - scope
      - attribute
      - body
      - ""
@@ -15476,10 +15490,8 @@ paths:
                $ref: '#/components/schemas/RenderErrorResponse'
          description: Internal Server Error
      security:
-      - api_key:
-        - VIEWER
-      - tokenizer:
-        - VIEWER
+      - api_key: []
+      - tokenizer: []
      summary: Get features
      tags:
      - features
@@ -18327,6 +18339,165 @@ paths:
      summary: Get query range result (v2)
      tags:
      - dashboard
+  /api/v2/quick_filters:
+    get:
+      deprecated: false
+      description: Returns the org's quick filters for every signal, each filter as
+        a telemetry field key.
+      operationId: ListQuickFilters
+      responses:
+        "200":
+          content:
+            application/json:
+              schema:
+                properties:
+                  data:
+                    items:
+                      $ref: '#/components/schemas/QuickfiltertypesSignalFilters'
+                    nullable: true
+                    type: array
+                  status:
+                    type: string
+                required:
+                - status
+                - data
+                type: object
+          description: OK
+        "400":
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/RenderErrorResponse'
+          description: Bad Request
+        "401":
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/RenderErrorResponse'
+          description: Unauthorized
+        "403":
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/RenderErrorResponse'
+          description: Forbidden
+        "500":
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/RenderErrorResponse'
+          description: Internal Server Error
+      security:
+      - api_key:
+        - quick-filter:list
+      - tokenizer:
+        - quick-filter:list
+      summary: List quick filters
+      tags:
+      - quick_filter
+    put:
+      deprecated: false
+      description: Replaces the org's quick filters for the signal named in the body.
+      operationId: UpdateQuickFilters
+      requestBody:
+        content:
+          application/json:
+            schema:
+              $ref: '#/components/schemas/QuickfiltertypesUpdatableQuickFilters'
+      responses:
+        "204":
+          description: No Content
+        "400":
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/RenderErrorResponse'
+          description: Bad Request
+        "401":
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/RenderErrorResponse'
+          description: Unauthorized
+        "403":
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/RenderErrorResponse'
+          description: Forbidden
+        "500":
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/RenderErrorResponse'
+          description: Internal Server Error
+      security:
+      - api_key:
+        - quick-filter:update
+      - tokenizer:
+        - quick-filter:update
+      summary: Update quick filters
+      tags:
+      - quick_filter
+  /api/v2/quick_filters/{signal_name}:
+    get:
+      deprecated: false
+      description: Returns the org's quick filters for one signal, each filter as
+        a telemetry field key.
+      operationId: GetQuickFilters
+      parameters:
+      - in: path
+        name: signal_name
+        required: true
+        schema:
+          type: string
+      responses:
+        "200":
+          content:
+            application/json:
+              schema:
+                properties:
+                  data:
+                    $ref: '#/components/schemas/QuickfiltertypesSignalFilters'
+                  status:
+                    type: string
+                required:
+                - status
+                - data
+                type: object
+          description: OK
+        "400":
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/RenderErrorResponse'
+          description: Bad Request
+        "401":
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/RenderErrorResponse'
+          description: Unauthorized
+        "403":
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/RenderErrorResponse'
+          description: Forbidden
+        "500":
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/RenderErrorResponse'
+          description: Internal Server Error
+      security:
+      - api_key:
+        - quick-filter:read
+      - tokenizer:
+        - quick-filter:read
+      summary: Get a signal's quick filters
+      tags:
+      - quick_filter
  /api/v2/readyz:
    get:
      operationId: Readyz
@@ -23951,9 +24122,9 @@ paths:
          description: Internal Server Error
      security:
      - api_key:
-        - VIEWER
+        - deployment-host:list
      - tokenizer:
-        - VIEWER
+        - deployment-host:list
      summary: Get host info from Zeus.
      tags:
      - zeus
@@ -24007,9 +24178,9 @@ paths:
          description: Internal Server Error
      security:
      - api_key:
-        - ADMIN
+        - deployment-host:update
      - tokenizer:
-        - ADMIN
+        - deployment-host:update
      summary: Put host in Zeus for a deployment.
      tags:
      - zeus
@@ -24070,166 +24241,6 @@ paths:
      summary: Put profile in Zeus for a deployment.
      tags:
      - zeus
-  /api/v3/licenses:
-    post:
-      deprecated: false
-      description: This endpoint validates the license key with upstream and activates
-        the license for the organization.
-      operationId: ActivateLicense
-      requestBody:
-        content:
-          application/json:
-            schema:
-              $ref: '#/components/schemas/LicensetypesPostableLicense'
-      responses:
-        "202":
-          description: Accepted
-        "400":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Bad Request
-        "401":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Unauthorized
-        "403":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Forbidden
-        "404":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Not Found
-        "409":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Conflict
-        "500":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Internal Server Error
-      security:
-      - api_key:
-        - license:create
-      - tokenizer:
-        - license:create
-      summary: Activate a license.
-      tags:
-      - licenses
-    put:
-      deprecated: false
-      description: This endpoint refreshes the active license of the organization
-        from upstream.
-      operationId: RefreshLicense
-      responses:
-        "204":
-          description: No Content
-        "400":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Bad Request
-        "401":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Unauthorized
-        "403":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Forbidden
-        "404":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Not Found
-        "500":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Internal Server Error
-      security:
-      - api_key:
-        - license:update
-      - tokenizer:
-        - license:update
-      summary: Refresh the active license.
-      tags:
-      - licenses
-  /api/v3/licenses/active:
-    get:
-      deprecated: false
-      description: This endpoint gets the active license of the organization.
-      operationId: GetActiveLicense
-      responses:
-        "200":
-          content:
-            application/json:
-              schema:
-                properties:
-                  data:
-                    $ref: '#/components/schemas/LicensetypesGettableLicense'
-                  status:
-                    type: string
-                required:
-                - status
-                - data
-                type: object
-          description: OK
-        "400":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Bad Request
-        "401":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Unauthorized
-        "403":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Forbidden
-        "404":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Not Found
-        "500":
-          content:
-            application/json:
-              schema:
-                $ref: '#/components/schemas/RenderErrorResponse'
-          description: Internal Server Error
-      security:
-      - api_key: []
-      - tokenizer: []
-      summary: Get the active license.
-      tags:
-      - licenses
  /api/v3/metrics/dashboards:
    get:
      deprecated: false
--- a/ee/licensing/httplicensing/api.go
+++ b/ee/licensing/httplicensing/api.go
@@ -1,4 +1,4 @@
-package licensing
+package httplicensing

 import (
 	"context"
@@ -8,20 +8,21 @@ import (

 	"github.com/SigNoz/signoz/pkg/errors"
 	"github.com/SigNoz/signoz/pkg/http/render"
+	"github.com/SigNoz/signoz/pkg/licensing"
 	"github.com/SigNoz/signoz/pkg/types/authtypes"
 	"github.com/SigNoz/signoz/pkg/types/licensetypes"
 	"github.com/SigNoz/signoz/pkg/valuer"
 )

-type handler struct {
-	licensing Licensing
+type licensingAPI struct {
+	licensing licensing.Licensing
 }

-func NewHandler(licensing Licensing) Handler {
-	return &handler{licensing: licensing}
+func NewLicensingAPI(licensing licensing.Licensing) licensing.API {
+	return &licensingAPI{licensing: licensing}
 }

-func (handler *handler) Activate(rw http.ResponseWriter, r *http.Request) {
+func (api *licensingAPI) Activate(rw http.ResponseWriter, r *http.Request) {
 	ctx, cancel := context.WithTimeout(r.Context(), 10*time.Second)
 	defer cancel()

@@ -44,7 +45,7 @@ func (handler *handler) Activate(rw http.ResponseWriter, r *http.Request) {
 		return
 	}

-	err = handler.licensing.Activate(r.Context(), orgID, req.Key)
+	err = api.licensing.Activate(r.Context(), orgID, req.Key)
 	if err != nil {
 		render.Error(rw, err)
 		return
@@ -53,7 +54,7 @@ func (handler *handler) Activate(rw http.ResponseWriter, r *http.Request) {
 	render.Success(rw, http.StatusAccepted, nil)
 }

-func (handler *handler) GetActive(rw http.ResponseWriter, r *http.Request) {
+func (api *licensingAPI) GetActive(rw http.ResponseWriter, r *http.Request) {
 	ctx, cancel := context.WithTimeout(r.Context(), 10*time.Second)
 	defer cancel()

@@ -69,7 +70,7 @@ func (handler *handler) GetActive(rw http.ResponseWriter, r *http.Request) {
 		return
 	}

-	license, err := handler.licensing.GetActive(r.Context(), orgID)
+	license, err := api.licensing.GetActive(r.Context(), orgID)
 	if err != nil {
 		render.Error(rw, err)
 		return
@@ -79,7 +80,7 @@ func (handler *handler) GetActive(rw http.ResponseWriter, r *http.Request) {
 	render.Success(rw, http.StatusOK, gettableLicense)
 }

-func (handler *handler) Refresh(rw http.ResponseWriter, r *http.Request) {
+func (api *licensingAPI) Refresh(rw http.ResponseWriter, r *http.Request) {
 	ctx, cancel := context.WithTimeout(r.Context(), 10*time.Second)
 	defer cancel()

@@ -95,7 +96,7 @@ func (handler *handler) Refresh(rw http.ResponseWriter, r *http.Request) {
 		return
 	}

-	err = handler.licensing.Refresh(r.Context(), orgID)
+	err = api.licensing.Refresh(r.Context(), orgID)
 	if err != nil {
 		render.Error(rw, err)
 		return
@@ -104,7 +105,7 @@ func (handler *handler) Refresh(rw http.ResponseWriter, r *http.Request) {
 	render.Success(rw, http.StatusNoContent, nil)
 }

-func (handler *handler) Checkout(rw http.ResponseWriter, r *http.Request) {
+func (api *licensingAPI) Checkout(rw http.ResponseWriter, r *http.Request) {
 	ctx, cancel := context.WithTimeout(r.Context(), 10*time.Second)
 	defer cancel()

@@ -126,7 +127,7 @@ func (handler *handler) Checkout(rw http.ResponseWriter, r *http.Request) {
 		return
 	}

-	gettableSubscription, err := handler.licensing.Checkout(ctx, orgID, req)
+	gettableSubscription, err := api.licensing.Checkout(ctx, orgID, req)
 	if err != nil {
 		render.Error(rw, err)
 		return
@@ -135,7 +136,7 @@ func (handler *handler) Checkout(rw http.ResponseWriter, r *http.Request) {
 	render.Success(rw, http.StatusCreated, gettableSubscription)
 }

-func (handler *handler) Portal(rw http.ResponseWriter, r *http.Request) {
+func (api *licensingAPI) Portal(rw http.ResponseWriter, r *http.Request) {
 	ctx, cancel := context.WithTimeout(r.Context(), 10*time.Second)
 	defer cancel()

@@ -157,7 +158,7 @@ func (handler *handler) Portal(rw http.ResponseWriter, r *http.Request) {
 		return
 	}

-	gettableSubscription, err := handler.licensing.Portal(ctx, orgID, req)
+	gettableSubscription, err := api.licensing.Portal(ctx, orgID, req)
 	if err != nil {
 		render.Error(rw, err)
 		return
--- a/ee/query-service/app/api/api.go
+++ b/ee/query-service/app/api/api.go
@@ -4,10 +4,10 @@ import (
 	"net/http"
 	"time"

+	"github.com/SigNoz/signoz/ee/licensing/httplicensing"
 	"github.com/SigNoz/signoz/ee/query-service/usage"
 	"github.com/SigNoz/signoz/pkg/global"
 	"github.com/SigNoz/signoz/pkg/http/middleware"
-	"github.com/SigNoz/signoz/pkg/licensing"
 	baseapp "github.com/SigNoz/signoz/pkg/query-service/app"
 	"github.com/SigNoz/signoz/pkg/query-service/app/integrations"
 	"github.com/SigNoz/signoz/pkg/query-service/app/logparsingpipeline"
@@ -42,7 +42,7 @@ func NewAPIHandler(opts APIHandlerOptions, signoz *signoz.SigNoz, config signoz.
 		IntegrationsController:        opts.IntegrationsController,
 		LogsParsingPipelineController: opts.LogsParsingPipelineController,
 		FluxInterval:                  opts.FluxInterval,
-		LicensingHandler:              licensing.NewHandler(signoz.Licensing),
+		LicensingAPI:                  httplicensing.NewLicensingAPI(signoz.Licensing),
 		Signoz:                        signoz,
 		QueryParserAPI:                queryparser.NewAPI(signoz.Instrumentation.ToProviderSettings(), signoz.QueryParser),
 	}, config)
@@ -67,14 +67,19 @@ func (ah *APIHandler) RegisterRoutes(router *mux.Router, am *middleware.AuthZ) {
 	// note: add ee override methods first

 	// routes available only in ee version
-	router.HandleFunc("/api/v1/features", am.ViewAccess(ah.getFeatureFlags)).Methods(http.MethodGet)
+	router.HandleFunc("/api/v1/features", am.OpenAccess(ah.getFeatureFlags)).Methods(http.MethodGet)

 	// base overrides
 	router.HandleFunc("/api/v1/version", am.OpenAccess(ah.getVersion)).Methods(http.MethodGet)

-	router.HandleFunc("/api/v1/checkout", am.AdminAccess(ah.LicensingHandler.Checkout)).Methods(http.MethodPost)
+	router.HandleFunc("/api/v1/checkout", am.AdminAccess(ah.LicensingAPI.Checkout)).Methods(http.MethodPost)
 	router.HandleFunc("/api/v1/billing", am.AdminAccess(ah.getBilling)).Methods(http.MethodGet)
-	router.HandleFunc("/api/v1/portal", am.AdminAccess(ah.LicensingHandler.Portal)).Methods(http.MethodPost)
+	router.HandleFunc("/api/v1/portal", am.AdminAccess(ah.LicensingAPI.Portal)).Methods(http.MethodPost)
+
+	// v3
+	router.HandleFunc("/api/v3/licenses", am.AdminAccess(ah.LicensingAPI.Activate)).Methods(http.MethodPost)
+	router.HandleFunc("/api/v3/licenses", am.AdminAccess(ah.LicensingAPI.Refresh)).Methods(http.MethodPut)
+	router.HandleFunc("/api/v3/licenses/active", am.ViewAccess(ah.LicensingAPI.GetActive)).Methods(http.MethodGet)

 	// v4
 	router.HandleFunc("/api/v4/query_range", am.ViewAccess(ah.queryRangeV4)).Methods(http.MethodPost)
--- a/frontend/src/api/generated/services/licenses/index.ts
+++ b/frontend/src/api/generated/services/licenses/index.ts
@@ -1,268 +0,0 @@
-/**
- * ! Do not edit manually
- * * The file has been auto-generated using Orval for SigNoz
- * * regenerate with 'pnpm generate:api'
- * SigNoz
- */
-import { useMutation, useQuery } from 'react-query';
-import type {
-	InvalidateOptions,
-	MutationFunction,
-	QueryClient,
-	QueryFunction,
-	QueryKey,
-	UseMutationOptions,
-	UseMutationResult,
-	UseQueryOptions,
-	UseQueryResult,
-} from 'react-query';
-
-import type {
-	GetActiveLicense200,
-	LicensetypesPostableLicenseDTO,
-	RenderErrorResponseDTO,
-} from '../sigNoz.schemas';
-
-import { GeneratedAPIInstance } from '../../../generatedAPIInstance';
-import type { ErrorType, BodyType } from '../../../generatedAPIInstance';
-
-/**
- * This endpoint validates the license key with upstream and activates the license for the organization.
- * @summary Activate a license.
- */
-export const activateLicense = (
-	licensetypesPostableLicenseDTO?: BodyType<LicensetypesPostableLicenseDTO>,
-	signal?: AbortSignal,
-) => {
-	return GeneratedAPIInstance<void>({
-		url: `/api/v3/licenses`,
-		method: 'POST',
-		headers: { 'Content-Type': 'application/json' },
-		data: licensetypesPostableLicenseDTO,
-		signal,
-	});
-};
-
-export const getActivateLicenseMutationOptions = <
-	TError = ErrorType<RenderErrorResponseDTO>,
-	TContext = unknown,
->(options?: {
-	mutation?: UseMutationOptions<
-		Awaited<ReturnType<typeof activateLicense>>,
-		TError,
-		{ data?: BodyType<LicensetypesPostableLicenseDTO> },
-		TContext
-	>;
-}): UseMutationOptions<
-	Awaited<ReturnType<typeof activateLicense>>,
-	TError,
-	{ data?: BodyType<LicensetypesPostableLicenseDTO> },
-	TContext
-> => {
-	const mutationKey = ['activateLicense'];
-	const { mutation: mutationOptions } = options
-		? options.mutation &&
-			'mutationKey' in options.mutation &&
-			options.mutation.mutationKey
-			? options
-			: { ...options, mutation: { ...options.mutation, mutationKey } }
-		: { mutation: { mutationKey } };
-
-	const mutationFn: MutationFunction<
-		Awaited<ReturnType<typeof activateLicense>>,
-		{ data?: BodyType<LicensetypesPostableLicenseDTO> }
-	> = (props) => {
-		const { data } = props ?? {};
-
-		return activateLicense(data);
-	};
-
-	return { mutationFn, ...mutationOptions };
-};
-
-export type ActivateLicenseMutationResult = NonNullable<
-	Awaited<ReturnType<typeof activateLicense>>
->;
-export type ActivateLicenseMutationBody =
-	| BodyType<LicensetypesPostableLicenseDTO>
-	| undefined;
-export type ActivateLicenseMutationError = ErrorType<RenderErrorResponseDTO>;
-
-/**
- * @summary Activate a license.
- */
-export const useActivateLicense = <
-	TError = ErrorType<RenderErrorResponseDTO>,
-	TContext = unknown,
->(options?: {
-	mutation?: UseMutationOptions<
-		Awaited<ReturnType<typeof activateLicense>>,
-		TError,
-		{ data?: BodyType<LicensetypesPostableLicenseDTO> },
-		TContext
-	>;
-}): UseMutationResult<
-	Awaited<ReturnType<typeof activateLicense>>,
-	TError,
-	{ data?: BodyType<LicensetypesPostableLicenseDTO> },
-	TContext
-> => {
-	return useMutation(getActivateLicenseMutationOptions(options));
-};
-/**
- * This endpoint refreshes the active license of the organization from upstream.
- * @summary Refresh the active license.
- */
-export const refreshLicense = (signal?: AbortSignal) => {
-	return GeneratedAPIInstance<void>({
-		url: `/api/v3/licenses`,
-		method: 'PUT',
-		signal,
-	});
-};
-
-export const getRefreshLicenseMutationOptions = <
-	TError = ErrorType<RenderErrorResponseDTO>,
-	TContext = unknown,
->(options?: {
-	mutation?: UseMutationOptions<
-		Awaited<ReturnType<typeof refreshLicense>>,
-		TError,
-		void,
-		TContext
-	>;
-}): UseMutationOptions<
-	Awaited<ReturnType<typeof refreshLicense>>,
-	TError,
-	void,
-	TContext
-> => {
-	const mutationKey = ['refreshLicense'];
-	const { mutation: mutationOptions } = options
-		? options.mutation &&
-			'mutationKey' in options.mutation &&
-			options.mutation.mutationKey
-			? options
-			: { ...options, mutation: { ...options.mutation, mutationKey } }
-		: { mutation: { mutationKey } };
-
-	const mutationFn: MutationFunction<
-		Awaited<ReturnType<typeof refreshLicense>>,
-		void
-	> = () => {
-		return refreshLicense();
-	};
-
-	return { mutationFn, ...mutationOptions };
-};
-
-export type RefreshLicenseMutationResult = NonNullable<
-	Awaited<ReturnType<typeof refreshLicense>>
->;
-
-export type RefreshLicenseMutationError = ErrorType<RenderErrorResponseDTO>;
-
-/**
- * @summary Refresh the active license.
- */
-export const useRefreshLicense = <
-	TError = ErrorType<RenderErrorResponseDTO>,
-	TContext = unknown,
->(options?: {
-	mutation?: UseMutationOptions<
-		Awaited<ReturnType<typeof refreshLicense>>,
-		TError,
-		void,
-		TContext
-	>;
-}): UseMutationResult<
-	Awaited<ReturnType<typeof refreshLicense>>,
-	TError,
-	void,
-	TContext
-> => {
-	return useMutation(getRefreshLicenseMutationOptions(options));
-};
-/**
- * This endpoint gets the active license of the organization.
- * @summary Get the active license.
- */
-export const getActiveLicense = (signal?: AbortSignal) => {
-	return GeneratedAPIInstance<GetActiveLicense200>({
-		url: `/api/v3/licenses/active`,
-		method: 'GET',
-		signal,
-	});
-};
-
-export const getGetActiveLicenseQueryKey = () => {
-	return [`/api/v3/licenses/active`] as const;
-};
-
-export const getGetActiveLicenseQueryOptions = <
-	TData = Awaited<ReturnType<typeof getActiveLicense>>,
-	TError = ErrorType<RenderErrorResponseDTO>,
->(options?: {
-	query?: UseQueryOptions<
-		Awaited<ReturnType<typeof getActiveLicense>>,
-		TError,
-		TData
-	>;
-}) => {
-	const { query: queryOptions } = options ?? {};
-
-	const queryKey = queryOptions?.queryKey ?? getGetActiveLicenseQueryKey();
-
-	const queryFn: QueryFunction<Awaited<ReturnType<typeof getActiveLicense>>> = ({
-		signal,
-	}) => getActiveLicense(signal);
-
-	return { queryKey, queryFn, ...queryOptions } as UseQueryOptions<
-		Awaited<ReturnType<typeof getActiveLicense>>,
-		TError,
-		TData
-	> & { queryKey: QueryKey };
-};
-
-export type GetActiveLicenseQueryResult = NonNullable<
-	Awaited<ReturnType<typeof getActiveLicense>>
->;
-export type GetActiveLicenseQueryError = ErrorType<RenderErrorResponseDTO>;
-
-/**
- * @summary Get the active license.
- */
-
-export function useGetActiveLicense<
-	TData = Awaited<ReturnType<typeof getActiveLicense>>,
-	TError = ErrorType<RenderErrorResponseDTO>,
->(options?: {
-	query?: UseQueryOptions<
-		Awaited<ReturnType<typeof getActiveLicense>>,
-		TError,
-		TData
-	>;
-}): UseQueryResult<TData, TError> & { queryKey: QueryKey } {
-	const queryOptions = getGetActiveLicenseQueryOptions(options);
-
-	const query = useQuery(queryOptions) as UseQueryResult<TData, TError> & {
-		queryKey: QueryKey;
-	};
-
-	return { ...query, queryKey: queryOptions.queryKey };
-}
-
-/**
- * @summary Get the active license.
- */
-export const invalidateGetActiveLicense = async (
-	queryClient: QueryClient,
-	options?: InvalidateOptions,
-): Promise<QueryClient> => {
-	await queryClient.invalidateQueries(
-		{ queryKey: getGetActiveLicenseQueryKey() },
-		options,
-	);
-
-	return queryClient;
-};
--- a/frontend/src/api/generated/services/quick-filter/index.ts
+++ b/frontend/src/api/generated/services/quick-filter/index.ts
@@ -0,0 +1,298 @@
+/**
+ * ! Do not edit manually
+ * * The file has been auto-generated using Orval for SigNoz
+ * * regenerate with 'pnpm generate:api'
+ * SigNoz
+ */
+import { useMutation, useQuery } from 'react-query';
+import type {
+	InvalidateOptions,
+	MutationFunction,
+	QueryClient,
+	QueryFunction,
+	QueryKey,
+	UseMutationOptions,
+	UseMutationResult,
+	UseQueryOptions,
+	UseQueryResult,
+} from 'react-query';
+
+import type {
+	GetQuickFilters200,
+	GetQuickFiltersPathParameters,
+	ListQuickFilters200,
+	QuickfiltertypesUpdatableQuickFiltersDTO,
+	RenderErrorResponseDTO,
+} from '../sigNoz.schemas';
+
+import { GeneratedAPIInstance } from '../../../generatedAPIInstance';
+import type { ErrorType, BodyType } from '../../../generatedAPIInstance';
+
+/**
+ * Returns the org's quick filters for every signal, each filter as a telemetry field key.
+ * @summary List quick filters
+ */
+export const listQuickFilters = (signal?: AbortSignal) => {
+	return GeneratedAPIInstance<ListQuickFilters200>({
+		url: `/api/v2/quick_filters`,
+		method: 'GET',
+		signal,
+	});
+};
+
+export const getListQuickFiltersQueryKey = () => {
+	return [`/api/v2/quick_filters`] as const;
+};
+
+export const getListQuickFiltersQueryOptions = <
+	TData = Awaited<ReturnType<typeof listQuickFilters>>,
+	TError = ErrorType<RenderErrorResponseDTO>,
+>(options?: {
+	query?: UseQueryOptions<
+		Awaited<ReturnType<typeof listQuickFilters>>,
+		TError,
+		TData
+	>;
+}) => {
+	const { query: queryOptions } = options ?? {};
+
+	const queryKey = queryOptions?.queryKey ?? getListQuickFiltersQueryKey();
+
+	const queryFn: QueryFunction<Awaited<ReturnType<typeof listQuickFilters>>> = ({
+		signal,
+	}) => listQuickFilters(signal);
+
+	return { queryKey, queryFn, ...queryOptions } as UseQueryOptions<
+		Awaited<ReturnType<typeof listQuickFilters>>,
+		TError,
+		TData
+	> & { queryKey: QueryKey };
+};
+
+export type ListQuickFiltersQueryResult = NonNullable<
+	Awaited<ReturnType<typeof listQuickFilters>>
+>;
+export type ListQuickFiltersQueryError = ErrorType<RenderErrorResponseDTO>;
+
+/**
+ * @summary List quick filters
+ */
+
+export function useListQuickFilters<
+	TData = Awaited<ReturnType<typeof listQuickFilters>>,
+	TError = ErrorType<RenderErrorResponseDTO>,
+>(options?: {
+	query?: UseQueryOptions<
+		Awaited<ReturnType<typeof listQuickFilters>>,
+		TError,
+		TData
+	>;
+}): UseQueryResult<TData, TError> & { queryKey: QueryKey } {
+	const queryOptions = getListQuickFiltersQueryOptions(options);
+
+	const query = useQuery(queryOptions) as UseQueryResult<TData, TError> & {
+		queryKey: QueryKey;
+	};
+
+	return { ...query, queryKey: queryOptions.queryKey };
+}
+
+/**
+ * @summary List quick filters
+ */
+export const invalidateListQuickFilters = async (
+	queryClient: QueryClient,
+	options?: InvalidateOptions,
+): Promise<QueryClient> => {
+	await queryClient.invalidateQueries(
+		{ queryKey: getListQuickFiltersQueryKey() },
+		options,
+	);
+
+	return queryClient;
+};
+
+/**
+ * Replaces the org's quick filters for the signal named in the body.
+ * @summary Update quick filters
+ */
+export const updateQuickFilters = (
+	quickfiltertypesUpdatableQuickFiltersDTO?: BodyType<QuickfiltertypesUpdatableQuickFiltersDTO>,
+	signal?: AbortSignal,
+) => {
+	return GeneratedAPIInstance<void>({
+		url: `/api/v2/quick_filters`,
+		method: 'PUT',
+		headers: { 'Content-Type': 'application/json' },
+		data: quickfiltertypesUpdatableQuickFiltersDTO,
+		signal,
+	});
+};
+
+export const getUpdateQuickFiltersMutationOptions = <
+	TError = ErrorType<RenderErrorResponseDTO>,
+	TContext = unknown,
+>(options?: {
+	mutation?: UseMutationOptions<
+		Awaited<ReturnType<typeof updateQuickFilters>>,
+		TError,
+		{ data?: BodyType<QuickfiltertypesUpdatableQuickFiltersDTO> },
+		TContext
+	>;
+}): UseMutationOptions<
+	Awaited<ReturnType<typeof updateQuickFilters>>,
+	TError,
+	{ data?: BodyType<QuickfiltertypesUpdatableQuickFiltersDTO> },
+	TContext
+> => {
+	const mutationKey = ['updateQuickFilters'];
+	const { mutation: mutationOptions } = options
+		? options.mutation &&
+			'mutationKey' in options.mutation &&
+			options.mutation.mutationKey
+			? options
+			: { ...options, mutation: { ...options.mutation, mutationKey } }
+		: { mutation: { mutationKey } };
+
+	const mutationFn: MutationFunction<
+		Awaited<ReturnType<typeof updateQuickFilters>>,
+		{ data?: BodyType<QuickfiltertypesUpdatableQuickFiltersDTO> }
+	> = (props) => {
+		const { data } = props ?? {};
+
+		return updateQuickFilters(data);
+	};
+
+	return { mutationFn, ...mutationOptions };
+};
+
+export type UpdateQuickFiltersMutationResult = NonNullable<
+	Awaited<ReturnType<typeof updateQuickFilters>>
+>;
+export type UpdateQuickFiltersMutationBody =
+	| BodyType<QuickfiltertypesUpdatableQuickFiltersDTO>
+	| undefined;
+export type UpdateQuickFiltersMutationError = ErrorType<RenderErrorResponseDTO>;
+
+/**
+ * @summary Update quick filters
+ */
+export const useUpdateQuickFilters = <
+	TError = ErrorType<RenderErrorResponseDTO>,
+	TContext = unknown,
+>(options?: {
+	mutation?: UseMutationOptions<
+		Awaited<ReturnType<typeof updateQuickFilters>>,
+		TError,
+		{ data?: BodyType<QuickfiltertypesUpdatableQuickFiltersDTO> },
+		TContext
+	>;
+}): UseMutationResult<
+	Awaited<ReturnType<typeof updateQuickFilters>>,
+	TError,
+	{ data?: BodyType<QuickfiltertypesUpdatableQuickFiltersDTO> },
+	TContext
+> => {
+	return useMutation(getUpdateQuickFiltersMutationOptions(options));
+};
+/**
+ * Returns the org's quick filters for one signal, each filter as a telemetry field key.
+ * @summary Get a signal's quick filters
+ */
+export const getQuickFilters = (
+	{ signalName }: GetQuickFiltersPathParameters,
+	signal?: AbortSignal,
+) => {
+	return GeneratedAPIInstance<GetQuickFilters200>({
+		url: `/api/v2/quick_filters/${signalName}`,
+		method: 'GET',
+		signal,
+	});
+};
+
+export const getGetQuickFiltersQueryKey = ({
+	signalName,
+}: GetQuickFiltersPathParameters) => {
+	return [`/api/v2/quick_filters/${signalName}`] as const;
+};
+
+export const getGetQuickFiltersQueryOptions = <
+	TData = Awaited<ReturnType<typeof getQuickFilters>>,
+	TError = ErrorType<RenderErrorResponseDTO>,
+>(
+	{ signalName }: GetQuickFiltersPathParameters,
+	options?: {
+		query?: UseQueryOptions<
+			Awaited<ReturnType<typeof getQuickFilters>>,
+			TError,
+			TData
+		>;
+	},
+) => {
+	const { query: queryOptions } = options ?? {};
+
+	const queryKey =
+		queryOptions?.queryKey ?? getGetQuickFiltersQueryKey({ signalName });
+
+	const queryFn: QueryFunction<Awaited<ReturnType<typeof getQuickFilters>>> = ({
+		signal,
+	}) => getQuickFilters({ signalName }, signal);
+
+	return {
+		queryKey,
+		queryFn,
+		enabled: !!signalName,
+		...queryOptions,
+	} as UseQueryOptions<
+		Awaited<ReturnType<typeof getQuickFilters>>,
+		TError,
+		TData
+	> & { queryKey: QueryKey };
+};
+
+export type GetQuickFiltersQueryResult = NonNullable<
+	Awaited<ReturnType<typeof getQuickFilters>>
+>;
+export type GetQuickFiltersQueryError = ErrorType<RenderErrorResponseDTO>;
+
+/**
+ * @summary Get a signal's quick filters
+ */
+
+export function useGetQuickFilters<
+	TData = Awaited<ReturnType<typeof getQuickFilters>>,
+	TError = ErrorType<RenderErrorResponseDTO>,
+>(
+	{ signalName }: GetQuickFiltersPathParameters,
+	options?: {
+		query?: UseQueryOptions<
+			Awaited<ReturnType<typeof getQuickFilters>>,
+			TError,
+			TData
+		>;
+	},
+): UseQueryResult<TData, TError> & { queryKey: QueryKey } {
+	const queryOptions = getGetQuickFiltersQueryOptions({ signalName }, options);
+
+	const query = useQuery(queryOptions) as UseQueryResult<TData, TError> & {
+		queryKey: QueryKey;
+	};
+
+	return { ...query, queryKey: queryOptions.queryKey };
+}
+
+/**
+ * @summary Get a signal's quick filters
+ */
+export const invalidateGetQuickFilters = async (
+	queryClient: QueryClient,
+	{ signalName }: GetQuickFiltersPathParameters,
+	options?: InvalidateOptions,
+): Promise<QueryClient> => {
+	await queryClient.invalidateQueries(
+		{ queryKey: getGetQuickFiltersQueryKey({ signalName }) },
+		options,
+	);
+
+	return queryClient;
+};
--- a/frontend/src/api/generated/services/sigNoz.schemas.ts
+++ b/frontend/src/api/generated/services/sigNoz.schemas.ts
@@ -2175,6 +2175,7 @@ export enum CoretypesKindDTO {
 	'factor-api-key' = 'factor-api-key',
 	license = 'license',
 	subscription = 'subscription',
+	'deployment-host' = 'deployment-host',
 	logs = 'logs',
 	traces = 'traces',
 	metrics = 'metrics',
@@ -3492,6 +3493,7 @@ export enum TelemetrytypesFieldContextDTO {
 	span = 'span',
 	trace = 'trace',
 	resource = 'resource',
+	scope = 'scope',
 	attribute = 'attribute',
 	body = 'body',
 	'' = '',
@@ -7171,21 +7173,6 @@ export interface InframonitoringtypesVolumesDTO {
 	warning?: Querybuildertypesv5QueryWarnDataDTO;
 }

-export type LicensetypesGettableLicenseDTOAnyOf = { [key: string]: unknown };
-
-/**
- * @nullable
- */
-export type LicensetypesGettableLicenseDTO =
-	LicensetypesGettableLicenseDTOAnyOf | null;
-
-export interface LicensetypesPostableLicenseDTO {
-	/**
-	 * @type string
-	 */
-	key?: string;
-}
-
 /**
 * @nullable
 */
@@ -8450,6 +8437,28 @@ export enum Querybuildertypesv5QueryTypeDTO {
 	clickhouse_sql = 'clickhouse_sql',
 	promql = 'promql',
 }
+export interface QuickfiltertypesSignalFiltersDTO {
+	/**
+	 * @type array,null
+	 */
+	filters?: TelemetrytypesTelemetryFieldKeyDTO[] | null;
+	/**
+	 * @type string
+	 */
+	signal?: string;
+}
+
+export interface QuickfiltertypesUpdatableQuickFiltersDTO {
+	/**
+	 * @type array,null
+	 */
+	filters?: TelemetrytypesTelemetryFieldKeyDTO[] | null;
+	/**
+	 * @type string
+	 */
+	signal?: string;
+}
+
 export interface RenderErrorResponseDTO {
 	error: ErrorsJSONDTO;
 	/**
@@ -9036,6 +9045,7 @@ export enum SavedviewtypesSourceDTO {
 	logs = 'logs',
 	metrics = 'metrics',
 	meter = 'meter',
+	ai_observability = 'ai_observability',
 }
 export interface SavedviewtypesSavedViewSpecDTO {
 	display?: SavedviewtypesDisplayDTO;
@@ -11839,6 +11849,28 @@ export type GetPublicDashboardPanelQueryRangeV2200 = {
 	status: string;
 };

+export type ListQuickFilters200 = {
+	/**
+	 * @type array,null
+	 */
+	data: QuickfiltertypesSignalFiltersDTO[] | null;
+	/**
+	 * @type string
+	 */
+	status: string;
+};
+
+export type GetQuickFiltersPathParameters = {
+	signalName: string;
+};
+export type GetQuickFilters200 = {
+	data: QuickfiltertypesSignalFiltersDTO;
+	/**
+	 * @type string
+	 */
+	status: string;
+};
+
 export type Readyz200 = {
 	data: FactoryResponseDTO;
 	/**
@@ -12414,14 +12446,6 @@ export type GetHosts200 = {
 	status: string;
 };

-export type GetActiveLicense200 = {
-	data: LicensetypesGettableLicenseDTO | null;
-	/**
-	 * @type string
-	 */
-	status: string;
-};
-
 export type GetMetricDashboardsV2Params = {
 	/**
 	 * @type string
--- a/frontend/src/components/ExplorerCard/ExplorerCard.tsx
+++ b/frontend/src/components/ExplorerCard/ExplorerCard.tsx
@@ -7,9 +7,8 @@ import axios from 'axios';
 import TextToolTip from 'components/TextToolTip';
 import { SOMETHING_WENT_WRONG } from 'constants/api';
 import { LOCALSTORAGE } from 'constants/localStorage';
-import { QueryParams } from 'constants/query';
 import { useOptionsMenu } from 'container/OptionsMenu';
-import { useGetSearchQueryParam } from 'hooks/queryBuilder/useGetSearchQueryParam';
+import { useGetSavedViewParams } from 'hooks/saveViews/useGetSavedViewParams';
 import { useQueryBuilder } from 'hooks/queryBuilder/useQueryBuilder';
 import { useDeleteView } from 'hooks/saveViews/useDeleteView';
 import { useGetAllViews } from 'hooks/saveViews/useGetAllViews';
@@ -69,9 +68,7 @@ function ExplorerCard({
 		setIsOpen(newOpen);
 	};

-	const viewName = useGetSearchQueryParam(QueryParams.viewName) || '';
-
-	const viewKey = useGetSearchQueryParam(QueryParams.viewKey) || '';
+	const { viewName, viewKey } = useGetSavedViewParams();

 	const { options } = useOptionsMenu({
 		storageKey:
--- a/frontend/src/components/ExplorerCard/constants.ts
+++ b/frontend/src/components/ExplorerCard/constants.ts
@@ -1,5 +1,3 @@
-import { QueryParams } from 'constants/query';
-
 export const ExploreHeaderToolTip = {
 	url: 'https://signoz.io/docs/querying/overview/?utm_source=product&utm_medium=new-query-builder',
 	text: 'More details on how to use query builder',
@@ -9,5 +7,3 @@ export const SaveButtonText = {
 	SAVE_AS_NEW_VIEW: 'Save as new view',
 	SAVE_VIEW: 'Save view',
 };
-
-export type QuerySearchParamNames = QueryParams.viewName | QueryParams.viewKey;
--- a/frontend/src/components/QueryBuilderV2/QueryBuilderV2.tsx
+++ b/frontend/src/components/QueryBuilderV2/QueryBuilderV2.tsx
@@ -241,28 +241,29 @@ export const QueryBuilderV2 = memo(function QueryBuilderV2({
 						))
 					)}

-					{!showOnlyWhereClause && currentQuery.builder.queryFormulas.length > 0 && (
-						<div className="qb-formulas-container">
-							{currentQuery.builder.queryFormulas.map((formula, index) => {
-								const query =
-									currentQuery.builder.queryData[index] ||
-									currentQuery.builder.queryData[0];
+					{!showOnlyWhereClause &&
+						currentQuery.builder.queryFormulas?.length > 0 && (
+							<div className="qb-formulas-container">
+								{currentQuery.builder.queryFormulas.map((formula, index) => {
+									const query =
+										currentQuery.builder.queryData[index] ||
+										currentQuery.builder.queryData[0];

-								return (
-									<div key={formula.queryName} className="qb-formula">
-										<Formula
-											filterConfigs={filterConfigs}
-											query={query}
-											formula={formula}
-											index={index}
-											isAdditionalFilterEnable={false}
-											isQBV2
-										/>
-									</div>
-								);
-							})}
-						</div>
-					)}
+									return (
+										<div key={formula.queryName} className="qb-formula">
+											<Formula
+												filterConfigs={filterConfigs}
+												query={query}
+												formula={formula}
+												index={index}
+												isAdditionalFilterEnable={false}
+												isQBV2
+											/>
+										</div>
+									);
+								})}
+							</div>
+						)}

 					{shouldShowFooter && (
 						<QueryFooter
@@ -290,7 +291,7 @@ export const QueryBuilderV2 = memo(function QueryBuilderV2({
 							</div>
 						))}

-						{currentQuery.builder.queryFormulas.map((formula) => (
+						{currentQuery.builder.queryFormulas?.map((formula) => (
 							<div key={formula.queryName} className="formula-name">
 								{formula.queryName}
 							</div>
--- a/frontend/src/components/QueryBuilderV2/QueryV2/tests/QueryV2.test.tsx
+++ b/frontend/src/components/QueryBuilderV2/QueryV2/tests/QueryV2.test.tsx
@@ -212,6 +212,32 @@ describe('QueryBuilderV2 + QueryV2 - base render', () => {
 		expect(handleRunQueryMock).toHaveBeenCalled();
 	});

+	it('does not crash when builder.queryFormulas/queryTraceOperator are missing (partial/legacy query)', () => {
+		const currentQueryBase = baseQBContext.currentQuery as Query;
+
+		mockedUseQueryBuilder.mockReturnValue({
+			...baseQBContext,
+			currentQuery: {
+				...currentQueryBase,
+				builder: {
+					queryData: currentQueryBase.builder.queryData,
+					queryFormulas: undefined as unknown as [],
+					queryTraceOperator: undefined as unknown as [],
+				},
+			},
+		});
+
+		expect(() =>
+			render(<QueryBuilderV2 panelType={PANEL_TYPES.TABLE} version="v4" />),
+		).not.toThrow();
+
+		// query list still renders from queryData, formulas block is skipped
+		expect(document.querySelector('.query-names-section')).toBeInTheDocument();
+		expect(
+			document.querySelector('.qb-formulas-container'),
+		).not.toBeInTheDocument();
+	});
+
 	it('fx button is disabled when functions already exist', () => {
 		const currentQueryBase = baseQBContext.currentQuery as Query;
 		const supersetQueryBase = baseQBContext.supersetQuery as Query;
--- a/frontend/src/components/ServiceAccountDrawer/tests/ServiceAccountDrawer.authz.test.tsx
+++ b/frontend/src/components/ServiceAccountDrawer/tests/ServiceAccountDrawer.authz.test.tsx
@@ -4,7 +4,7 @@ import {
 } from 'mocks-server/__mockdata__/roles';
 import { rest, server } from 'mocks-server/server';
 import { NuqsTestingAdapter } from 'nuqs/adapters/testing';
-import { fireEvent, render, screen, waitFor } from 'tests/test-utils';
+import { render, screen, waitFor } from 'tests/test-utils';
 import {
 	setupAuthzAdmin,
 	setupAuthzDeny,
@@ -110,10 +110,7 @@ describe('ServiceAccountDrawer — permissions', () => {
 	it('shows PermissionDeniedCallout in Keys tab when list-keys permission is denied', async () => {
 		server.use(setupAuthzDeny(APIKeyListPermission));

-		renderDrawer();
-		await screen.findByDisplayValue('CI Bot');
-
-		fireEvent.click(screen.getByRole('radio', { name: /keys/i }));
+		renderDrawer({ account: 'sa-1', tab: 'keys' });

 		await waitFor(() => {
 			expect(screen.getByText(/list:factor-api-key/)).toBeInTheDocument();
--- a/frontend/src/container/AlertHistory/Timeline/Table/utils.ts
+++ b/frontend/src/container/AlertHistory/Timeline/Table/utils.ts
@@ -10,6 +10,7 @@ const fieldContextToSuggestionMap: Record<
 	[TelemetrytypesFieldContextDTO.attribute]: 'attribute',
 	// no maps for the following values on suggestion context
 	[TelemetrytypesFieldContextDTO.trace]: undefined,
+	[TelemetrytypesFieldContextDTO.scope]: undefined,
 	[TelemetrytypesFieldContextDTO.body]: undefined,
 	[TelemetrytypesFieldContextDTO.metric]: undefined,
 	[TelemetrytypesFieldContextDTO.log]: undefined,
--- a/frontend/src/container/ExplorerOptions/ExplorerOptions.tsx
+++ b/frontend/src/container/ExplorerOptions/ExplorerOptions.tsx
@@ -54,7 +54,7 @@ import {
 } from 'container/OptionsMenu/constants';
 import { OptionsQuery } from 'container/OptionsMenu/types';
 import { ExportDashboard } from 'hooks/dashboard/useExportDashboards';
-import { useGetSearchQueryParam } from 'hooks/queryBuilder/useGetSearchQueryParam';
+import { useGetSavedViewParams } from 'hooks/saveViews/useGetSavedViewParams';
 import { useQueryBuilder } from 'hooks/queryBuilder/useQueryBuilder';
 import { useGetAllViews } from 'hooks/saveViews/useGetAllViews';
 import { useSaveView } from 'hooks/saveViews/useSaveView';
@@ -287,8 +287,7 @@ function ExplorerOptions({

 	const compositeQuery = mapCompositeQueryFromQuery(currentQuery, panelType);

-	const viewName = useGetSearchQueryParam(QueryParams.viewName) || '';
-	const viewKey = useGetSearchQueryParam(QueryParams.viewKey) || '';
+	const { viewName, viewKey } = useGetSavedViewParams();

 	const extraData = viewsData?.data?.data?.find(
 		(view) => view.id === viewKey,
--- a/frontend/src/container/FormAlertRules/utils.ts
+++ b/frontend/src/container/FormAlertRules/utils.ts
@@ -53,17 +53,24 @@ export const getUpdatedStepInterval = (evalWindow?: string): number => {
 };

 export const getSelectedQueryOptions = (
-	queries: Array<
-		| IBuilderQuery
-		| IBuilderTraceOperator
-		| IBuilderFormula
-		| IClickHouseQuery
-		| IPromQLQuery
-	>,
-): SelectProps['options'] =>
-	queries
+	queries:
+		| Array<
+				| IBuilderQuery
+				| IBuilderTraceOperator
+				| IBuilderFormula
+				| IClickHouseQuery
+				| IPromQLQuery
+		  >
+		| undefined
+		| null,
+): SelectProps['options'] => {
+	if (!queries) {
+		return [];
+	}
+	return queries
 		.filter((query) => !query.disabled)
 		.map((query) => ({
 			label: 'queryName' in query ? query.queryName : query.name,
 			value: 'queryName' in query ? query.queryName : query.name,
 		}));
+};
--- a/frontend/src/container/LLMObservability/Explorer/Explorer.module.scss
+++ b/frontend/src/container/LLMObservability/Explorer/Explorer.module.scss
@@ -1,11 +0,0 @@
-.explorer {
-	display: flex;
-	flex-direction: column;
-	gap: var(--spacing-4);
-	padding: var(--spacing-2) var(--spacing-0);
-}
-
-.placeholder {
-	color: var(--l2-foreground);
-	font-size: var(--periscope-font-size-base);
-}
--- a/frontend/src/container/LLMObservability/Explorer/Explorer.styles.scss
+++ b/frontend/src/container/LLMObservability/Explorer/Explorer.styles.scss
@@ -0,0 +1,106 @@
+.trace-explorer-header {
+	.trace-explorer-run-query {
+		display: flex;
+		flex-direction: row-reverse;
+		align-items: center;
+		margin: 8px 16px;
+		gap: 8px;
+	}
+
+	.filter-outlined-btn {
+		border-radius: 0px 2px 2px 0px;
+		border-top: 1px solid var(--l1-border);
+		border-right: 1px solid var(--l1-border);
+		border-bottom: 1px solid var(--l1-border);
+		background: var(--l2-background);
+		box-shadow: 0px 0px 8px 0px rgba(0, 0, 0, 0.1);
+	}
+}
+
+.trace-explorer-header.single-child {
+	justify-content: flex-end;
+}
+
+.traces-explorer-views {
+	padding: 8px;
+	padding-bottom: 60px;
+	margin-bottom: 24px;
+
+	.ant-tabs-tabpane {
+		padding: 0 8px;
+	}
+}
+
+.qb-search-view-container {
+	padding: 8px;
+
+	display: flex;
+	flex-direction: row;
+	align-items: center;
+	gap: 8px;
+
+	.ant-select-selector {
+		border-radius: 2px;
+		border: 1px solid var(--l1-border) !important;
+		background: var(--l2-background) !important;
+		height: 34px !important;
+		box-sizing: border-box !important;
+	}
+}
+
+.trace-explorer-list-view {
+	flex: 1;
+}
+
+.trace-explorer-traces-view {
+	flex: 1;
+}
+
+.trace-explorer-table-view {
+	flex: 1;
+}
+
+.trace-explorer-time-series-view {
+	flex: 1;
+}
+
+.trace-explorer-page {
+	display: flex;
+
+	// Meant to fix the query builder colors
+	--input-background: var(--l2-background);
+	--input-hover-background: var(--l2-background);
+	--input-focus-background: var(--l2-background);
+	--input-border-color: var(--l2-border);
+	--input-hover-border-color: var(--internal-ant-border-color-hover);
+	--input-focus-border-color: var(--internal-ant-border-color-hover);
+
+	.filter {
+		width: 260px;
+		height: 100%;
+		min-height: 100vh;
+
+		border-right: 0px;
+		border: 1px solid var(--l1-border);
+		background-color: var(--l1-background);
+
+		> .ant-card-body {
+			padding: 0;
+			width: 258px;
+		}
+	}
+
+	.trace-explorer {
+		width: 100%;
+		background: var(--l1-background);
+
+		> .ant-card-body {
+			padding: 0;
+		}
+
+		border-color: var(--l1-border);
+	}
+	.trace-explorer.filters-expanded {
+		width: calc(100% - 260px);
+	}
+}
--- a/frontend/src/container/LLMObservability/Explorer/Explorer.tsx
+++ b/frontend/src/container/LLMObservability/Explorer/Explorer.tsx
@@ -1,13 +1,373 @@
-import styles from './Explorer.module.scss';
+import { useCallback, useEffect, useMemo, useRef, useState } from 'react';
+import { useQueryClient } from 'react-query';
+import { useSearchParams } from 'react-router-dom-v5-compat';
+import * as Sentry from '@sentry/react';
+import { Card } from 'antd';
+import logEvent from 'api/common/logEvent';
+import cx from 'classnames';
+import ExplorerCard from 'components/ExplorerCard/ExplorerCard';
+import QueryCancelledPlaceholder from 'components/QueryCancelledPlaceholder';
+import QuickFilters from 'components/QuickFilters/QuickFilters';
+import { QuickFiltersSource, SignalType } from 'components/QuickFilters/types';
+import WarningPopover from 'components/WarningPopover/WarningPopover';
+import { AVAILABLE_EXPORT_PANEL_TYPES } from 'constants/panelTypes';
+import { initialQueriesMap, PANEL_TYPES } from 'constants/queryBuilder';
+import { usePageActions } from 'container/AIAssistant/pageActions/usePageActions';
+import ExplorerOptionWrapper from 'container/ExplorerOptions/ExplorerOptionWrapper';
+import { useOptionsMenu } from 'container/OptionsMenu';
+import LeftToolbarActions from 'container/QueryBuilder/components/ToolbarActions/LeftToolbarActions';
+import RightToolbarActions from 'container/QueryBuilder/components/ToolbarActions/RightToolbarActions';
+import Toolbar from 'container/Toolbar/Toolbar';
+import {
+	getExportQueryData,
+	getQueryByPanelType,
+} from 'container/TracesExplorer/explorerUtils';
+import { ExportDashboard } from 'hooks/dashboard/useExportDashboards';
+import { useGetExportToDashboardLink } from 'hooks/dashboard/useGetExportToDashboardLink';
+import { useGetPanelTypesQueryParam } from 'hooks/queryBuilder/useGetPanelTypesQueryParam';
+import { useQueryBuilder } from 'hooks/queryBuilder/useQueryBuilder';
+import { useShareBuilderUrl } from 'hooks/queryBuilder/useShareBuilderUrl';
+import {
+	ICurrentQueryData,
+	useHandleExplorerTabChange,
+} from 'hooks/useHandleExplorerTabChange';
+import { useIsAIAssistantEnabled } from 'hooks/useIsAIAssistantEnabled';
+import { useSafeNavigate } from 'hooks/useSafeNavigate';
+import { isEmpty } from 'lodash-es';
+import ErrorBoundaryFallback from 'pages/ErrorBoundaryFallback/ErrorBoundaryFallback';
+import { ExplorerViews } from 'pages/LogsExplorer/utils';
+import {
+	tracesAddFilterAction,
+	tracesChangeViewAction,
+	tracesRunQueryAction,
+	tracesSaveViewAction,
+} from 'pages/TracesExplorer/aiActions';
+import { Warning } from 'types/api';
+import { Query } from 'types/api/queryBuilder/queryBuilderData';
+import { DataSource } from 'types/common/queryBuilder';
+import {
+	explorerViewToPanelType,
+	getExplorerViewFromUrl,
+} from 'utils/explorerUtils';
+import { v4 } from 'uuid';
+
+import { TOOLBAR_VIEWS } from './constants';
+import ListView from './ListView/ListView';
+import { defaultSelectedColumns } from './ListView/configs';
+import QuerySection from './QuerySection/QuerySection';
+import TableView from './TableView/TableView';
+import TimeSeriesView from './TimeSeriesView/TimeSeriesView';
+import TracesView from './TracesView/TracesView';
+
+import './Explorer.styles.scss';

-// Shell for the AI Observability Explorer tab. Owns the
-// /ai-observability/explorer route and is intentionally empty for now: the
-// query builder + results surface land in a follow-up.
 function Explorer(): JSX.Element {
+	const {
+		panelType,
+		updateAllQueriesOperators,
+		handleRunQuery,
+		stagedQuery,
+		handleSetConfig,
+		currentQuery,
+		handleSetQueryData,
+		redirectWithQueryBuilderData,
+	} = useQueryBuilder();
+
+	const isAIAssistantEnabled = useIsAIAssistantEnabled();
+
+	const { options } = useOptionsMenu({
+		dataSource: DataSource.TRACES,
+		aggregateOperator: 'noop',
+		initialOptions: {
+			selectColumns: defaultSelectedColumns,
+		},
+	});
+
+	const [searchParams] = useSearchParams();
+	const queryClient = useQueryClient();
+	const listQueryKeyRef = useRef<any>();
+
+	// Get panel type from URL
+	const panelTypesFromUrl = useGetPanelTypesQueryParam(PANEL_TYPES.LIST);
+	const [isLoadingQueries, setIsLoadingQueries] = useState<boolean>(false);
+	const [isCancelled, setIsCancelled] = useState(false);
+
+	useEffect(() => {
+		if (isLoadingQueries) {
+			setIsCancelled(false);
+		}
+	}, [isLoadingQueries]);
+
+	const handleCancelQuery = useCallback(() => {
+		if (listQueryKeyRef.current) {
+			queryClient.cancelQueries(listQueryKeyRef.current);
+		}
+		setIsCancelled(true);
+		// Reset loading state — the active view unmounts when cancelled, so no
+		// child will call setIsLoadingQueries(false) otherwise.
+		setIsLoadingQueries(false);
+	}, [queryClient]);
+
+	const [selectedView, setSelectedView] = useState<ExplorerViews>(() =>
+		getExplorerViewFromUrl(searchParams, panelTypesFromUrl),
+	);
+
+	const [warning, setWarning] = useState<Warning | undefined>();
+	const [isOpen, setOpen] = useState<boolean>(true);
+
+	const defaultQuery = useMemo(
+		(): Query =>
+			updateAllQueriesOperators(
+				initialQueriesMap.traces,
+				PANEL_TYPES.LIST,
+				DataSource.TRACES,
+			),
+		[updateAllQueriesOperators],
+	);
+
+	const { handleExplorerTabChange } = useHandleExplorerTabChange();
+	const { safeNavigate } = useSafeNavigate();
+	const getExportToDashboardLink = useGetExportToDashboardLink();
+
+	const handleChangeSelectedView = useCallback(
+		(view: ExplorerViews, querySearchParameters?: ICurrentQueryData): void => {
+			handleSetConfig(explorerViewToPanelType[view], DataSource.TRACES);
+
+			setSelectedView(view);
+
+			handleExplorerTabChange(
+				explorerViewToPanelType[view],
+				querySearchParameters,
+			);
+		},
+		[handleExplorerTabChange, handleSetConfig],
+	);
+
+	// ─── AI Assistant page actions (only when license feature is on) ───────────
+	const aiActions = useMemo(
+		() =>
+			isAIAssistantEnabled
+				? [
+						tracesRunQueryAction({
+							currentQuery,
+							handleSetQueryData,
+							redirectWithQueryBuilderData,
+						}),
+						tracesAddFilterAction({
+							currentQuery,
+							handleSetQueryData,
+							redirectWithQueryBuilderData,
+						}),
+						tracesChangeViewAction({
+							onChangeView: (view) => handleChangeSelectedView(view as ExplorerViews),
+						}),
+						tracesSaveViewAction({
+							// POC stub — logs a save request; wire to real API when available
+							onSaveView: async (name) => {
+								// eslint-disable-next-line no-console
+								console.info('[AI Assistant] Save view requested:', name);
+							},
+						}),
+					]
+				: [],
+		// eslint-disable-next-line react-hooks/exhaustive-deps
+		[
+			isAIAssistantEnabled,
+			currentQuery,
+			handleSetQueryData,
+			redirectWithQueryBuilderData,
+			handleChangeSelectedView,
+		],
+	);
+	usePageActions('traces-explorer', aiActions);
+	// ───────────────────────────────────────────────────────────────────────────
+
+	const exportDefaultQuery = useMemo(
+		() =>
+			getQueryByPanelType(
+				stagedQuery || initialQueriesMap.traces,
+				panelType || PANEL_TYPES.LIST,
+			),
+		[stagedQuery, panelType],
+	);
+
+	const handleExport = useCallback(
+		(dashboard: ExportDashboard | null, isNewDashboard?: boolean): void => {
+			if (!dashboard || !panelType) {
+				return;
+			}
+
+			const panelTypeParam = AVAILABLE_EXPORT_PANEL_TYPES.includes(panelType)
+				? panelType
+				: PANEL_TYPES.TIME_SERIES;
+
+			const widgetId = v4();
+
+			const query = getExportQueryData(
+				exportDefaultQuery,
+				panelTypeParam,
+				options,
+			);
+
+			logEvent('Traces Explorer: Add to dashboard successful', {
+				panelType,
+				isNewDashboard,
+				dashboardName: dashboard?.title,
+			});
+
+			const dashboardEditView = getExportToDashboardLink({
+				query,
+				panelType: panelTypeParam,
+				dashboardId: dashboard.id,
+				widgetId,
+			});
+
+			if (dashboardEditView) {
+				safeNavigate(dashboardEditView);
+			}
+		},
+		[
+			exportDefaultQuery,
+			panelType,
+			safeNavigate,
+			options,
+			getExportToDashboardLink,
+		],
+	);
+
+	useShareBuilderUrl({ defaultValue: defaultQuery });
+
+	const logEventCalledRef = useRef(false);
+
+	useEffect(() => {
+		if (!logEventCalledRef.current) {
+			logEvent('Traces Explorer: Page visited', {});
+			logEventCalledRef.current = true;
+		}
+	}, []);
+
+	const isFilterApplied = useMemo(() => {
+		// if any of the non-disabled queries has filters applied, return true
+		const result = stagedQuery?.builder?.queryData?.filter(
+			(item) => !isEmpty(item.filters?.items) && !item.disabled,
+		);
+		return !!result?.length;
+	}, [stagedQuery]);
+
 	return (
-		<div className={styles.explorer} data-testid="llm-observability-explorer">
-			<div className={styles.placeholder}>Explorer coming soon.</div>
-		</div>
+		<Sentry.ErrorBoundary fallback={<ErrorBoundaryFallback />}>
+			<div
+				className="trace-explorer-page"
+				data-testid="llm-observability-explorer"
+			>
+				<Card className="filter" hidden={!isOpen}>
+					<QuickFilters
+						className="qf-traces-explorer"
+						source={QuickFiltersSource.TRACES_EXPLORER}
+						signal={SignalType.TRACES}
+						handleFilterVisibilityChange={(): void => {
+							setOpen(!isOpen);
+						}}
+					/>
+				</Card>
+				<div
+					className={cx('trace-explorer', {
+						'filters-expanded': isOpen,
+					})}
+				>
+					<div className="trace-explorer-header">
+						<Toolbar
+							showAutoRefresh
+							leftActions={
+								<LeftToolbarActions
+									showFilter={isOpen}
+									handleFilterVisibilityChange={(): void => setOpen(!isOpen)}
+									items={TOOLBAR_VIEWS}
+									selectedView={selectedView}
+									onChangeSelectedView={handleChangeSelectedView}
+								/>
+							}
+							warningElement={
+								!isEmpty(warning) ? <WarningPopover warningData={warning} /> : <div />
+							}
+							rightActions={
+								<RightToolbarActions
+									onStageRunQuery={(): void => {
+										setIsCancelled(false);
+										handleRunQuery();
+									}}
+									isLoadingQueries={isLoadingQueries}
+									handleCancelQuery={handleCancelQuery}
+								/>
+							}
+						/>
+					</div>
+					<ExplorerCard sourcepage={DataSource.TRACES}>
+						<div className="query-section-container">
+							<QuerySection />
+						</div>
+					</ExplorerCard>
+
+					<div className="traces-explorer-views">
+						{isCancelled && (
+							<QueryCancelledPlaceholder subText='Click "Run Query" to load traces.' />
+						)}
+
+						{!isCancelled && selectedView === ExplorerViews.LIST && (
+							<div className="trace-explorer-list-view">
+								<ListView
+									isFilterApplied={isFilterApplied}
+									setWarning={setWarning}
+									setIsLoadingQueries={setIsLoadingQueries}
+									queryKeyRef={listQueryKeyRef}
+								/>
+							</div>
+						)}
+
+						{!isCancelled && selectedView === ExplorerViews.TRACE && (
+							<div className="trace-explorer-traces-view">
+								<TracesView
+									isFilterApplied={isFilterApplied}
+									setWarning={setWarning}
+									setIsLoadingQueries={setIsLoadingQueries}
+									queryKeyRef={listQueryKeyRef}
+								/>
+							</div>
+						)}
+
+						{!isCancelled && selectedView === ExplorerViews.TIMESERIES && (
+							<div className="trace-explorer-time-series-view">
+								<TimeSeriesView
+									dataSource={DataSource.TRACES}
+									isFilterApplied={isFilterApplied}
+									setWarning={setWarning}
+									setIsLoadingQueries={setIsLoadingQueries}
+									queryKeyRef={listQueryKeyRef}
+								/>
+							</div>
+						)}
+
+						{!isCancelled && selectedView === ExplorerViews.TABLE && (
+							<div className="trace-explorer-table-view">
+								<TableView
+									setWarning={setWarning}
+									setIsLoadingQueries={setIsLoadingQueries}
+									queryKeyRef={listQueryKeyRef}
+								/>
+							</div>
+						)}
+					</div>
+
+					<ExplorerOptionWrapper
+						disabled={!stagedQuery}
+						query={exportDefaultQuery}
+						sourcepage={DataSource.TRACES}
+						onExport={handleExport}
+						handleChangeSelectedView={handleChangeSelectedView}
+					/>
+				</div>
+			</div>
+		</Sentry.ErrorBoundary>
 	);
 }

--- a/frontend/src/container/LLMObservability/Explorer/ListView/ListView.module.scss
+++ b/frontend/src/container/LLMObservability/Explorer/ListView/ListView.module.scss
@@ -0,0 +1,8 @@
+.container {
+	display: flex;
+	flex-direction: column;
+	flex: 1;
+	min-height: 0;
+	height: calc(100vh - 240px);
+	min-height: 400px;
+}
--- a/frontend/src/container/LLMObservability/Explorer/ListView/ListView.styles.scss
+++ b/frontend/src/container/LLMObservability/Explorer/ListView/ListView.styles.scss
@@ -0,0 +1,34 @@
+.trace-explorer-controls {
+	display: flex;
+	justify-content: flex-end;
+	align-items: center;
+	gap: 8px;
+
+	.order-by-container {
+		display: flex;
+		align-items: center;
+		gap: 8px;
+
+		.order-by-label {
+			color: var(--muted-foreground);
+			font-size: 12px;
+			font-style: normal;
+			font-weight: 400;
+			line-height: 16px; /* 133.333% */
+
+			display: flex;
+			align-items: center;
+			gap: 4px;
+		}
+
+		.order-by-select {
+			width: 100px;
+
+			.ant-select-selector {
+				border: none;
+				box-shadow: none;
+				background-color: transparent;
+			}
+		}
+	}
+}
--- a/frontend/src/container/LLMObservability/Explorer/ListView/ListView.tsx
+++ b/frontend/src/container/LLMObservability/Explorer/ListView/ListView.tsx
@@ -0,0 +1,272 @@
+import {
+	Dispatch,
+	memo,
+	MutableRefObject,
+	SetStateAction,
+	useCallback,
+	useEffect,
+	useMemo,
+	useState,
+} from 'react';
+import { QueryKey } from 'react-query';
+// eslint-disable-next-line no-restricted-imports
+import { useSelector } from 'react-redux';
+import logEvent from 'api/common/logEvent';
+import DownloadOptionsMenu from 'components/DownloadOptionsMenu/DownloadOptionsMenu';
+import ListViewOrderBy from 'components/OrderBy/ListViewOrderBy';
+import type { TableColumnDef } from 'components/TanStackTableView/types';
+import { ENTITY_VERSION_V5 } from 'constants/app';
+import { QueryParams } from 'constants/query';
+import { initialQueriesMap, PANEL_TYPES } from 'constants/queryBuilder';
+import { REACT_QUERY_KEY } from 'constants/reactQueryKeys';
+import { useOptionsMenu } from 'container/OptionsMenu';
+import { CustomTimeType } from 'container/TopNav/DateTimeSelectionV2/types';
+import TraceExplorerControls from 'container/TracesExplorer/Controls';
+import { getListViewQuery } from 'container/TracesExplorer/explorerUtils';
+import {
+	getTraceLink,
+	transformSpanRows,
+} from 'container/TracesExplorer/ListView/utils';
+import {
+	getFieldColumn,
+	TracesTableRow,
+} from 'container/TracesExplorer/TracesTable/getFieldColumn';
+import TracesTable from 'container/TracesExplorer/TracesTable/TracesTable';
+import { useGetQueryRange } from 'hooks/queryBuilder/useGetQueryRange';
+import { useQueryBuilder } from 'hooks/queryBuilder/useQueryBuilder';
+import { Pagination } from 'hooks/queryPagination';
+import { getDefaultPaginationConfig } from 'hooks/queryPagination/utils';
+import useUrlQueryData from 'hooks/useUrlQueryData';
+import { ArrowUp10, Minus } from '@signozhq/icons';
+import { AppState } from 'store/reducers';
+import { Warning } from 'types/api';
+import { DataSource } from 'types/common/queryBuilder';
+import { GlobalReducer } from 'types/reducer/globalTime';
+
+import {
+	defaultSelectedColumns,
+	PER_PAGE_OPTIONS,
+	TIMESTAMP_FIELD,
+} from './configs';
+import './ListView.styles.scss';
+
+import styles from './ListView.module.scss';
+
+interface ListViewProps {
+	isFilterApplied: boolean;
+	setWarning: Dispatch<SetStateAction<Warning | undefined>>;
+	setIsLoadingQueries: Dispatch<SetStateAction<boolean>>;
+	queryKeyRef?: MutableRefObject<QueryKey | undefined>;
+}
+
+function ListView({
+	isFilterApplied,
+	setWarning,
+	setIsLoadingQueries,
+	queryKeyRef,
+}: ListViewProps): JSX.Element {
+	const { stagedQuery, panelType: panelTypeFromQueryBuilder } =
+		useQueryBuilder();
+
+	const panelType = panelTypeFromQueryBuilder || PANEL_TYPES.LIST;
+
+	const [orderBy, setOrderBy] = useState<string>('timestamp:desc');
+
+	const {
+		selectedTime: globalSelectedTime,
+		maxTime,
+		minTime,
+		loading: timeRangeUpdateLoading,
+	} = useSelector<AppState, GlobalReducer>((state) => state.globalTime);
+
+	const { options, config } = useOptionsMenu({
+		dataSource: DataSource.TRACES,
+		aggregateOperator: 'count',
+		initialOptions: {
+			selectColumns: defaultSelectedColumns,
+		},
+	});
+
+	const { queryData: paginationQueryData } = useUrlQueryData<Pagination>(
+		QueryParams.pagination,
+	);
+	const paginationConfig =
+		paginationQueryData ?? getDefaultPaginationConfig(PER_PAGE_OPTIONS);
+
+	const requestQuery = useMemo(
+		() => getListViewQuery(stagedQuery || initialQueriesMap.traces, orderBy),
+		[stagedQuery, orderBy],
+	);
+
+	// Stable sorted-name signature for the queryKey.
+	// - Drag updates selectColumns; raw queryKey would churn on reorder.
+	// - Trace API fetches only listed columns → add/remove must refetch.
+	// - Sorted-name signature: stable on reorder, changes on add/remove.
+	const selectColumnsSignature = useMemo(
+		() =>
+			(options?.selectColumns ?? [])
+				.map((c) => c.name)
+				.sort()
+				.join(','),
+		[options?.selectColumns],
+	);
+
+	const queryKey = useMemo(
+		() => [
+			REACT_QUERY_KEY.GET_QUERY_RANGE,
+			globalSelectedTime,
+			maxTime,
+			minTime,
+			stagedQuery,
+			panelType,
+			paginationConfig,
+			selectColumnsSignature,
+			orderBy,
+		],
+		[
+			stagedQuery,
+			panelType,
+			globalSelectedTime,
+			paginationConfig,
+			selectColumnsSignature,
+			maxTime,
+			minTime,
+			orderBy,
+		],
+	);
+
+	if (queryKeyRef) {
+		queryKeyRef.current = queryKey;
+	}
+
+	const { data, isFetching, isLoading, isError, error } = useGetQueryRange(
+		{
+			query: requestQuery,
+			graphType: panelType,
+			selectedTime: 'GLOBAL_TIME' as const,
+			globalSelectedInterval: globalSelectedTime as CustomTimeType,
+			params: {
+				dataSource: 'traces',
+			},
+			tableParams: {
+				pagination: paginationConfig,
+				selectColumns: options?.selectColumns,
+			},
+		},
+		ENTITY_VERSION_V5,
+		{
+			queryKey,
+			enabled:
+				// don't make api call while the time range state in redux is loading
+				!timeRangeUpdateLoading &&
+				!!stagedQuery &&
+				panelType === PANEL_TYPES.LIST &&
+				!!options?.selectColumns?.length,
+		},
+	);
+
+	useEffect(() => {
+		if (data?.payload) {
+			setWarning(data?.warning);
+		}
+		// eslint-disable-next-line react-hooks/exhaustive-deps
+	}, [data?.payload, data?.warning]);
+
+	useEffect(() => {
+		if (isLoading || isFetching) {
+			setIsLoadingQueries(true);
+		} else {
+			setIsLoadingQueries(false);
+		}
+	}, [isLoading, isFetching, setIsLoadingQueries]);
+
+	const queryTableDataResult = data?.payload?.data?.newResult?.data?.result;
+	const queryTableData = useMemo(
+		() => queryTableDataResult || [],
+		[queryTableDataResult],
+	);
+
+	const columns = useMemo<TableColumnDef<TracesTableRow>[]>(() => {
+		const fields = [
+			TIMESTAMP_FIELD,
+			...(options?.selectColumns ?? []).filter(
+				(field) => field.name !== TIMESTAMP_FIELD.name,
+			),
+		];
+		return fields.map((field) => getFieldColumn(field));
+	}, [options?.selectColumns]);
+
+	const rows = useMemo(
+		() => transformSpanRows(queryTableData),
+		[queryTableData],
+	);
+
+	const handleColumnOrderChange = useCallback(
+		(reordered: TableColumnDef<TracesTableRow>[]): void => {
+			config?.addColumn?.onReorder(reordered.map((column) => column.id));
+		},
+		[config],
+	);
+
+	const handleOrderChange = useCallback((value: string) => {
+		setOrderBy(value);
+	}, []);
+
+	useEffect(() => {
+		if (!isLoading && !isFetching && !isError && rows.length !== 0) {
+			void logEvent('Traces Explorer: Data present', {
+				panelType,
+			});
+		}
+	}, [isLoading, isFetching, isError, rows, panelType]);
+
+	return (
+		<div className={styles.container}>
+			<div className="trace-explorer-controls">
+				<div className="order-by-container">
+					<div className="order-by-label">
+						Order by <Minus size={14} /> <ArrowUp10 size={14} />
+					</div>
+
+					<ListViewOrderBy
+						value={orderBy}
+						onChange={handleOrderChange}
+						dataSource={DataSource.TRACES}
+					/>
+				</div>
+
+				<DownloadOptionsMenu
+					dataSource={DataSource.TRACES}
+					selectedColumns={options?.selectColumns}
+				/>
+
+				<TraceExplorerControls
+					isLoading={isFetching}
+					totalCount={rows.length}
+					config={config}
+					perPageOptions={PER_PAGE_OPTIONS}
+				/>
+			</div>
+
+			<TracesTable
+				data={rows}
+				columns={columns}
+				panelType="LIST"
+				getRowHref={getTraceLink}
+				isLoading={isLoading}
+				isFetching={isFetching}
+				isError={isError}
+				error={error}
+				isFilterApplied={isFilterApplied}
+				onColumnOrderChange={handleColumnOrderChange}
+				onColumnRemove={config?.addColumn?.onRemove}
+			/>
+		</div>
+	);
+}
+
+ListView.defaultProps = {
+	queryKeyRef: undefined,
+};
+
+export default memo(ListView);
--- a/frontend/src/container/LLMObservability/Explorer/ListView/configs.ts
+++ b/frontend/src/container/LLMObservability/Explorer/ListView/configs.ts
@@ -0,0 +1,19 @@
+import type { TelemetryFieldKey } from 'api/v5/v5';
+import { DEFAULT_PER_PAGE_OPTIONS } from 'hooks/queryPagination';
+
+export const defaultSelectedColumns: string[] = [
+	'service.name',
+	'name',
+	'duration_nano',
+	'http_method',
+	'response_status_code',
+	'timestamp',
+];
+
+export const PER_PAGE_OPTIONS: number[] = [10, ...DEFAULT_PER_PAGE_OPTIONS];
+
+// Pinned timestamp column
+export const TIMESTAMP_FIELD = {
+	name: 'timestamp',
+	fieldContext: 'span',
+} as TelemetryFieldKey;
--- a/frontend/src/container/LLMObservability/Explorer/QuerySection/QuerySection.tsx
+++ b/frontend/src/container/LLMObservability/Explorer/QuerySection/QuerySection.tsx
@@ -0,0 +1,61 @@
+import { memo, useCallback, useMemo } from 'react';
+import { QueryBuilderV2 } from 'components/QueryBuilderV2/QueryBuilderV2';
+import { PANEL_TYPES } from 'constants/queryBuilder';
+import ExplorerOrderBy from 'container/ExplorerOrderBy';
+import { OrderByFilterProps } from 'container/QueryBuilder/filters/OrderByFilter/OrderByFilter.interfaces';
+import { QueryBuilderProps } from 'container/QueryBuilder/QueryBuilder.interfaces';
+import { useGetPanelTypesQueryParam } from 'hooks/queryBuilder/useGetPanelTypesQueryParam';
+import { DataSource } from 'types/common/queryBuilder';
+
+function QuerySection(): JSX.Element {
+	const panelTypes = useGetPanelTypesQueryParam(PANEL_TYPES.LIST);
+
+	const filterConfigs: QueryBuilderProps['filterConfigs'] = useMemo(() => {
+		const isList = panelTypes === PANEL_TYPES.LIST;
+		const config: QueryBuilderProps['filterConfigs'] = {
+			stepInterval: { isHidden: false, isDisabled: false },
+			limit: { isHidden: isList, isDisabled: true },
+			having: { isHidden: isList, isDisabled: true },
+		};
+
+		return config;
+	}, [panelTypes]);
+
+	const renderOrderBy = useCallback(
+		({ query, onChange }: OrderByFilterProps) => (
+			<ExplorerOrderBy query={query} onChange={onChange} />
+		),
+		[],
+	);
+
+	const queryComponents = useMemo((): QueryBuilderProps['queryComponents'] => {
+		const shouldRenderCustomOrderBy =
+			panelTypes === PANEL_TYPES.LIST || panelTypes === PANEL_TYPES.TRACE;
+
+		return {
+			...(shouldRenderCustomOrderBy ? { renderOrderBy } : {}),
+		};
+	}, [panelTypes, renderOrderBy]);
+
+	const isListViewPanel = useMemo(
+		() => panelTypes === PANEL_TYPES.LIST || panelTypes === PANEL_TYPES.TRACE,
+		[panelTypes],
+	);
+
+	return (
+		<QueryBuilderV2
+			isListViewPanel={isListViewPanel}
+			showTraceOperator
+			config={{ initialDataSource: DataSource.TRACES, queryVariant: 'static' }}
+			queryComponents={queryComponents}
+			panelType={panelTypes}
+			filterConfigs={filterConfigs}
+			showOnlyWhereClause={
+				panelTypes === PANEL_TYPES.LIST || panelTypes === PANEL_TYPES.TRACE
+			}
+			version="v3" // setting this to v3 as we this is rendered in logs explorer
+		/>
+	);
+}
+
+export default memo(QuerySection);
--- a/frontend/src/container/LLMObservability/Explorer/TableView/TableView.styles.scss
+++ b/frontend/src/container/LLMObservability/Explorer/TableView/TableView.styles.scss
@@ -0,0 +1,7 @@
+.traces-table-view-header {
+	display: flex;
+	justify-content: flex-end;
+	align-items: center;
+	padding: 12px;
+	flex-shrink: 0;
+}
--- a/frontend/src/container/LLMObservability/Explorer/TableView/TableView.tsx
+++ b/frontend/src/container/LLMObservability/Explorer/TableView/TableView.tsx
@@ -0,0 +1,130 @@
+import {
+	Dispatch,
+	memo,
+	MutableRefObject,
+	SetStateAction,
+	useEffect,
+	useMemo,
+} from 'react';
+// eslint-disable-next-line no-restricted-imports
+import { useSelector } from 'react-redux';
+import { Space } from 'antd';
+import ErrorInPlace from 'components/ErrorInPlace/ErrorInPlace';
+import ExportMenu from 'components/ExportMenu/ExportMenu';
+import { ENTITY_VERSION_V5 } from 'constants/app';
+import { initialQueriesMap, PANEL_TYPES } from 'constants/queryBuilder';
+import { REACT_QUERY_KEY } from 'constants/reactQueryKeys';
+import { QueryTable } from 'container/QueryTable';
+import { useGetQueryRange } from 'hooks/queryBuilder/useGetQueryRange';
+import { useQueryBuilder } from 'hooks/queryBuilder/useQueryBuilder';
+import { AppState } from 'store/reducers';
+import { Warning } from 'types/api';
+import APIError from 'types/api/error';
+import { QueryDataV3 } from 'types/api/widgets/getQuery';
+import { DataSource } from 'types/common/queryBuilder';
+import { GlobalReducer } from 'types/reducer/globalTime';
+
+import './TableView.styles.scss';
+
+function TableView({
+	setWarning,
+	setIsLoadingQueries,
+	queryKeyRef,
+}: {
+	setWarning: Dispatch<SetStateAction<Warning | undefined>>;
+	setIsLoadingQueries: Dispatch<SetStateAction<boolean>>;
+	queryKeyRef?: MutableRefObject<any>;
+}): JSX.Element {
+	const { stagedQuery, panelType } = useQueryBuilder();
+
+	const {
+		selectedTime: globalSelectedTime,
+		maxTime,
+		minTime,
+	} = useSelector<AppState, GlobalReducer>((state) => state.globalTime);
+
+	const queryKey = useMemo(
+		() => [
+			REACT_QUERY_KEY.GET_QUERY_RANGE,
+			globalSelectedTime,
+			maxTime,
+			minTime,
+			stagedQuery,
+		],
+		[globalSelectedTime, maxTime, minTime, stagedQuery],
+	);
+
+	if (queryKeyRef) {
+		queryKeyRef.current = queryKey;
+	}
+
+	const { data, isLoading, isFetching, isError, error } = useGetQueryRange(
+		{
+			query: stagedQuery || initialQueriesMap.traces,
+			graphType: panelType || PANEL_TYPES.TABLE,
+			selectedTime: 'GLOBAL_TIME',
+			globalSelectedInterval: globalSelectedTime,
+			params: {
+				dataSource: 'traces',
+			},
+		},
+		ENTITY_VERSION_V5,
+		{
+			queryKey,
+			enabled: !!stagedQuery && panelType === PANEL_TYPES.TABLE,
+		},
+	);
+
+	useEffect(() => {
+		if (isLoading || isFetching) {
+			setIsLoadingQueries(true);
+		} else {
+			setIsLoadingQueries(false);
+		}
+	}, [isLoading, isFetching, setIsLoadingQueries]);
+
+	const queryTableData = useMemo(
+		() =>
+			data?.payload?.data?.newResult?.data?.result ||
+			data?.payload.data.result ||
+			[],
+		[data],
+	);
+
+	useEffect(() => {
+		if (data?.payload) {
+			setWarning(data.warning);
+		}
+		// eslint-disable-next-line react-hooks/exhaustive-deps
+	}, [data?.payload, data?.warning]);
+
+	return (
+		<Space.Compact block direction="vertical">
+			{isError && error && <ErrorInPlace error={error as APIError} />}
+			{!isError && data && (
+				<div className="traces-table-view-header">
+					<ExportMenu
+						dataSource={DataSource.TRACES}
+						data={data}
+						query={stagedQuery || initialQueriesMap.traces}
+						fileName="traces-table"
+					/>
+				</div>
+			)}
+			{!isError && (
+				<QueryTable
+					query={stagedQuery || initialQueriesMap.traces}
+					queryTableData={queryTableData as QueryDataV3[]}
+					loading={isLoading}
+					sticky
+				/>
+			)}
+		</Space.Compact>
+	);
+}
+
+TableView.defaultProps = {
+	queryKeyRef: undefined,
+};
+
+export default memo(TableView);
--- a/frontend/src/container/LLMObservability/Explorer/TimeSeriesView/TimeSeriesView.styles.scss
+++ b/frontend/src/container/LLMObservability/Explorer/TimeSeriesView/TimeSeriesView.styles.scss
@@ -0,0 +1,8 @@
+.trace-explorer-time-series-view-container {
+	&-header {
+		display: flex;
+		justify-content: flex-start;
+		align-items: center;
+		padding: 12px;
+	}
+}
--- a/frontend/src/container/LLMObservability/Explorer/TimeSeriesView/TimeSeriesView.tsx
+++ b/frontend/src/container/LLMObservability/Explorer/TimeSeriesView/TimeSeriesView.tsx
@@ -0,0 +1,147 @@
+import {
+	Dispatch,
+	MutableRefObject,
+	SetStateAction,
+	useEffect,
+	useMemo,
+} from 'react';
+// eslint-disable-next-line no-restricted-imports
+import { useSelector } from 'react-redux';
+import { ENTITY_VERSION_V5 } from 'constants/app';
+import { initialQueriesMap, PANEL_TYPES } from 'constants/queryBuilder';
+import { REACT_QUERY_KEY } from 'constants/reactQueryKeys';
+import TimeSeriesView from 'container/TimeSeriesView/TimeSeriesView';
+import { convertDataValueToMs } from 'container/TimeSeriesView/utils';
+import { useGetQueryRange } from 'hooks/queryBuilder/useGetQueryRange';
+import { useQueryBuilder } from 'hooks/queryBuilder/useQueryBuilder';
+import useUrlYAxisUnit from 'hooks/useUrlYAxisUnit';
+import { AppState } from 'store/reducers';
+import { Warning } from 'types/api';
+import APIError from 'types/api/error';
+import { DataSource } from 'types/common/queryBuilder';
+import { GlobalReducer } from 'types/reducer/globalTime';
+
+import './TimeSeriesView.styles.scss';
+
+function TimeSeriesViewContainer({
+	dataSource = DataSource.TRACES,
+	isFilterApplied,
+	setWarning,
+	setIsLoadingQueries,
+	queryKeyRef,
+}: TimeSeriesViewProps): JSX.Element {
+	const { stagedQuery, currentQuery, panelType } = useQueryBuilder();
+
+	const isValidToConvertToMs = useMemo(() => {
+		const isValid: boolean[] = [];
+
+		currentQuery.builder.queryData.forEach(
+			({ aggregateAttribute, aggregateOperator }) => {
+				const isExistDurationNanoAttribute =
+					aggregateAttribute?.key === 'durationNano' ||
+					aggregateAttribute?.key === 'duration_nano';
+
+				const isCountOperator =
+					aggregateOperator === 'count' || aggregateOperator === 'count_distinct';
+
+				isValid.push(!isCountOperator && isExistDurationNanoAttribute);
+			},
+		);
+
+		return isValid.every(Boolean);
+	}, [currentQuery]);
+
+	const defaultUnit = isValidToConvertToMs ? 'ms' : 'short';
+	const { yAxisUnit, onUnitChange } = useUrlYAxisUnit(defaultUnit);
+
+	const {
+		selectedTime: globalSelectedTime,
+		maxTime,
+		minTime,
+	} = useSelector<AppState, GlobalReducer>((state) => state.globalTime);
+
+	const queryKey = useMemo(
+		() => [
+			REACT_QUERY_KEY.GET_QUERY_RANGE,
+			globalSelectedTime,
+			maxTime,
+			minTime,
+			stagedQuery,
+		],
+		[globalSelectedTime, maxTime, minTime, stagedQuery],
+	);
+
+	if (queryKeyRef) {
+		queryKeyRef.current = queryKey;
+	}
+
+	const { data, isLoading, isFetching, isError, error } = useGetQueryRange(
+		{
+			query: stagedQuery || initialQueriesMap[dataSource],
+			graphType: panelType || PANEL_TYPES.TIME_SERIES,
+			selectedTime: 'GLOBAL_TIME',
+			globalSelectedInterval: globalSelectedTime,
+			params: {
+				dataSource,
+			},
+		},
+		// ENTITY_VERSION_V4,
+		ENTITY_VERSION_V5,
+		{
+			queryKey,
+			enabled: !!stagedQuery && panelType === PANEL_TYPES.TIME_SERIES,
+		},
+	);
+
+	useEffect(() => {
+		if (data?.payload) {
+			setWarning(data?.warning);
+		}
+		// eslint-disable-next-line react-hooks/exhaustive-deps
+	}, [data?.payload, data?.warning]);
+
+	const responseData = useMemo(
+		() => (isValidToConvertToMs ? convertDataValueToMs(data) : data),
+		[data, isValidToConvertToMs],
+	);
+
+	useEffect(() => {
+		if (isLoading || isFetching) {
+			setIsLoadingQueries(true);
+		} else {
+			setIsLoadingQueries(false);
+		}
+	}, [isLoading, isFetching, setIsLoadingQueries]);
+
+	return (
+		<div className="trace-explorer-time-series-view-container">
+			<TimeSeriesView
+				isFilterApplied={isFilterApplied}
+				isError={isError}
+				error={error as APIError}
+				isLoading={isLoading || isFetching}
+				data={responseData}
+				yAxisUnit={yAxisUnit}
+				onYAxisUnitChange={onUnitChange}
+				dataSource={dataSource}
+				setWarning={setWarning}
+				allowExport
+			/>
+		</div>
+	);
+}
+
+interface TimeSeriesViewProps {
+	dataSource?: DataSource;
+	isFilterApplied: boolean;
+	setWarning: Dispatch<SetStateAction<Warning | undefined>>;
+	setIsLoadingQueries: Dispatch<SetStateAction<boolean>>;
+	queryKeyRef?: MutableRefObject<any>;
+}
+
+TimeSeriesViewContainer.defaultProps = {
+	dataSource: DataSource.TRACES,
+	queryKeyRef: undefined,
+};
+
+export default TimeSeriesViewContainer;
--- a/frontend/src/container/LLMObservability/Explorer/TracesView/TracesView.module.scss
+++ b/frontend/src/container/LLMObservability/Explorer/TracesView/TracesView.module.scss
@@ -0,0 +1,15 @@
+.container {
+	display: flex;
+	flex-direction: column;
+	flex: 1;
+	min-height: 0;
+	// Page chain isn't a flex column, so anchor the virtualized table against the viewport.
+	height: calc(100vh - 240px);
+	min-height: 400px;
+}
+
+.actionsContainer {
+	display: flex;
+	justify-content: space-between;
+	align-items: center;
+}
--- a/frontend/src/container/LLMObservability/Explorer/TracesView/TracesView.tsx
+++ b/frontend/src/container/LLMObservability/Explorer/TracesView/TracesView.tsx
@@ -0,0 +1,190 @@
+import {
+	Dispatch,
+	memo,
+	MutableRefObject,
+	SetStateAction,
+	useEffect,
+	useMemo,
+} from 'react';
+import { QueryKey } from 'react-query';
+// eslint-disable-next-line no-restricted-imports
+import { useSelector } from 'react-redux';
+import { Typography } from '@signozhq/ui/typography';
+import logEvent from 'api/common/logEvent';
+import DownloadOptionsMenu from 'components/DownloadOptionsMenu/DownloadOptionsMenu';
+import { ENTITY_VERSION_V5 } from 'constants/app';
+import { QueryParams } from 'constants/query';
+import { initialQueriesMap, PANEL_TYPES } from 'constants/queryBuilder';
+import { REACT_QUERY_KEY } from 'constants/reactQueryKeys';
+import TraceExplorerControls from 'container/TracesExplorer/Controls';
+import { getListViewQuery } from 'container/TracesExplorer/explorerUtils';
+import { getTraceLink } from 'container/TracesExplorer/ListView/utils';
+import { TracesTableRow } from 'container/TracesExplorer/TracesTable/getFieldColumn';
+import TracesTable from 'container/TracesExplorer/TracesTable/TracesTable';
+import { useGetQueryRange } from 'hooks/queryBuilder/useGetQueryRange';
+import { useQueryBuilder } from 'hooks/queryBuilder/useQueryBuilder';
+import { Pagination } from 'hooks/queryPagination';
+import useUrlQueryData from 'hooks/useUrlQueryData';
+import { AppState } from 'store/reducers';
+import { Warning } from 'types/api';
+import { DataSource } from 'types/common/queryBuilder';
+import { GlobalReducer } from 'types/reducer/globalTime';
+import DOCLINKS from 'utils/docLinks';
+
+import { columns, PER_PAGE_OPTIONS } from './configs';
+import styles from './TracesView.module.scss';
+
+interface TracesViewProps {
+	isFilterApplied: boolean;
+	setWarning: Dispatch<SetStateAction<Warning | undefined>>;
+	setIsLoadingQueries: Dispatch<SetStateAction<boolean>>;
+	queryKeyRef?: MutableRefObject<QueryKey | undefined>;
+}
+
+function TracesView({
+	isFilterApplied,
+	setWarning,
+	setIsLoadingQueries,
+	queryKeyRef,
+}: TracesViewProps): JSX.Element {
+	const { stagedQuery, panelType } = useQueryBuilder();
+
+	const {
+		selectedTime: globalSelectedTime,
+		maxTime,
+		minTime,
+	} = useSelector<AppState, GlobalReducer>((state) => state.globalTime);
+
+	const { queryData: paginationQueryData } = useUrlQueryData<Pagination>(
+		QueryParams.pagination,
+	);
+
+	const transformedQuery = useMemo(
+		() => getListViewQuery(stagedQuery || initialQueriesMap.traces),
+		[stagedQuery],
+	);
+
+	const queryKey = useMemo(
+		() => [
+			REACT_QUERY_KEY.GET_QUERY_RANGE,
+			globalSelectedTime,
+			maxTime,
+			minTime,
+			stagedQuery,
+			panelType,
+			paginationQueryData,
+		],
+		[
+			globalSelectedTime,
+			maxTime,
+			minTime,
+			stagedQuery,
+			panelType,
+			paginationQueryData,
+		],
+	);
+
+	if (queryKeyRef) {
+		queryKeyRef.current = queryKey;
+	}
+
+	const { data, isLoading, isFetching, isError, error } = useGetQueryRange(
+		{
+			query: transformedQuery,
+			graphType: panelType || PANEL_TYPES.TRACE,
+			selectedTime: 'GLOBAL_TIME',
+			globalSelectedInterval: globalSelectedTime,
+			params: {
+				dataSource: 'traces',
+			},
+			tableParams: {
+				pagination: paginationQueryData,
+			},
+		},
+		ENTITY_VERSION_V5,
+		{
+			queryKey,
+			enabled: !!stagedQuery && panelType === PANEL_TYPES.TRACE,
+		},
+	);
+
+	useEffect(() => {
+		if (data?.payload) {
+			setWarning(data?.warning);
+		}
+		// eslint-disable-next-line react-hooks/exhaustive-deps
+	}, [data?.payload, data?.warning]);
+
+	const responseData = data?.payload?.data?.newResult?.data?.result[0]?.list;
+
+	const rows = useMemo<TracesTableRow[]>(
+		() =>
+			(responseData ?? []).map((item) => {
+				const row = item.data;
+				return { ...row, id: row.trace_id };
+			}) as TracesTableRow[],
+		[responseData],
+	);
+
+	useEffect(() => {
+		if (isLoading || isFetching) {
+			setIsLoadingQueries(true);
+		} else {
+			setIsLoadingQueries(false);
+		}
+	}, [isLoading, isFetching, setIsLoadingQueries]);
+
+	useEffect(() => {
+		if (!isLoading && !isFetching && !isError && rows.length !== 0) {
+			void logEvent('Traces Explorer: Data present', {
+				panelType: 'TRACE',
+			});
+		}
+	}, [isLoading, isFetching, isError, rows.length]);
+
+	return (
+		<div className={styles.container}>
+			<div className={styles.actionsContainer}>
+				<Typography>
+					This tab only shows Root Spans. More details
+					<Typography.Link href={DOCLINKS.TRACES_DETAILS_LINK} target="_blank">
+						{' '}
+						here
+					</Typography.Link>
+				</Typography>
+
+				<div className="trace-explorer-controls">
+					<DownloadOptionsMenu
+						dataSource={DataSource.TRACES}
+						panelType={PANEL_TYPES.TRACE}
+					/>
+
+					<TraceExplorerControls
+						isLoading={isLoading}
+						totalCount={rows.length}
+						perPageOptions={PER_PAGE_OPTIONS}
+					/>
+				</div>
+			</div>
+
+			<TracesTable
+				data={rows}
+				columns={columns}
+				respectColumnOrder
+				panelType="TRACE"
+				getRowHref={getTraceLink}
+				isLoading={isLoading}
+				isFetching={isFetching}
+				isError={isError}
+				error={error}
+				isFilterApplied={isFilterApplied}
+			/>
+		</div>
+	);
+}
+
+TracesView.defaultProps = {
+	queryKeyRef: undefined,
+};
+
+export default memo(TracesView);
--- a/frontend/src/container/LLMObservability/Explorer/TracesView/configs.ts
+++ b/frontend/src/container/LLMObservability/Explorer/TracesView/configs.ts
@@ -0,0 +1,25 @@
+import { TelemetryFieldKey } from 'api/v5/v5';
+import type { TableColumnDef } from 'components/TanStackTableView/types';
+import {
+	getFieldColumn,
+	TracesTableRow,
+} from 'container/TracesExplorer/TracesTable/getFieldColumn';
+import { DEFAULT_PER_PAGE_OPTIONS } from 'hooks/queryPagination';
+
+export const PER_PAGE_OPTIONS: number[] = [10, ...DEFAULT_PER_PAGE_OPTIONS];
+
+const TRACE_FIELDS = [
+	{ name: 'service.name', fieldContext: 'resource' },
+	{ name: 'name' },
+	{ name: 'duration_nano' },
+	{ name: 'span_count' },
+	{ name: 'trace_id' },
+] as TelemetryFieldKey[];
+
+export const columns: TableColumnDef<TracesTableRow>[] = TRACE_FIELDS.map(
+	(field) => ({
+		...getFieldColumn(field),
+		enableRemove: false,
+		canBeHidden: false,
+	}),
+);
--- a/frontend/src/container/LLMObservability/Explorer/constants.ts
+++ b/frontend/src/container/LLMObservability/Explorer/constants.ts
@@ -0,0 +1,36 @@
+export const TOOLBAR_VIEWS = {
+	list: {
+		name: 'list',
+		label: 'List',
+		show: true,
+		key: 'list',
+	},
+	timeseries: {
+		name: 'timeseries',
+		label: 'Timeseries',
+		disabled: false,
+		show: true,
+		key: 'timeseries',
+	},
+	trace: {
+		name: 'trace',
+		label: 'Trace',
+		disabled: false,
+		show: true,
+		key: 'trace',
+	},
+	table: {
+		name: 'table',
+		label: 'Table',
+		disabled: false,
+		show: true,
+		key: 'table',
+	},
+	clickhouse: {
+		name: 'clickhouse',
+		label: 'Clickhouse',
+		disabled: false,
+		show: false,
+		key: 'clickhouse',
+	},
+};
--- a/frontend/src/container/LLMObservability/tests/LLMObservability.test.tsx
+++ b/frontend/src/container/LLMObservability/tests/LLMObservability.test.tsx
@@ -18,6 +18,12 @@ jest.mock('pages/DashboardPageV2/DashboardContainer', () => ({
 	default: (): JSX.Element => <div data-testid="llm-overview-dashboard" />,
 }));

+// Same data-router gap as the dashboard above: the Explorer toolbar calls useNavigationType.
+jest.mock('container/LLMObservability/Explorer/Explorer', () => ({
+	__esModule: true,
+	default: (): JSX.Element => <div data-testid="llm-observability-explorer" />,
+}));
+
 function setupList(items = mockRules): void {
 	server.use(
 		rest.get(LLM_PRICING_ENDPOINT, (_req, res, ctx) =>
--- a/frontend/src/container/LiveLogs/LiveLogsList/LiveLogsList.styles.scss
+++ b/frontend/src/container/LiveLogs/LiveLogsList/LiveLogsList.styles.scss
@@ -4,13 +4,6 @@
 			padding: 0px 8px;

 			.logs-frequency-chart {
-				.ant-card-body {
-					height: 140px;
-					min-height: 140px;
-					padding: 0 16px 22px 16px;
-					font-family: 'Geist Mono';
-				}
-
 				margin-bottom: 0px;
 			}
 		}
--- a/frontend/src/container/LogDetailedView/BodyTitleRenderer.tsx
+++ b/frontend/src/container/LogDetailedView/BodyTitleRenderer.tsx
@@ -15,9 +15,8 @@ import {
 	QUERY_BUILDER_FUNCTIONS,
 } from 'constants/antlrQueryConstants';
 import { FeatureKeys } from 'constants/features';
-import { QueryParams } from 'constants/query';
 import { useActiveLog } from 'hooks/logs/useActiveLog';
-import { useGetSearchQueryParam } from 'hooks/queryBuilder/useGetSearchQueryParam';
+import { useGetSavedViewParams } from 'hooks/saveViews/useGetSavedViewParams';
 import { useQueryBuilder } from 'hooks/queryBuilder/useQueryBuilder';
 import { ICurrentQueryData } from 'hooks/useHandleExplorerTabChange';
 import { useNotifications } from 'hooks/useNotifications';
@@ -50,7 +49,7 @@ function BodyTitleRenderer({
 	const { featureFlags } = useAppContext();
 	const [, setCopy] = useCopyToClipboard();
 	const { notifications } = useNotifications();
-	const viewName = useGetSearchQueryParam(QueryParams.viewName) || '';
+	const { viewName } = useGetSavedViewParams();

 	const cleanedNodeKey = removeObjectFromString(nodeKey);
 	const isBodyJsonQueryEnabled =
--- a/frontend/src/container/LogDetailedView/TableView/TableViewActions.tsx
+++ b/frontend/src/container/LogDetailedView/TableView/TableViewActions.tsx
@@ -7,13 +7,12 @@ import GroupByIcon from 'assets/CustomIcons/GroupByIcon';
 import cx from 'classnames';
 import CopyClipboardHOC from 'components/Logs/CopyClipboardHOC';
 import { DATE_TIME_FORMATS } from 'constants/dateTimeFormats';
-import { QueryParams } from 'constants/query';
 import { OPERATORS } from 'constants/queryBuilder';
 import ROUTES from 'constants/routes';
 import { ChangeViewFunctionType } from 'container/ExplorerOptions/types';
 import { RESTRICTED_SELECTED_FIELDS } from 'container/LogsFilters/config';
 import { MetricsType } from 'container/MetricsApplication/constant';
-import { useGetSearchQueryParam } from 'hooks/queryBuilder/useGetSearchQueryParam';
+import { useGetSavedViewParams } from 'hooks/saveViews/useGetSavedViewParams';
 import { useQueryBuilder } from 'hooks/queryBuilder/useQueryBuilder';
 import { ICurrentQueryData } from 'hooks/useHandleExplorerTabChange';
 import {
@@ -141,7 +140,7 @@ export default function TableViewActions(

 	const { pathname } = useLocation();
 	const { stagedQuery, updateQueriesData } = useQueryBuilder();
-	const viewName = useGetSearchQueryParam(QueryParams.viewName) || '';
+	const { viewName } = useGetSavedViewParams();
 	const { dataType, logType: fieldType } = getFieldAttributes(record.field);

 	// there is no option for where clause in old logs explorer and live logs page or infra monitoring
--- a/frontend/src/container/LogDetailedView/TableView/test/TableViewActions.test.tsx
+++ b/frontend/src/container/LogDetailedView/TableView/test/TableViewActions.test.tsx
@@ -1,6 +1,6 @@
 import { fireEvent, render, screen } from '@testing-library/react';
 import { RESTRICTED_SELECTED_FIELDS } from 'container/LogsFilters/config';
-import { useGetSearchQueryParam } from 'hooks/queryBuilder/useGetSearchQueryParam';
+import { useGetSavedViewParams } from 'hooks/saveViews/useGetSavedViewParams';
 import { useQueryBuilder } from 'hooks/queryBuilder/useQueryBuilder';
 import { ExplorerViews } from 'pages/LogsExplorer/utils';

@@ -88,7 +88,7 @@ jest.mock('react-router-dom', () => ({
 }));

 jest.mock('hooks/queryBuilder/useQueryBuilder');
-jest.mock('hooks/queryBuilder/useGetSearchQueryParam');
+jest.mock('hooks/saveViews/useGetSavedViewParams');

 describe('TableViewActions', () => {
 	const TEST_VALUE = 'test value';
@@ -140,8 +140,10 @@ describe('TableViewActions', () => {
 			}),
 		} as any);

-		// Default mock for useGetSearchQueryParam
-		jest.mocked(useGetSearchQueryParam).mockReturnValue(null);
+		// Default mock for useGetSavedViewParams
+		jest
+			.mocked(useGetSavedViewParams)
+			.mockReturnValue({ viewName: '', viewKey: '' });
 	});

 	it('should render without crashing', () => {
@@ -249,7 +251,9 @@ describe('TableViewActions', () => {
 			updateQueriesData: mockUpdateQueriesData,
 		} as any);

-		jest.mocked(useGetSearchQueryParam).mockReturnValue(null);
+		jest
+			.mocked(useGetSavedViewParams)
+			.mockReturnValue({ viewName: '', viewKey: '' });

 		render(
 			<TableViewActions
--- a/frontend/src/container/LogDetailedView/hooks/useLogAttributeActions.tsx
+++ b/frontend/src/container/LogDetailedView/hooks/useLogAttributeActions.tsx
@@ -3,10 +3,9 @@ import { useLocation } from 'react-router-dom';
 import { CircleMinus, CirclePlus, Layers, RefreshCw } from '@signozhq/icons';
 import { convertFiltersToExpression } from 'components/QueryBuilderV2/utils';
 import { FeatureKeys } from 'constants/features';
-import { QueryParams } from 'constants/query';
 import ROUTES from 'constants/routes';
 import { ChangeViewFunctionType } from 'container/ExplorerOptions/types';
-import { useGetSearchQueryParam } from 'hooks/queryBuilder/useGetSearchQueryParam';
+import { useGetSavedViewParams } from 'hooks/saveViews/useGetSavedViewParams';
 import { useQueryBuilder } from 'hooks/queryBuilder/useQueryBuilder';
 import { ICurrentQueryData } from 'hooks/useHandleExplorerTabChange';
 import { ExplorerViews } from 'pages/LogsExplorer/utils';
@@ -58,7 +57,7 @@ export function useLogAttributeActions({
 	const { pathname } = useLocation();
 	const { stagedQuery, updateQueriesData } = useQueryBuilder();
 	const { featureFlags } = useAppContext();
-	const viewName = useGetSearchQueryParam(QueryParams.viewName) || '';
+	const { viewName } = useGetSavedViewParams();

 	const isBodyJsonQueryEnabled =
 		featureFlags?.find((flag) => flag.name === FeatureKeys.USE_JSON_BODY)
--- a/frontend/src/container/LogsExplorerChart/LogsExplorerChart.styles.scss
+++ b/frontend/src/container/LogsExplorerChart/LogsExplorerChart.styles.scss
@@ -3,13 +3,6 @@
 	min-height: 200px;
 	border-bottom: 1px solid var(--l1-border);

-	.ant-card-body {
-		height: 200px;
-		min-height: 200px;
-		padding: 0 16px 16px 16px;
-		font-family: 'Geist Mono';
-	}
-
 	.logs-frequency-chart-loading {
 		height: 100%;
 		display: flex;
--- a/frontend/src/container/LogsExplorerChart/index.tsx
+++ b/frontend/src/container/LogsExplorerChart/index.tsx
@@ -1,25 +1,29 @@
-import { memo, useCallback, useMemo } from 'react';
+import { memo, useCallback, useMemo, useRef } from 'react';
 // eslint-disable-next-line no-restricted-imports
 import { useDispatch, useSelector } from 'react-redux';
 import { useLocation } from 'react-router-dom';
-import Graph from 'components/Graph';
 import Spinner from 'components/Spinner';
 import { QueryParams } from 'constants/query';
-import { themeColors } from 'constants/theme';
+import BarChart from 'container/DashboardContainer/visualization/charts/BarChart/BarChart';
+import { useResizeObserver } from 'hooks/useDimensions';
 import { useSafeNavigate } from 'hooks/useSafeNavigate';
 import useUrlQuery from 'hooks/useUrlQuery';
-import getChartData, { GetChartDataProps } from 'lib/getChartData';
 import GetMinMax from 'lib/getMinMax';
-import { colors } from 'lib/getRandomColor';
+import { LegendPosition } from 'lib/uPlotV2/components/types';
+import { StackMode } from 'lib/uPlotV2/config/types';
+import { useTimezone } from 'providers/Timezone';
 import { UpdateTimeInterval } from 'store/actions';
 import { AppState } from 'store/reducers';
 import { GlobalReducer } from 'types/reducer/globalTime';

 import { LogsExplorerChartProps } from './LogsExplorerChart.interfaces';
-import { getColorsForSeverityLabels } from './utils';
+import { useLogsExplorerChartConfig } from './useLogsExplorerChartConfig';

 import './LogsExplorerChart.styles.scss';

+// Axis and tooltip format separately; both need this or only one abbreviates.
+const Y_AXIS_UNIT = 'short';
+
 function LogsExplorerChart({
 	data,
 	isLoading,
@@ -37,24 +41,6 @@ function LogsExplorerChart({
 	const { minTime, maxTime } = useSelector<AppState, GlobalReducer>(
 		(state) => state.globalTime,
 	);
-	const handleCreateDatasets: Required<GetChartDataProps>['createDataset'] =
-		useCallback(
-			(element, index, allLabels) => ({
-				data: element,
-				backgroundColor: isLogsExplorerViews
-					? getColorsForSeverityLabels(allLabels[index], index)
-					: colors[index % colors.length] || themeColors.red,
-				borderColor: isLogsExplorerViews
-					? getColorsForSeverityLabels(allLabels[index], index)
-					: colors[index % colors.length] || themeColors.red,
-				...(isLabelEnabled
-					? {
-							label: allLabels[index],
-						}
-					: {}),
-			}),
-			[isLabelEnabled, isLogsExplorerViews],
-		);

 	const onDragSelect = useCallback(
 		(start: number, end: number): void => {
@@ -86,44 +72,47 @@ function LogsExplorerChart({
 		[dispatch, location.pathname, safeNavigate, urlQuery, isShowingLiveLogs],
 	);

-	const graphData = useMemo(
-		() =>
-			getChartData({
-				queryData: [
-					{
-						queryData: data,
-					},
-				],
-				createDataset: handleCreateDatasets,
-			}),
-		[data, handleCreateDatasets],
-	);
-
-	// Convert nanosecond timestamps to milliseconds for Chart.js
-	const { chartMinTime, chartMaxTime } = useMemo(
+	// uPlot plots the series on a seconds-based x scale
+	const { minTimeScale, maxTimeScale } = useMemo(
 		() => ({
-			chartMinTime: minTime ? Math.floor(minTime / 1e6) : undefined,
-			chartMaxTime: maxTime ? Math.floor(maxTime / 1e6) : undefined,
+			minTimeScale: minTime ? Math.floor(minTime / 1e9) : undefined,
+			maxTimeScale: maxTime ? Math.floor(maxTime / 1e9) : undefined,
 		}),
 		[minTime, maxTime],
 	);

+	const { timezone } = useTimezone();
+	const graphRef = useRef<HTMLDivElement>(null);
+	const dimensions = useResizeObserver(graphRef);
+
+	const { config, chartData } = useLogsExplorerChartConfig({
+		data,
+		isLogsExplorerViews,
+		isLabelEnabled,
+		onDragSelect,
+		minTimeScale,
+		maxTimeScale,
+		yAxisUnit: Y_AXIS_UNIT,
+	});
+
 	return (
-		<div className={`${className} logs-frequency-chart-container`}>
+		<div ref={graphRef} className={`${className} logs-frequency-chart-container`}>
 			{isLoading ? (
 				<div className="logs-frequency-chart-loading">
 					<Spinner size="default" height="100%" />
 				</div>
 			) : (
-				<Graph
-					name="logsExplorerChart"
-					data={graphData.data}
-					isStacked={isLogsExplorerViews}
-					type="bar"
-					animate
-					onDragSelect={onDragSelect}
-					minTime={chartMinTime}
-					maxTime={chartMaxTime}
+				<BarChart
+					config={config}
+					data={chartData}
+					width={dimensions.width}
+					height={dimensions.height}
+					stack={isLogsExplorerViews ? StackMode.Normal : StackMode.None}
+					showLegend={isLabelEnabled}
+					legendConfig={{ position: LegendPosition.BOTTOM }}
+					timezone={timezone}
+					data-testid="logs-frequency-chart"
+					yAxisUnit={Y_AXIS_UNIT}
 				/>
 			)}
 		</div>
--- a/frontend/src/container/LogsExplorerChart/useLogsExplorerChartConfig.ts
+++ b/frontend/src/container/LogsExplorerChart/useLogsExplorerChartConfig.ts
@@ -0,0 +1,105 @@
+import { useMemo } from 'react';
+import { PANEL_TYPES } from 'constants/queryBuilder';
+import { themeColors } from 'constants/theme';
+import { buildBaseConfig } from 'container/DashboardContainer/visualization/panels/utils/baseConfigBuilder';
+import { useIsDarkMode } from 'hooks/useDarkMode';
+import getLabelName from 'lib/getLabelName';
+import { colors } from 'lib/getRandomColor';
+import { getUPlotChartData } from 'lib/uPlotLib/utils/getUplotChartData';
+import { DrawStyle } from 'lib/uPlotV2/config/types';
+import { UPlotConfigBuilder } from 'lib/uPlotV2/config/UPlotConfigBuilder';
+import { useTimezone } from 'providers/Timezone';
+import { MetricRangePayloadProps } from 'types/api/metrics/getQueryRange';
+import { QueryData } from 'types/api/widgets/getQuery';
+import uPlot from 'uplot';
+
+import { getColorsForSeverityLabels } from './utils';
+
+export interface UseLogsExplorerChartConfigParams {
+	data: QueryData[];
+	isLogsExplorerViews?: boolean;
+	isLabelEnabled?: boolean;
+	onDragSelect: (start: number, end: number) => void;
+	minTimeScale?: number;
+	maxTimeScale?: number;
+	yAxisUnit?: string;
+}
+
+export interface UseLogsExplorerChartConfigResult {
+	config: UPlotConfigBuilder;
+	chartData: uPlot.AlignedData;
+}
+
+export function useLogsExplorerChartConfig({
+	data,
+	isLogsExplorerViews = false,
+	isLabelEnabled = true,
+	onDragSelect,
+	minTimeScale,
+	maxTimeScale,
+	yAxisUnit,
+}: UseLogsExplorerChartConfigParams): UseLogsExplorerChartConfigResult {
+	const isDarkMode = useIsDarkMode();
+	const { timezone } = useTimezone();
+
+	// getUPlotChartData / buildBaseConfig both consume the legacy query-range payload
+	// shape, so the raw series list is wrapped instead of being plotted directly.
+	const apiResponse = useMemo(
+		() =>
+			({
+				data: { result: data, resultType: '' },
+			}) as unknown as MetricRangePayloadProps,
+		[data],
+	);
+
+	const chartData = useMemo(() => getUPlotChartData(apiResponse), [apiResponse]);
+
+	const config = useMemo(() => {
+		const builder = buildBaseConfig({
+			id: 'logs-explorer-frequency-chart',
+			isDarkMode,
+			onDragSelect,
+			timezone,
+			minTimeScale,
+			maxTimeScale,
+			yAxisUnit,
+			panelType: PANEL_TYPES.BAR,
+		});
+
+		data.forEach((series, index) => {
+			const label = getLabelName(
+				series.metric,
+				series.queryName || '',
+				series.legend || '',
+			);
+
+			const color = isLogsExplorerViews
+				? getColorsForSeverityLabels(label, index)
+				: colors[index % colors.length] || themeColors.red;
+
+			builder.addSeries({
+				scaleKey: 'y',
+				drawStyle: DrawStyle.Bar,
+				// No group-by yields query name "A"; use ' ' not '' so uPlot does not default the label to "Value".
+				label: isLabelEnabled && label.trim() ? label : ' ',
+				lineColor: color,
+				colorMapping: {},
+				isDarkMode,
+			});
+		});
+
+		return builder;
+	}, [
+		data,
+		isDarkMode,
+		isLabelEnabled,
+		isLogsExplorerViews,
+		maxTimeScale,
+		minTimeScale,
+		onDragSelect,
+		timezone,
+		yAxisUnit,
+	]);
+
+	return { config, chartData };
+}
--- a/frontend/src/container/LogsExplorerViews/LogsExplorerViews.styles.scss
+++ b/frontend/src/container/LogsExplorerViews/LogsExplorerViews.styles.scss
@@ -217,13 +217,6 @@
 		padding: 0px 8px;

 		.logs-frequency-chart {
-			.ant-card-body {
-				height: 140px;
-				min-height: 140px;
-				padding: 0 16px 22px 16px;
-				font-family: 'Geist Mono';
-			}
-
 			margin-bottom: 0px;
 		}
 	}
--- a/frontend/src/hooks/queryBuilder/useGetCompositeQueryParam.ts
+++ b/frontend/src/hooks/queryBuilder/useGetCompositeQueryParam.ts
@@ -27,6 +27,14 @@ export const useGetCompositeQueryParam = (): Query | null => {
 				decodeURIComponent(compositeQuery.replace(/\+/g, ' ')),
 			);

+			// Add default values for optional fields if empty
+			if (parsedCompositeQuery?.builder) {
+				parsedCompositeQuery.builder.queryFormulas =
+					parsedCompositeQuery.builder.queryFormulas ?? [];
+				parsedCompositeQuery.builder.queryTraceOperator =
+					parsedCompositeQuery.builder.queryTraceOperator ?? [];
+			}
+
 			// Convert old format to new format for each query in builder.queryData
 			if (parsedCompositeQuery?.builder?.queryData) {
 				parsedCompositeQuery.builder.queryData =
--- a/frontend/src/hooks/queryBuilder/useGetSearchQueryParam.ts
+++ b/frontend/src/hooks/queryBuilder/useGetSearchQueryParam.ts
@@ -1,15 +0,0 @@
-import { useMemo } from 'react';
-import { QuerySearchParamNames } from 'components/ExplorerCard/constants';
-import useUrlQuery from 'hooks/useUrlQuery';
-
-export const useGetSearchQueryParam = (
-	searchParams: QuerySearchParamNames,
-): string | null => {
-	const urlQuery = useUrlQuery();
-
-	return useMemo(() => {
-		const searchQuery = urlQuery.get(searchParams);
-
-		return searchQuery ? JSON.parse(searchQuery) : null;
-	}, [urlQuery, searchParams]);
-};
--- a/frontend/src/hooks/saveViews/tests/useGetSavedViewParams.test.ts
+++ b/frontend/src/hooks/saveViews/tests/useGetSavedViewParams.test.ts
@@ -0,0 +1,60 @@
+import { renderHook } from '@testing-library/react';
+import useUrlQuery from 'hooks/useUrlQuery';
+
+import { useGetSavedViewParams } from '../useGetSavedViewParams';
+
+jest.mock('hooks/useUrlQuery');
+
+const mockedUseUrlQuery = useUrlQuery as jest.Mock;
+
+const setSearch = (search: string): void => {
+	mockedUseUrlQuery.mockReturnValue(new URLSearchParams(search));
+};
+
+describe('useGetSavedViewParams', () => {
+	beforeEach(() => {
+		jest.clearAllMocks();
+	});
+
+	it('returns empty strings when no params are present', () => {
+		setSearch('');
+
+		const { result } = renderHook(() => useGetSavedViewParams());
+
+		expect(result.current).toStrictEqual({ viewName: '', viewKey: '' });
+	});
+
+	it('parses JSON-stringified values', () => {
+		setSearch(
+			`viewName=${encodeURIComponent(
+				JSON.stringify('Hindsight'),
+			)}&viewKey=${encodeURIComponent(JSON.stringify('abc-123'))}`,
+		);
+
+		const { result } = renderHook(() => useGetSavedViewParams());
+
+		expect(result.current).toStrictEqual({
+			viewName: 'Hindsight',
+			viewKey: 'abc-123',
+		});
+	});
+
+	it('falls back to the raw string when a value is not valid JSON', () => {
+		setSearch('viewName=Hindsight&viewKey=some-uuid-value');
+
+		const { result } = renderHook(() => useGetSavedViewParams());
+
+		expect(result.current).toStrictEqual({
+			viewName: 'Hindsight',
+			viewKey: 'some-uuid-value',
+		});
+	});
+
+	it('does not throw and keeps the raw string for non-string JSON', () => {
+		setSearch('viewName=123');
+
+		const { result } = renderHook(() => useGetSavedViewParams());
+
+		expect(result.current).toStrictEqual({ viewName: '123', viewKey: '' });
+	});
+});
--- a/frontend/src/hooks/saveViews/useGetSavedViewParams.ts
+++ b/frontend/src/hooks/saveViews/useGetSavedViewParams.ts
@@ -0,0 +1,33 @@
+import { useMemo } from 'react';
+import { QueryParams } from 'constants/query';
+import useUrlQuery from 'hooks/useUrlQuery';
+
+interface SavedViewParams {
+	viewName: string;
+	viewKey: string;
+}
+
+const parseViewParam = (value: string | null): string => {
+	if (!value) {
+		return '';
+	}
+
+	try {
+		const parsed = JSON.parse(value);
+		return typeof parsed === 'string' ? parsed : value;
+	} catch {
+		return value;
+	}
+};
+
+export const useGetSavedViewParams = (): SavedViewParams => {
+	const urlQuery = useUrlQuery();
+
+	return useMemo(
+		() => ({
+			viewName: parseViewParam(urlQuery.get(QueryParams.viewName)),
+			viewKey: parseViewParam(urlQuery.get(QueryParams.viewKey)),
+		}),
+		[urlQuery],
+	);
+};
--- a/frontend/src/hooks/useHandleExplorerTabChange.ts
+++ b/frontend/src/hooks/useHandleExplorerTabChange.ts
@@ -6,7 +6,7 @@ import { SIGNOZ_VALUE } from 'container/QueryBuilder/filters/OrderByFilter/const
 import { Query } from 'types/api/queryBuilder/queryBuilderData';
 import { DataSource } from 'types/common/queryBuilder';

-import { useGetSearchQueryParam } from './queryBuilder/useGetSearchQueryParam';
+import { useGetSavedViewParams } from './saveViews/useGetSavedViewParams';
 import { useQueryBuilder } from './queryBuilder/useQueryBuilder';

 export interface ICurrentQueryData {
@@ -31,9 +31,7 @@ export const useHandleExplorerTabChange = (): {
 		updateQueriesData,
 	} = useQueryBuilder();

-	const viewName = useGetSearchQueryParam(QueryParams.viewName) || '';
-
-	const viewKey = useGetSearchQueryParam(QueryParams.viewKey) || '';
+	const { viewName, viewKey } = useGetSavedViewParams();

 	const getUpdateQuery = useCallback(
 		(newPanelType: PANEL_TYPES): Query => {
--- a/frontend/src/providers/QueryBuilder.tsx
+++ b/frontend/src/providers/QueryBuilder.tsx
@@ -163,20 +163,23 @@ export function QueryBuilderProvider({
 	const prepareQueryBuilderData = useCallback(
 		(query: Query): Query => {
 			const builder: QueryBuilderData = {
-				queryData: query.builder.queryData?.map((item) => ({
-					...initialQueryBuilderFormValuesMap[
-						initialDataSource || DataSource.METRICS
-					],
-					...item,
-				})),
-				queryFormulas: query.builder.queryFormulas?.map((item) => ({
-					...initialFormulaBuilderFormValues,
-					...item,
-				})),
-				queryTraceOperator: query.builder.queryTraceOperator?.map((item) => ({
-					...initialQueryBuilderFormTraceOperatorValues,
-					...item,
-				})),
+				queryData:
+					query.builder.queryData?.map((item) => ({
+						...initialQueryBuilderFormValuesMap[
+							initialDataSource || DataSource.METRICS
+						],
+						...item,
+					})) ?? [],
+				queryFormulas:
+					query.builder.queryFormulas?.map((item) => ({
+						...initialFormulaBuilderFormValues,
+						...item,
+					})) ?? [],
+				queryTraceOperator:
+					query.builder.queryTraceOperator?.map((item) => ({
+						...initialQueryBuilderFormTraceOperatorValues,
+						...item,
+					})) ?? [],
 			};

 			const setupedQueryData = builder.queryData.map((item) => {
@@ -209,15 +212,17 @@ export function QueryBuilderProvider({
 				return currentElement;
 			});

-			const promql: IPromQLQuery[] = query.promql.map((item) => ({
-				...initialQueryPromQLData,
-				...item,
-			}));
+			const promql: IPromQLQuery[] =
+				query.promql?.map((item) => ({
+					...initialQueryPromQLData,
+					...item,
+				})) ?? [];

-			const clickHouse: IClickHouseQuery[] = query.clickhouse_sql.map((item) => ({
-				...initialClickHouseData,
-				...item,
-			}));
+			const clickHouse: IClickHouseQuery[] =
+				query.clickhouse_sql?.map((item) => ({
+					...initialClickHouseData,
+					...item,
+				})) ?? [];

 			const newQueryState: QueryState = {
 				clickhouse_sql: clickHouse,
--- a/frontend/src/schemas/generated/transactionGroups.schema.json
+++ b/frontend/src/schemas/generated/transactionGroups.schema.json
@@ -66,6 +66,7 @@
        "factor-api-key",
        "license",
        "subscription",
+        "deployment-host",
        "logs",
        "traces",
        "metrics",
--- a/pkg/apiserver/signozapiserver/flagger.go
+++ b/pkg/apiserver/signozapiserver/flagger.go
@@ -4,13 +4,12 @@ import (
 	"net/http"

 	"github.com/SigNoz/signoz/pkg/http/handler"
-	"github.com/SigNoz/signoz/pkg/types"
 	"github.com/SigNoz/signoz/pkg/types/featuretypes"
 	"github.com/gorilla/mux"
 )

 func (provider *provider) addFlaggerRoutes(router *mux.Router) error {
-	if err := router.Handle("/api/v2/features", handler.New(provider.authzMiddleware.ViewAccess(provider.flaggerHandler.GetFeatures), handler.OpenAPIDef{
+	if err := router.Handle("/api/v2/features", handler.New(provider.authzMiddleware.OpenAccess(provider.flaggerHandler.GetFeatures), handler.OpenAPIDef{
 		ID:                  "GetFeatures",
 		Tags:                []string{"features"},
 		Summary:             "Get features",
@@ -22,7 +21,7 @@ func (provider *provider) addFlaggerRoutes(router *mux.Router) error {
 		SuccessStatusCode:   http.StatusOK,
 		ErrorStatusCodes:    []int{},
 		Deprecated:          false,
-		SecuritySchemes:     newSecuritySchemes(types.RoleViewer),
+		SecuritySchemes:     newScopedSecuritySchemes(nil),
 	})).Methods(http.MethodGet).GetError(); err != nil {
 		return err
 	}
--- a/pkg/apiserver/signozapiserver/licensing.go
+++ b/pkg/apiserver/signozapiserver/licensing.go
@@ -1,84 +0,0 @@
-package signozapiserver
-
-import (
-	"net/http"
-
-	"github.com/SigNoz/signoz/pkg/http/handler"
-	"github.com/SigNoz/signoz/pkg/types/authtypes"
-	"github.com/SigNoz/signoz/pkg/types/coretypes"
-	"github.com/SigNoz/signoz/pkg/types/licensetypes"
-	"github.com/gorilla/mux"
-)
-
-func (provider *provider) addLicensingRoutes(router *mux.Router) error {
-	if err := router.Handle("/api/v3/licenses", handler.New(
-		provider.authzMiddleware.CheckResources(provider.licensingHandler.Activate, authtypes.SigNozAdminRoleName),
-		handler.OpenAPIDef{
-			ID:                  "ActivateLicense",
-			Tags:                []string{"licenses"},
-			Summary:             "Activate a license.",
-			Description:         "This endpoint validates the license key with upstream and activates the license for the organization.",
-			Request:             new(licensetypes.PostableLicense),
-			RequestContentType:  "application/json",
-			Response:            nil,
-			ResponseContentType: "",
-			SuccessStatusCode:   http.StatusAccepted,
-			ErrorStatusCodes:    []int{http.StatusBadRequest, http.StatusUnauthorized, http.StatusForbidden, http.StatusNotFound, http.StatusConflict},
-			Deprecated:          false,
-			SecuritySchemes:     newScopedSecuritySchemes([]string{coretypes.ResourceMetaResourceLicense.Scope(coretypes.VerbCreate)}),
-		},
-		handler.WithResourceDefs(handler.BasicResourceDef{
-			Resource: coretypes.ResourceMetaResourceLicense,
-			Verb:     coretypes.VerbCreate,
-			Category: coretypes.ActionCategoryConfigurationChange,
-			Selector: coretypes.WildcardSelector,
-		}),
-	)).Methods(http.MethodPost).GetError(); err != nil {
-		return err
-	}
-
-	if err := router.Handle("/api/v3/licenses", handler.New(
-		provider.authzMiddleware.CheckResources(provider.licensingHandler.Refresh, authtypes.SigNozAdminRoleName),
-		handler.OpenAPIDef{
-			ID:                  "RefreshLicense",
-			Tags:                []string{"licenses"},
-			Summary:             "Refresh the active license.",
-			Description:         "This endpoint refreshes the active license of the organization from upstream.",
-			Request:             nil,
-			RequestContentType:  "",
-			Response:            nil,
-			ResponseContentType: "",
-			SuccessStatusCode:   http.StatusNoContent,
-			ErrorStatusCodes:    []int{http.StatusBadRequest, http.StatusUnauthorized, http.StatusForbidden, http.StatusNotFound},
-			Deprecated:          false,
-			SecuritySchemes:     newScopedSecuritySchemes([]string{coretypes.ResourceMetaResourceLicense.Scope(coretypes.VerbUpdate)}),
-		},
-		handler.WithResourceDefs(handler.BasicResourceDef{
-			Resource: coretypes.ResourceMetaResourceLicense,
-			Verb:     coretypes.VerbUpdate,
-			Category: coretypes.ActionCategoryConfigurationChange,
-			Selector: coretypes.WildcardSelector,
-		}),
-	)).Methods(http.MethodPut).GetError(); err != nil {
-		return err
-	}
-
-	if err := router.Handle("/api/v3/licenses/active", handler.New(provider.authzMiddleware.OpenAccess(provider.licensingHandler.GetActive), handler.OpenAPIDef{
-		ID:                  "GetActiveLicense",
-		Tags:                []string{"licenses"},
-		Summary:             "Get the active license.",
-		Description:         "This endpoint gets the active license of the organization.",
-		Request:             nil,
-		RequestContentType:  "",
-		Response:            new(licensetypes.GettableLicense),
-		ResponseContentType: "application/json",
-		SuccessStatusCode:   http.StatusOK,
-		ErrorStatusCodes:    []int{http.StatusBadRequest, http.StatusUnauthorized, http.StatusNotFound},
-		Deprecated:          false,
-		SecuritySchemes:     newScopedSecuritySchemes(nil),
-	})).Methods(http.MethodGet).GetError(); err != nil {
-		return err
-	}
-
-	return nil
-}
--- a/pkg/apiserver/signozapiserver/provider.go
+++ b/pkg/apiserver/signozapiserver/provider.go
@@ -12,7 +12,6 @@ import (
 	"github.com/SigNoz/signoz/pkg/global"
 	"github.com/SigNoz/signoz/pkg/http/handler"
 	"github.com/SigNoz/signoz/pkg/http/middleware"
-	"github.com/SigNoz/signoz/pkg/licensing"
 	"github.com/SigNoz/signoz/pkg/modules/aiobservability"
 	"github.com/SigNoz/signoz/pkg/modules/authdomain"
 	"github.com/SigNoz/signoz/pkg/modules/cloudintegration"
@@ -25,6 +24,7 @@ import (
 	"github.com/SigNoz/signoz/pkg/modules/organization"
 	"github.com/SigNoz/signoz/pkg/modules/preference"
 	"github.com/SigNoz/signoz/pkg/modules/promote"
+	"github.com/SigNoz/signoz/pkg/modules/quickfilter"
 	"github.com/SigNoz/signoz/pkg/modules/rawdataexport"
 	"github.com/SigNoz/signoz/pkg/modules/rulestatehistory"
 	"github.com/SigNoz/signoz/pkg/modules/savedview"
@@ -68,7 +68,6 @@ type provider struct {
 	authzHandler               authz.Handler
 	rawDataExportHandler       rawdataexport.Handler
 	zeusHandler                zeus.Handler
-	licensingHandler           licensing.Handler
 	querierHandler             querier.Handler
 	serviceAccountHandler      serviceaccount.Handler
 	serviceAccountGetter       serviceaccount.Getter
@@ -82,6 +81,7 @@ type provider struct {
 	llmPricingRuleHandler      llmpricingrule.Handler
 	statsHandler               statsreporter.Handler
 	savedViewHandler           savedview.Handler
+	quickFilterHandler         quickfilter.Handler
 }

 func NewFactory(
@@ -107,7 +107,6 @@ func NewFactory(
 	authzHandler authz.Handler,
 	rawDataExportHandler rawdataexport.Handler,
 	zeusHandler zeus.Handler,
-	licensingHandler licensing.Handler,
 	querierHandler querier.Handler,
 	serviceAccountHandler serviceaccount.Handler,
 	serviceAccountGetter serviceaccount.Getter,
@@ -121,6 +120,7 @@ func NewFactory(
 	rulerHandler ruler.Handler,
 	statsHandler statsreporter.Handler,
 	savedViewHandler savedview.Handler,
+	quickFilterHandler quickfilter.Handler,
 ) factory.ProviderFactory[apiserver.APIServer, apiserver.Config] {
 	return factory.NewProviderFactory(factory.MustNewName("signoz"), func(ctx context.Context, providerSettings factory.ProviderSettings, config apiserver.Config) (apiserver.APIServer, error) {
 		return newProvider(
@@ -149,7 +149,6 @@ func NewFactory(
 			authzHandler,
 			rawDataExportHandler,
 			zeusHandler,
-			licensingHandler,
 			querierHandler,
 			serviceAccountHandler,
 			serviceAccountGetter,
@@ -163,6 +162,7 @@ func NewFactory(
 			rulerHandler,
 			statsHandler,
 			savedViewHandler,
+			quickFilterHandler,
 		)
 	})
 }
@@ -193,7 +193,6 @@ func newProvider(
 	authzHandler authz.Handler,
 	rawDataExportHandler rawdataexport.Handler,
 	zeusHandler zeus.Handler,
-	licensingHandler licensing.Handler,
 	querierHandler querier.Handler,
 	serviceAccountHandler serviceaccount.Handler,
 	serviceAccountGetter serviceaccount.Getter,
@@ -207,6 +206,7 @@ func newProvider(
 	rulerHandler ruler.Handler,
 	statsHandler statsreporter.Handler,
 	savedViewHandler savedview.Handler,
+	quickFilterHandler quickfilter.Handler,
 ) (apiserver.APIServer, error) {
 	settings := factory.NewScopedProviderSettings(providerSettings, "github.com/SigNoz/signoz/pkg/apiserver/signozapiserver")
 	router := mux.NewRouter().UseEncodedPath()
@@ -236,7 +236,6 @@ func newProvider(
 		authzHandler:               authzHandler,
 		rawDataExportHandler:       rawDataExportHandler,
 		zeusHandler:                zeusHandler,
-		licensingHandler:           licensingHandler,
 		querierHandler:             querierHandler,
 		serviceAccountHandler:      serviceAccountHandler,
 		serviceAccountGetter:       serviceAccountGetter,
@@ -250,6 +249,7 @@ func newProvider(
 		llmPricingRuleHandler:      llmPricingRuleHandler,
 		statsHandler:               statsHandler,
 		savedViewHandler:           savedViewHandler,
+		quickFilterHandler:         quickFilterHandler,
 	}

 	provider.authzMiddleware = middleware.NewAuthZ(settings.Logger(), orgGetter, authzService)
@@ -338,10 +338,6 @@ func (provider *provider) AddToRouter(router *mux.Router) error {
 		return err
 	}

-	if err := provider.addLicensingRoutes(router); err != nil {
-		return err
-	}
-
 	if err := provider.addZeusRoutes(router); err != nil {
 		return err
 	}
@@ -394,6 +390,10 @@ func (provider *provider) AddToRouter(router *mux.Router) error {
 		return err
 	}

+	if err := provider.addQuickFilterRoutes(router); err != nil {
+		return err
+	}
+
 	return nil
 }

--- a/pkg/apiserver/signozapiserver/quickfilter.go
+++ b/pkg/apiserver/signozapiserver/quickfilter.go
@@ -0,0 +1,93 @@
+package signozapiserver
+
+import (
+	"net/http"
+
+	"github.com/SigNoz/signoz/pkg/http/handler"
+	"github.com/SigNoz/signoz/pkg/types/authtypes"
+	"github.com/SigNoz/signoz/pkg/types/coretypes"
+	"github.com/SigNoz/signoz/pkg/types/quickfiltertypes"
+	"github.com/gorilla/mux"
+)
+
+func (provider *provider) addQuickFilterRoutes(router *mux.Router) error {
+	if err := router.Handle("/api/v2/quick_filters", handler.New(
+		provider.authzMiddleware.CheckResources(provider.quickFilterHandler.ListQuickFiltersV2, authtypes.SigNozAdminRoleName, authtypes.SigNozEditorRoleName, authtypes.SigNozViewerRoleName),
+		handler.OpenAPIDef{
+			ID:                  "ListQuickFilters",
+			Tags:                []string{"quick_filter"},
+			Summary:             "List quick filters",
+			Description:         "Returns the org's quick filters for every signal, each filter as a telemetry field key.",
+			Request:             nil,
+			RequestContentType:  "",
+			Response:            new([]*quickfiltertypes.SignalFilters),
+			ResponseContentType: "application/json",
+			SuccessStatusCode:   http.StatusOK,
+			ErrorStatusCodes:    []int{http.StatusBadRequest},
+			Deprecated:          false,
+			SecuritySchemes:     newScopedSecuritySchemes([]string{coretypes.ResourceMetaResourceQuickFilter.Scope(coretypes.VerbList)}),
+		},
+		handler.WithResourceDefs(handler.BasicResourceDef{
+			Resource: coretypes.ResourceMetaResourceQuickFilter,
+			Verb:     coretypes.VerbList,
+			Category: coretypes.ActionCategoryDataAccess,
+			Selector: coretypes.WildcardSelector,
+		}),
+	)).Methods(http.MethodGet).GetError(); err != nil {
+		return err
+	}
+
+	if err := router.Handle("/api/v2/quick_filters/{signal_name}", handler.New(
+		provider.authzMiddleware.CheckResources(provider.quickFilterHandler.GetQuickFiltersV2, authtypes.SigNozAdminRoleName, authtypes.SigNozEditorRoleName, authtypes.SigNozViewerRoleName),
+		handler.OpenAPIDef{
+			ID:                  "GetQuickFilters",
+			Tags:                []string{"quick_filter"},
+			Summary:             "Get a signal's quick filters",
+			Description:         "Returns the org's quick filters for one signal, each filter as a telemetry field key.",
+			Request:             nil,
+			RequestContentType:  "",
+			Response:            new(quickfiltertypes.SignalFilters),
+			ResponseContentType: "application/json",
+			SuccessStatusCode:   http.StatusOK,
+			ErrorStatusCodes:    []int{http.StatusBadRequest},
+			Deprecated:          false,
+			SecuritySchemes:     newScopedSecuritySchemes([]string{coretypes.ResourceMetaResourceQuickFilter.Scope(coretypes.VerbRead)}),
+		},
+		handler.WithResourceDefs(handler.BasicResourceDef{
+			Resource: coretypes.ResourceMetaResourceQuickFilter,
+			Verb:     coretypes.VerbRead,
+			Category: coretypes.ActionCategoryDataAccess,
+			Selector: coretypes.WildcardSelector,
+		}),
+	)).Methods(http.MethodGet).GetError(); err != nil {
+		return err
+	}
+
+	if err := router.Handle("/api/v2/quick_filters", handler.New(
+		provider.authzMiddleware.CheckResources(provider.quickFilterHandler.UpdateQuickFiltersV2, authtypes.SigNozAdminRoleName),
+		handler.OpenAPIDef{
+			ID:                  "UpdateQuickFilters",
+			Tags:                []string{"quick_filter"},
+			Summary:             "Update quick filters",
+			Description:         "Replaces the org's quick filters for the signal named in the body.",
+			Request:             new(quickfiltertypes.UpdatableQuickFilters),
+			RequestContentType:  "application/json",
+			Response:            nil,
+			ResponseContentType: "application/json",
+			SuccessStatusCode:   http.StatusNoContent,
+			ErrorStatusCodes:    []int{http.StatusBadRequest},
+			Deprecated:          false,
+			SecuritySchemes:     newScopedSecuritySchemes([]string{coretypes.ResourceMetaResourceQuickFilter.Scope(coretypes.VerbUpdate)}),
+		},
+		handler.WithResourceDefs(handler.BasicResourceDef{
+			Resource: coretypes.ResourceMetaResourceQuickFilter,
+			Verb:     coretypes.VerbUpdate,
+			Category: coretypes.ActionCategoryConfigurationChange,
+			Selector: coretypes.WildcardSelector,
+		}),
+	)).Methods(http.MethodPut).GetError(); err != nil {
+		return err
+	}
+
+	return nil
+}
--- a/pkg/apiserver/signozapiserver/zeus.go
+++ b/pkg/apiserver/signozapiserver/zeus.go
@@ -5,6 +5,8 @@ import (

 	"github.com/SigNoz/signoz/pkg/http/handler"
 	"github.com/SigNoz/signoz/pkg/types"
+	"github.com/SigNoz/signoz/pkg/types/authtypes"
+	"github.com/SigNoz/signoz/pkg/types/coretypes"
 	"github.com/SigNoz/signoz/pkg/types/zeustypes"
 	"github.com/gorilla/mux"
 )
@@ -27,7 +29,7 @@ func (provider *provider) addZeusRoutes(router *mux.Router) error {
 		return err
 	}

-	if err := router.Handle("/api/v2/zeus/hosts", handler.New(provider.authzMiddleware.ViewAccess(provider.zeusHandler.GetHosts), handler.OpenAPIDef{
+	if err := router.Handle("/api/v2/zeus/hosts", handler.New(provider.authzMiddleware.CheckResources(provider.zeusHandler.GetHosts, authtypes.SigNozAdminRoleName, authtypes.SigNozEditorRoleName, authtypes.SigNozViewerRoleName), handler.OpenAPIDef{
 		ID:                  "GetHosts",
 		Tags:                []string{"zeus"},
 		Summary:             "Get host info from Zeus.",
@@ -39,12 +41,17 @@ func (provider *provider) addZeusRoutes(router *mux.Router) error {
 		SuccessStatusCode:   http.StatusOK,
 		ErrorStatusCodes:    []int{http.StatusBadRequest, http.StatusUnauthorized, http.StatusForbidden, http.StatusNotFound},
 		Deprecated:          false,
-		SecuritySchemes:     newSecuritySchemes(types.RoleViewer),
-	})).Methods(http.MethodGet).GetError(); err != nil {
+		SecuritySchemes:     newScopedSecuritySchemes([]string{coretypes.ResourceMetaResourceDeploymentHost.Scope(coretypes.VerbList)}),
+	}, handler.WithResourceDefs(handler.BasicResourceDef{
+		Resource: coretypes.ResourceMetaResourceDeploymentHost,
+		Verb:     coretypes.VerbList,
+		Category: coretypes.ActionCategoryDataAccess,
+		Selector: coretypes.WildcardSelector,
+	}))).Methods(http.MethodGet).GetError(); err != nil {
 		return err
 	}

-	if err := router.Handle("/api/v2/zeus/hosts", handler.New(provider.authzMiddleware.AdminAccess(provider.zeusHandler.PutHost), handler.OpenAPIDef{
+	if err := router.Handle("/api/v2/zeus/hosts", handler.New(provider.authzMiddleware.CheckResources(provider.zeusHandler.PutHost, authtypes.SigNozAdminRoleName), handler.OpenAPIDef{
 		ID:                  "PutHost",
 		Tags:                []string{"zeus"},
 		Summary:             "Put host in Zeus for a deployment.",
@@ -56,8 +63,14 @@ func (provider *provider) addZeusRoutes(router *mux.Router) error {
 		SuccessStatusCode:   http.StatusNoContent,
 		ErrorStatusCodes:    []int{http.StatusBadRequest, http.StatusUnauthorized, http.StatusForbidden, http.StatusNotFound, http.StatusConflict},
 		Deprecated:          false,
-		SecuritySchemes:     newSecuritySchemes(types.RoleAdmin),
-	})).Methods(http.MethodPut).GetError(); err != nil {
+		SecuritySchemes:     newScopedSecuritySchemes([]string{coretypes.ResourceMetaResourceDeploymentHost.Scope(coretypes.VerbUpdate)}),
+	}, handler.WithResourceDefs(handler.BasicResourceDef{
+		Resource: coretypes.ResourceMetaResourceDeploymentHost,
+		Verb:     coretypes.VerbUpdate,
+		Category: coretypes.ActionCategoryConfigurationChange,
+		ID:       coretypes.BodyJSONPath("name"),
+		Selector: coretypes.WildcardSelector,
+	}))).Methods(http.MethodPut).GetError(); err != nil {
 		return err
 	}

--- a/pkg/licensing/licensing.go
+++ b/pkg/licensing/licensing.go
@@ -37,7 +37,7 @@ type Licensing interface {
 	statsreporter.StatsCollector
 }

-type Handler interface {
+type API interface {
 	Activate(http.ResponseWriter, *http.Request)
 	Refresh(http.ResponseWriter, *http.Request)
 	GetActive(http.ResponseWriter, *http.Request)
--- a/pkg/licensing/nooplicensing/api.go
+++ b/pkg/licensing/nooplicensing/api.go
@@ -0,0 +1,35 @@
+package nooplicensing
+
+import (
+	"net/http"
+
+	"github.com/SigNoz/signoz/pkg/errors"
+	"github.com/SigNoz/signoz/pkg/http/render"
+	"github.com/SigNoz/signoz/pkg/licensing"
+)
+
+type noopLicensingAPI struct{}
+
+func NewLicenseAPI() licensing.API {
+	return &noopLicensingAPI{}
+}
+
+func (api *noopLicensingAPI) Activate(rw http.ResponseWriter, r *http.Request) {
+	render.Error(rw, errors.New(errors.TypeUnsupported, licensing.ErrCodeUnsupported, "not implemented"))
+}
+
+func (api *noopLicensingAPI) GetActive(rw http.ResponseWriter, r *http.Request) {
+	render.Error(rw, errors.New(errors.TypeUnsupported, licensing.ErrCodeUnsupported, "not implemented"))
+}
+
+func (api *noopLicensingAPI) Refresh(rw http.ResponseWriter, r *http.Request) {
+	render.Error(rw, errors.New(errors.TypeUnsupported, licensing.ErrCodeUnsupported, "not implemented"))
+}
+
+func (api *noopLicensingAPI) Checkout(rw http.ResponseWriter, r *http.Request) {
+	render.Error(rw, errors.New(errors.TypeUnsupported, licensing.ErrCodeUnsupported, "not implemented"))
+}
+
+func (api *noopLicensingAPI) Portal(rw http.ResponseWriter, r *http.Request) {
+	render.Error(rw, errors.New(errors.TypeUnsupported, licensing.ErrCodeUnsupported, "not implemented"))
+}
--- a/pkg/modules/quickfilter/implquickfilter/handler.go
+++ b/pkg/modules/quickfilter/implquickfilter/handler.go
@@ -4,10 +4,13 @@ import (
 	"encoding/json"
 	"net/http"

+	"github.com/SigNoz/signoz/pkg/errors"
 	"github.com/SigNoz/signoz/pkg/http/render"
 	"github.com/SigNoz/signoz/pkg/modules/quickfilter"
+	v3 "github.com/SigNoz/signoz/pkg/query-service/model/v3"
 	"github.com/SigNoz/signoz/pkg/types/authtypes"
 	"github.com/SigNoz/signoz/pkg/types/quickfiltertypes"
+	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
 	"github.com/SigNoz/signoz/pkg/valuer"
 	"github.com/gorilla/mux"
 )
@@ -20,6 +23,89 @@ func NewHandler(module quickfilter.Module) quickfilter.Handler {
 	return &handler{module: module}
 }

+// legacySignalFilters is the v1 API shape: filters as v3 attribute keys.
+type legacySignalFilters struct {
+	Signal  quickfiltertypes.Signal `json:"signal"`
+	Filters []v3.AttributeKey       `json:"filters"`
+}
+
+// newTelemetryFieldKeysFromLegacy converts a v1 write payload with the same
+// normalizations as the storage migration: alias contexts, numerics to number.
+// The v1 shape carries no per filter signal, so meter keys get it restored.
+func newTelemetryFieldKeysFromLegacy(signal quickfiltertypes.Signal, filters []v3.AttributeKey) ([]telemetrytypes.TelemetryFieldKey, error) {
+	var fieldSignal telemetrytypes.Signal
+	if signal == quickfiltertypes.SignalMeter {
+		fieldSignal = telemetrytypes.SignalMetrics
+	}
+
+	fieldKeys := make([]telemetrytypes.TelemetryFieldKey, 0, len(filters))
+	for _, filter := range filters {
+		if err := filter.Validate(); err != nil {
+			return nil, errors.Newf(errors.TypeInvalidInput, errors.CodeInvalidInput, "invalid filter: %v", err)
+		}
+
+		fieldContext, ok := telemetrytypes.FieldContextFromText(string(filter.Type))
+		if !ok {
+			fieldContext = telemetrytypes.FieldContextUnspecified
+		}
+
+		var fieldDataType telemetrytypes.FieldDataType
+		if err := fieldDataType.Scan(string(filter.DataType)); err != nil {
+			fieldDataType = telemetrytypes.FieldDataTypeUnspecified
+		}
+		if fieldDataType == telemetrytypes.FieldDataTypeInt64 {
+			fieldDataType = telemetrytypes.FieldDataTypeNumber
+		}
+
+		fieldKeys = append(fieldKeys, telemetrytypes.TelemetryFieldKey{
+			Name:          filter.Key,
+			Signal:        fieldSignal,
+			FieldContext:  fieldContext,
+			FieldDataType: fieldDataType,
+		})
+	}
+
+	return fieldKeys, nil
+}
+
+// newLegacySignalFiltersFromSignalFilters renders stored telemetry field keys
+// back into the v1 shape, restoring the legacy spellings v1 clients expect.
+func newLegacySignalFiltersFromSignalFilters(signalFilters *quickfiltertypes.SignalFilters) *legacySignalFilters {
+	filters := make([]v3.AttributeKey, 0, len(signalFilters.Filters))
+	for _, fieldKey := range signalFilters.Filters {
+		// Only tag and resource exist in the v3 enum; other contexts render as
+		// unspecified so v1 clients never see spellings their queries can't use.
+		var attributeType v3.AttributeKeyType
+		switch fieldKey.FieldContext {
+		case telemetrytypes.FieldContextAttribute:
+			attributeType = v3.AttributeKeyTypeTag
+		case telemetrytypes.FieldContextResource:
+			attributeType = v3.AttributeKeyTypeResource
+		default:
+			attributeType = v3.AttributeKeyTypeUnspecified
+		}
+
+		var dataType v3.AttributeKeyDataType
+		switch fieldKey.FieldDataType {
+		case telemetrytypes.FieldDataTypeNumber:
+			dataType = v3.AttributeKeyDataTypeFloat64
+		default:
+			dataType = v3.AttributeKeyDataType(fieldKey.FieldDataType.StringValue())
+		}
+
+		filters = append(filters, v3.AttributeKey{
+			Key:      fieldKey.Name,
+			Type:     attributeType,
+			DataType: dataType,
+		})
+	}
+
+	return &legacySignalFilters{
+		Signal:  signalFilters.Signal,
+		Filters: filters,
+	}
+}
+
 func (handler *handler) GetQuickFilters(rw http.ResponseWriter, r *http.Request) {
 	claims, err := authtypes.ClaimsFromContext(r.Context())
 	if err != nil {
@@ -27,36 +113,18 @@ func (handler *handler) GetQuickFilters(rw http.ResponseWriter, r *http.Request)
 		return
 	}

-	filters, err := handler.module.GetQuickFilters(r.Context(), valuer.MustNewUUID(claims.OrgID))
+	filters, err := handler.module.GetQuickFilters(r.Context(), valuer.MustNewUUID(claims.OrgID), quickfiltertypes.Signal{})
 	if err != nil {
 		render.Error(rw, err)
 		return
 	}

-	render.Success(rw, http.StatusOK, filters)
-}
-
-func (handler *handler) UpdateQuickFilters(rw http.ResponseWriter, r *http.Request) {
-	claims, err := authtypes.ClaimsFromContext(r.Context())
-	if err != nil {
-		render.Error(rw, err)
-		return
+	legacyFilters := make([]*legacySignalFilters, 0, len(filters))
+	for _, signalFilters := range filters {
+		legacyFilters = append(legacyFilters, newLegacySignalFiltersFromSignalFilters(signalFilters))
 	}

-	var req quickfiltertypes.UpdatableQuickFilters
-	decodeErr := json.NewDecoder(r.Body).Decode(&req)
-	if decodeErr != nil {
-		render.Error(rw, decodeErr)
-		return
-	}
-
-	err = handler.module.UpdateQuickFilters(r.Context(), valuer.MustNewUUID(claims.OrgID), req.Signal, req.Filters)
-	if err != nil {
-		render.Error(rw, err)
-		return
-	}
-
-	render.Success(rw, http.StatusNoContent, nil)
+	render.Success(rw, http.StatusOK, legacyFilters)
 }

 func (handler *handler) GetSignalFilters(rw http.ResponseWriter, r *http.Request) {
@@ -73,7 +141,51 @@ func (handler *handler) GetSignalFilters(rw http.ResponseWriter, r *http.Request
 		return
 	}

-	filters, err := handler.module.GetSignalFilters(r.Context(), valuer.MustNewUUID(claims.OrgID), validatedSignal)
+	filters, err := handler.module.GetQuickFilters(r.Context(), valuer.MustNewUUID(claims.OrgID), validatedSignal)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	render.Success(rw, http.StatusOK, newLegacySignalFiltersFromSignalFilters(filters[0]))
+}
+
+func (handler *handler) UpdateQuickFilters(rw http.ResponseWriter, r *http.Request) {
+	claims, err := authtypes.ClaimsFromContext(r.Context())
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	var req legacySignalFilters
+	if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	fieldKeys, err := newTelemetryFieldKeysFromLegacy(req.Signal, req.Filters)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	err = handler.module.UpsertQuickFilters(r.Context(), valuer.MustNewUUID(claims.OrgID), req.Signal, fieldKeys)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	render.Success(rw, http.StatusNoContent, nil)
+}
+
+func (handler *handler) ListQuickFiltersV2(rw http.ResponseWriter, r *http.Request) {
+	claims, err := authtypes.ClaimsFromContext(r.Context())
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	filters, err := handler.module.GetQuickFilters(r.Context(), valuer.MustNewUUID(claims.OrgID), quickfiltertypes.Signal{})
 	if err != nil {
 		render.Error(rw, err)
 		return
@@ -81,3 +193,48 @@ func (handler *handler) GetSignalFilters(rw http.ResponseWriter, r *http.Request

 	render.Success(rw, http.StatusOK, filters)
 }
+
+func (handler *handler) UpdateQuickFiltersV2(rw http.ResponseWriter, r *http.Request) {
+	claims, err := authtypes.ClaimsFromContext(r.Context())
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	var req quickfiltertypes.UpdatableQuickFilters
+	if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	err = handler.module.UpsertQuickFilters(r.Context(), valuer.MustNewUUID(claims.OrgID), req.Signal, req.Filters)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	render.Success(rw, http.StatusNoContent, nil)
+}
+
+func (handler *handler) GetQuickFiltersV2(rw http.ResponseWriter, r *http.Request) {
+	claims, err := authtypes.ClaimsFromContext(r.Context())
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	signal := mux.Vars(r)["signal_name"]
+	validatedSignal, err := quickfiltertypes.NewSignal(signal)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	filters, err := handler.module.GetQuickFilters(r.Context(), valuer.MustNewUUID(claims.OrgID), validatedSignal)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	render.Success(rw, http.StatusOK, filters[0])
+}
--- a/pkg/modules/quickfilter/implquickfilter/handler_test.go
+++ b/pkg/modules/quickfilter/implquickfilter/handler_test.go
@@ -0,0 +1,62 @@
+package implquickfilter
+
+import (
+	"testing"
+
+	v3 "github.com/SigNoz/signoz/pkg/query-service/model/v3"
+	"github.com/SigNoz/signoz/pkg/types/quickfiltertypes"
+	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestNewTelemetryFieldKeysFromLegacy(t *testing.T) {
+	fieldKeys, err := newTelemetryFieldKeysFromLegacy(quickfiltertypes.SignalTraces, []v3.AttributeKey{
+		{Key: "service.name", Type: v3.AttributeKeyTypeResource, DataType: v3.AttributeKeyDataTypeString},
+		{Key: "http.method", Type: v3.AttributeKeyTypeTag, DataType: v3.AttributeKeyDataTypeString},
+		{Key: "duration_nano", Type: v3.AttributeKeyTypeTag, DataType: v3.AttributeKeyDataTypeFloat64},
+		{Key: "code_line", Type: v3.AttributeKeyTypeTag, DataType: v3.AttributeKeyDataTypeInt64},
+	})
+	require.NoError(t, err)
+	require.Len(t, fieldKeys, 4)
+
+	assert.Equal(t, telemetrytypes.TelemetryFieldKey{Name: "service.name", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString}, fieldKeys[0])
+	assert.Equal(t, telemetrytypes.FieldContextAttribute, fieldKeys[1].FieldContext)
+	assert.Equal(t, telemetrytypes.FieldDataTypeNumber, fieldKeys[2].FieldDataType)
+	assert.Equal(t, telemetrytypes.FieldDataTypeNumber, fieldKeys[3].FieldDataType)
+
+	t.Run("meter writes restore the per-filter signal", func(t *testing.T) {
+		fieldKeys, err := newTelemetryFieldKeysFromLegacy(quickfiltertypes.SignalMeter, []v3.AttributeKey{
+			{Key: "host.name", DataType: v3.AttributeKeyDataTypeString},
+		})
+		require.NoError(t, err)
+		require.Len(t, fieldKeys, 1)
+		assert.Equal(t, telemetrytypes.SignalMetrics, fieldKeys[0].Signal)
+	})
+
+	t.Run("rejects a filter without a key", func(t *testing.T) {
+		_, err := newTelemetryFieldKeysFromLegacy(quickfiltertypes.SignalTraces, []v3.AttributeKey{{DataType: v3.AttributeKeyDataTypeString}})
+		require.Error(t, err)
+	})
+}
+
+func TestNewLegacySignalFiltersFromSignalFilters(t *testing.T) {
+	legacy := newLegacySignalFiltersFromSignalFilters(&quickfiltertypes.SignalFilters{
+		Signal: quickfiltertypes.SignalLogs,
+		Filters: []telemetrytypes.TelemetryFieldKey{
+			{Name: "service.name", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString},
+			{Name: "http.method", FieldContext: telemetrytypes.FieldContextAttribute, FieldDataType: telemetrytypes.FieldDataTypeString},
+			{Name: "duration_nano", FieldContext: telemetrytypes.FieldContextAttribute, FieldDataType: telemetrytypes.FieldDataTypeNumber},
+			{Name: "severity_text", FieldContext: telemetrytypes.FieldContextLog, FieldDataType: telemetrytypes.FieldDataTypeString},
+			{Name: "host.name", Signal: telemetrytypes.SignalMetrics},
+		},
+	})
+
+	assert.Equal(t, quickfiltertypes.SignalLogs, legacy.Signal)
+	require.Len(t, legacy.Filters, 5)
+	assert.Equal(t, v3.AttributeKey{Key: "service.name", Type: v3.AttributeKeyTypeResource, DataType: v3.AttributeKeyDataTypeString}, legacy.Filters[0])
+	assert.Equal(t, v3.AttributeKeyTypeTag, legacy.Filters[1].Type)
+	assert.Equal(t, v3.AttributeKeyDataTypeFloat64, legacy.Filters[2].DataType)
+	assert.Equal(t, v3.AttributeKeyTypeUnspecified, legacy.Filters[3].Type, "contexts outside the v3 enum must render as unspecified")
+	assert.Equal(t, v3.AttributeKey{Key: "host.name"}, legacy.Filters[4])
+}
--- a/pkg/modules/quickfilter/implquickfilter/module.go
+++ b/pkg/modules/quickfilter/implquickfilter/module.go
@@ -2,12 +2,11 @@ package implquickfilter

 import (
 	"context"
-	"encoding/json"

 	"github.com/SigNoz/signoz/pkg/errors"
 	"github.com/SigNoz/signoz/pkg/modules/quickfilter"
-	v3 "github.com/SigNoz/signoz/pkg/query-service/model/v3"
 	"github.com/SigNoz/signoz/pkg/types/quickfiltertypes"
+	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
 	"github.com/SigNoz/signoz/pkg/valuer"
 )

@@ -19,91 +18,50 @@ func NewModule(store quickfiltertypes.QuickFilterStore) quickfilter.Module {
 	return &module{store: store}
 }

-// GetQuickFilters returns all quick filters for an organization.
-func (module *module) GetQuickFilters(ctx context.Context, orgID valuer.UUID) ([]*quickfiltertypes.SignalFilters, error) {
-	storedFilters, err := module.store.Get(ctx, orgID)
-	if err != nil {
-		return nil, errors.Wrapf(err, errors.TypeInternal, errors.CodeInternal, "error fetching organization filters")
-	}
-
-	result := make([]*quickfiltertypes.SignalFilters, 0, len(storedFilters))
-	for _, storedFilter := range storedFilters {
-		signalFilter, err := quickfiltertypes.NewSignalFilterFromStorableQuickFilter(storedFilter)
+// GetQuickFilters returns quick filters for a signal, or for every signal when signal is zero.
+func (module *module) GetQuickFilters(ctx context.Context, orgID valuer.UUID, signal quickfiltertypes.Signal) ([]*quickfiltertypes.SignalFilters, error) {
+	if signal.IsZero() {
+		storedFilters, err := module.store.Get(ctx, orgID)
 		if err != nil {
-			return nil, errors.Wrapf(err, errors.TypeInternal, errors.CodeInternal, "error processing filter for signal: %s", storedFilter.Signal)
+			return nil, errors.Wrapf(err, errors.TypeInternal, errors.CodeInternal, "error fetching organization filters")
 		}
-		result = append(result, signalFilter)
+
+		result := make([]*quickfiltertypes.SignalFilters, 0, len(storedFilters))
+		for _, storedFilter := range storedFilters {
+			signalFilter, err := quickfiltertypes.NewSignalFilterFromStorableQuickFilter(storedFilter)
+			if err != nil {
+				return nil, errors.Wrapf(err, errors.TypeInternal, errors.CodeInternal, "error processing filter for signal: %s", storedFilter.Signal)
+			}
+			result = append(result, signalFilter)
+		}
+
+		return result, nil
 	}

-	return result, nil
-}
-
-// GetSignalFilters returns quick filters for a specific signal in an organization.
-func (m *module) GetSignalFilters(ctx context.Context, orgID valuer.UUID, signal quickfiltertypes.Signal) (*quickfiltertypes.SignalFilters, error) {
-	storedFilter, err := m.store.GetBySignal(ctx, orgID, signal.StringValue())
+	storedFilter, err := module.store.GetBySignal(ctx, orgID, signal.StringValue())
 	if err != nil {
+		if errors.Ast(err, errors.TypeNotFound) {
+			return []*quickfiltertypes.SignalFilters{quickfiltertypes.NewSignalFiltersFromSignal(signal)}, nil
+		}
 		return nil, err
 	}

-	// If no filter exists for this signal, return empty filters with the requested signal
-	if storedFilter == nil {
-		return &quickfiltertypes.SignalFilters{
-			Signal:  signal,
-			Filters: []v3.AttributeKey{},
-		}, nil
-	}
-
-	// Convert stored filter to signal filter
 	signalFilter, err := quickfiltertypes.NewSignalFilterFromStorableQuickFilter(storedFilter)
 	if err != nil {
 		return nil, errors.Wrapf(err, errors.TypeInternal, errors.CodeInternal, "error processing filter for signal: %s", storedFilter.Signal)
 	}

-	return signalFilter, nil
+	return []*quickfiltertypes.SignalFilters{signalFilter}, nil
 }

-// UpdateQuickFilters updates quick filters for a specific signal in an organization.
-func (module *module) UpdateQuickFilters(ctx context.Context, orgID valuer.UUID, signal quickfiltertypes.Signal, filters []v3.AttributeKey) error {
-	// Validate each filter
-	for _, filter := range filters {
-		if err := filter.Validate(); err != nil {
-			return errors.Newf(errors.TypeInvalidInput, errors.CodeInvalidInput, "invalid filter: %v", err)
-		}
-	}
-
-	// Marshal filters to JSON
-	filterJSON, err := json.Marshal(filters)
+// UpsertQuickFilters replaces quick filters for a specific signal in an organization, creating them if absent.
+func (module *module) UpsertQuickFilters(ctx context.Context, orgID valuer.UUID, signal quickfiltertypes.Signal, filters []telemetrytypes.TelemetryFieldKey) error {
+	filter, err := quickfiltertypes.NewStorableQuickFilter(orgID, signal, filters)
 	if err != nil {
-		return errors.Wrapf(err, errors.TypeInternal, errors.CodeInternal, "error marshalling filters")
-	}
-
-	// Check if filter exists
-	existingFilter, err := module.store.GetBySignal(ctx, orgID, signal.StringValue())
-	if err != nil {
-		return errors.Wrapf(err, errors.TypeInternal, errors.CodeInternal, "error checking existing filters")
-	}
-
-	var filter *quickfiltertypes.StorableQuickFilter
-	if existingFilter != nil {
-		// Update in place
-		if err := existingFilter.Update(filterJSON); err != nil {
-			return errors.Wrapf(err, errors.TypeInvalidInput, errors.CodeInvalidInput, "error updating existing filter")
-		}
-		filter = existingFilter
-	} else {
-		// Create new
-		filter, err = quickfiltertypes.NewStorableQuickFilter(orgID, signal, filterJSON)
-		if err != nil {
-			return errors.Wrapf(err, errors.TypeInvalidInput, errors.CodeInvalidInput, "error creating new filter")
-		}
-	}
-
-	// Persist filter
-	if err := module.store.Upsert(ctx, filter); err != nil {
 		return err
 	}

-	return nil
+	return module.store.Upsert(ctx, filter)
 }

 func (module *module) SetDefaultConfig(ctx context.Context, orgID valuer.UUID) error {
--- a/pkg/modules/quickfilter/implquickfilter/store.go
+++ b/pkg/modules/quickfilter/implquickfilter/store.go
@@ -62,7 +62,7 @@ func (s *store) Upsert(ctx context.Context, filter *quickfiltertypes.StorableQui
 		BunDB().
 		NewInsert().
 		Model(filter).
-		On("CONFLICT (id) DO UPDATE").
+		On("CONFLICT (org_id, signal) DO UPDATE").
 		Set("filter = EXCLUDED.filter").
 		Set("updated_at = EXCLUDED.updated_at").
 		Exec(ctx)
--- a/pkg/modules/quickfilter/quickfilter.go
+++ b/pkg/modules/quickfilter/quickfilter.go
@@ -4,20 +4,25 @@ import (
 	"context"
 	"net/http"

-	v3 "github.com/SigNoz/signoz/pkg/query-service/model/v3"
 	"github.com/SigNoz/signoz/pkg/types/quickfiltertypes"
+	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
 	"github.com/SigNoz/signoz/pkg/valuer"
 )

 type Module interface {
-	GetQuickFilters(ctx context.Context, orgID valuer.UUID) ([]*quickfiltertypes.SignalFilters, error)
-	UpdateQuickFilters(ctx context.Context, orgID valuer.UUID, signal quickfiltertypes.Signal, filters []v3.AttributeKey) error
-	GetSignalFilters(ctx context.Context, orgID valuer.UUID, signal quickfiltertypes.Signal) (*quickfiltertypes.SignalFilters, error)
+	// GetQuickFilters returns quick filters for a signal, or for every signal when signal is zero.
+	GetQuickFilters(ctx context.Context, orgID valuer.UUID, signal quickfiltertypes.Signal) ([]*quickfiltertypes.SignalFilters, error)
+	UpsertQuickFilters(ctx context.Context, orgID valuer.UUID, signal quickfiltertypes.Signal, filters []telemetrytypes.TelemetryFieldKey) error
 	SetDefaultConfig(ctx context.Context, orgID valuer.UUID) error
 }

 type Handler interface {
+	// Legacy v1 endpoints, served by converting to and from the v3 attribute key shape.
 	GetQuickFilters(http.ResponseWriter, *http.Request)
 	UpdateQuickFilters(http.ResponseWriter, *http.Request)
 	GetSignalFilters(http.ResponseWriter, *http.Request)
+
+	ListQuickFiltersV2(http.ResponseWriter, *http.Request)
+	GetQuickFiltersV2(http.ResponseWriter, *http.Request)
+	UpdateQuickFiltersV2(http.ResponseWriter, *http.Request)
 }
--- a/pkg/querier/builder_query.go
+++ b/pkg/querier/builder_query.go
@@ -82,6 +82,12 @@ func (q *builderQuery[T]) Fingerprint() string {
 		return ""
 	}

+	// AI trace aggregations qualify and rank traces on whole-window per-trace
+	// values, which do not decompose into cacheable time buckets.
+	if q.queryType == qbtypes.QueryTypeBuilderAI {
+		return ""
+	}
+
 	// Create a deterministic fingerprint for builder queries
 	// This needs to include all fields that affect the query results
 	parts := []string{q.queryType.StringValue()}
--- a/pkg/querier/builder_query_test.go
+++ b/pkg/querier/builder_query_test.go
@@ -117,8 +117,7 @@ func TestBuilderQueryFingerprintQueryType(t *testing.T) {
 	}

 	assert.True(t, strings.HasPrefix(regular.Fingerprint(), qbtypes.QueryTypeBuilder.StringValue()+"&"))
-	assert.True(t, strings.HasPrefix(ai.Fingerprint(), qbtypes.QueryTypeBuilderAI.StringValue()+"&"))
-	assert.NotEqual(t, regular.Fingerprint(), ai.Fingerprint())
+	assert.Empty(t, ai.Fingerprint())
 }

 func TestMakeBucketsOrder(t *testing.T) {
--- a/pkg/querier/querier.go
+++ b/pkg/querier/querier.go
@@ -470,7 +470,7 @@ func (q *querier) resolveMetricMetadata(ctx context.Context, orgID valuer.UUID,
 				continue
 			}
 			// Type is resolved now; validate aggregation compatibility against it.
-			if err := spec.Aggregations[i].ValidateForType(); err != nil {
+			if err := spec.Aggregations[i].ValidateForTypeAndTemporality(); err != nil {
 				return nil, nil, err
 			}
 			if reducedMetricsSet[spec.Aggregations[i].MetricName] {
--- a/pkg/query-service/app/http_handler.go
+++ b/pkg/query-service/app/http_handler.go
@@ -119,7 +119,7 @@ type APIHandler struct {
 	// Websocket connection upgrader
 	Upgrader *websocket.Upgrader

-	LicensingHandler licensing.Handler
+	LicensingAPI licensing.API

 	QueryParserAPI *queryparser.API

@@ -139,7 +139,7 @@ type APIHandlerOpts struct {
 	// Flux Interval
 	FluxInterval time.Duration

-	LicensingHandler licensing.Handler
+	LicensingAPI licensing.API

 	QueryParserAPI *queryparser.API

@@ -176,7 +176,7 @@ func NewAPIHandler(opts APIHandlerOpts, config signoz.Config) (*APIHandler, erro
 		LogsParsingPipelineController: opts.LogsParsingPipelineController,
 		querier:                       querier,
 		querierV2:                     querierv2,
-		LicensingHandler:              opts.LicensingHandler,
+		LicensingAPI:                  opts.LicensingAPI,
 		Signoz:                        opts.Signoz,
 		QueryParserAPI:                opts.QueryParserAPI,
 	}
@@ -439,7 +439,7 @@ func (aH *APIHandler) RegisterRoutes(router *mux.Router, am *middleware.AuthZ) {
 	router.HandleFunc("/api/v2/traces/fields", am.EditAccess(aH.updateTraceField)).Methods(http.MethodPost)

 	router.HandleFunc("/api/v1/version", am.OpenAccess(aH.getVersion)).Methods(http.MethodGet)
-	router.HandleFunc("/api/v1/features", am.ViewAccess(aH.getFeatureFlags)).Methods(http.MethodGet)
+	router.HandleFunc("/api/v1/features", am.OpenAccess(aH.getFeatureFlags)).Methods(http.MethodGet)
 	router.HandleFunc("/api/v1/health", am.OpenAccess(aH.getHealth)).Methods(http.MethodGet)

 	router.HandleFunc("/api/v1/listErrors", am.ViewAccess(aH.listErrors)).Methods(http.MethodPost)
@@ -450,13 +450,20 @@ func (aH *APIHandler) RegisterRoutes(router *mux.Router, am *middleware.AuthZ) {

 	router.HandleFunc("/api/v1/disks", am.ViewAccess(aH.getDisks)).Methods(http.MethodGet)

-	// Quick Filters
+	// Quick Filters (v1 routes serve the legacy v3 shape; v2 lives in signozapiserver)
 	router.HandleFunc("/api/v1/orgs/me/filters", am.ViewAccess(aH.Signoz.Handlers.QuickFilter.GetQuickFilters)).Methods(http.MethodGet)
 	router.HandleFunc("/api/v1/orgs/me/filters/{signal}", am.ViewAccess(aH.Signoz.Handlers.QuickFilter.GetSignalFilters)).Methods(http.MethodGet)
 	router.HandleFunc("/api/v1/orgs/me/filters", am.AdminAccess(aH.Signoz.Handlers.QuickFilter.UpdateQuickFilters)).Methods(http.MethodPut)

 	router.HandleFunc("/api/v1/register", am.OpenAccess(aH.registerUser)).Methods(http.MethodPost)

+	router.HandleFunc("/api/v3/licenses", am.ViewAccess(func(rw http.ResponseWriter, req *http.Request) {
+		render.Success(rw, http.StatusOK, []any{})
+	})).Methods(http.MethodGet)
+	router.HandleFunc("/api/v3/licenses/active", am.ViewAccess(func(rw http.ResponseWriter, req *http.Request) {
+		aH.LicensingAPI.Activate(rw, req)
+	})).Methods(http.MethodGet)
+
 	router.HandleFunc("/api/v1/span_percentile", am.ViewAccess(aH.Signoz.Handlers.SpanPercentile.GetSpanPercentileDetails)).Methods(http.MethodPost)

 	// Query Filter Analyzer api used to extract metric names and grouping columns from a query
@@ -1490,7 +1497,7 @@ func (aH *APIHandler) getFeatureFlags(w http.ResponseWriter, r *http.Request) {

 	claims, err := authtypes.ClaimsFromContext(r.Context())
 	if err != nil {
-		aH.HandleError(w, err, http.StatusInternalServerError)
+		aH.HandleError(w, err, http.StatusUnauthorized)
 		return
 	}

--- a/pkg/query-service/app/server.go
+++ b/pkg/query-service/app/server.go
@@ -16,7 +16,7 @@ import (
 	"github.com/soheilhy/cmux"

 	"github.com/SigNoz/signoz/pkg/http/middleware"
-	"github.com/SigNoz/signoz/pkg/licensing"
+	"github.com/SigNoz/signoz/pkg/licensing/nooplicensing"
 	"github.com/SigNoz/signoz/pkg/query-service/agentConf"
 	"github.com/SigNoz/signoz/pkg/query-service/app/clickhouseReader"
 	"github.com/SigNoz/signoz/pkg/query-service/app/integrations"
@@ -84,7 +84,7 @@ func NewServer(config signoz.Config, signoz *signoz.SigNoz) (*Server, error) {
 		IntegrationsController:        integrationsController,
 		LogsParsingPipelineController: logParsingPipelineController,
 		FluxInterval:                  config.Querier.FluxInterval,
-		LicensingHandler:              licensing.NewHandler(signoz.Licensing),
+		LicensingAPI:                  nooplicensing.NewLicenseAPI(),
 		Signoz:                        signoz,
 		QueryParserAPI:                queryparser.NewAPI(signoz.Instrumentation.ToProviderSettings(), signoz.QueryParser),
 	}, config)
--- a/pkg/querybuilder/key_resolution.go
+++ b/pkg/querybuilder/key_resolution.go
@@ -107,8 +107,8 @@ func SynthesizeKeys(field *telemetrytypes.TelemetryFieldKey, value any) []*telem
 		fieldContext = telemetrytypes.FieldContextAttribute
 	}
 	fieldDataType := field.FieldDataType
-	// Resource values are strings; pin the type so operand coercion applies.
-	if fieldContext == telemetrytypes.FieldContextResource &&
+	// Resource and scope values are strings; pin the type so operand coercion applies.
+	if (fieldContext == telemetrytypes.FieldContextResource || fieldContext == telemetrytypes.FieldContextScope) &&
 		fieldDataType == telemetrytypes.FieldDataTypeUnspecified {
 		fieldDataType = telemetrytypes.FieldDataTypeString
 	}
--- a/pkg/querybuilder/query_to_keys.go
+++ b/pkg/querybuilder/query_to_keys.go
@@ -56,6 +56,17 @@ func QueryStringToKeysSelectors(query string) []*telemetrytypes.FieldKeySelector
 					FieldDataType: key.FieldDataType,
 				})
 			}
+
+			// todo(tushar): consider reverting changes done to this method in below PR to avoid scope specific checks
+			// https://github.com/SigNoz/signoz/issues/11374
+			if key.FieldContext == telemetrytypes.FieldContextScope {
+				keys = append(keys, &telemetrytypes.FieldKeySelector{
+					Name:          key.FieldContext.StringValue() + "." + key.Name,
+					Signal:        key.Signal,
+					FieldContext:  telemetrytypes.FieldContextUnspecified, // this allows 'scope.' prefix for keys with other context as well
+					FieldDataType: key.FieldDataType,
+				})
+			}
 		}
 	}

--- a/pkg/querybuilder/query_to_keys_test.go
+++ b/pkg/querybuilder/query_to_keys_test.go
@@ -72,6 +72,44 @@ func TestQueryToKeys(t *testing.T) {
 				},
 			},
 		},
+		{
+			query: `scope.version = '1.0.0'`,
+			expectedKeys: []telemetrytypes.FieldKeySelector{
+				{
+					Name:          "version",
+					Signal:        telemetrytypes.SignalUnspecified,
+					FieldContext:  telemetrytypes.FieldContextScope,
+					FieldDataType: telemetrytypes.FieldDataTypeUnspecified,
+				},
+				{
+					Name:          "scope.version",
+					Signal:        telemetrytypes.SignalUnspecified,
+					FieldContext:  telemetrytypes.FieldContextUnspecified,
+					FieldDataType: telemetrytypes.FieldDataTypeUnspecified,
+				},
+			},
+		},
+		{
+			// A scope attribute whose own name carries a `scope.` prefix. `scope.prefixed`
+			// normalizes to {prefixed, scope}; the second selector re-adds the prefix so the
+			// metadata fetch can target the attribute's exact key `scope.prefixed` rather than
+			// relying on the broad `%prefixed%` match.
+			query: `scope.prefixed = 'x'`,
+			expectedKeys: []telemetrytypes.FieldKeySelector{
+				{
+					Name:          "prefixed",
+					Signal:        telemetrytypes.SignalUnspecified,
+					FieldContext:  telemetrytypes.FieldContextScope,
+					FieldDataType: telemetrytypes.FieldDataTypeUnspecified,
+				},
+				{
+					Name:          "scope.prefixed",
+					Signal:        telemetrytypes.SignalUnspecified,
+					FieldContext:  telemetrytypes.FieldContextUnspecified,
+					FieldDataType: telemetrytypes.FieldDataTypeUnspecified,
+				},
+			},
+		},
 	}

 	for _, testCase := range testCases {
--- a/pkg/signoz/handler.go
+++ b/pkg/signoz/handler.go
@@ -77,7 +77,6 @@ type Handlers struct {
 	AIObservability         aiobservability.Handler
 	AuthzHandler            authz.Handler
 	ZeusHandler             zeus.Handler
-	LicensingHandler        licensing.Handler
 	QuerierHandler          querier.Handler
 	ServiceAccountHandler   serviceaccount.Handler
 	RegistryHandler         factory.Handler
@@ -96,7 +95,7 @@ func NewHandlers(
 	providerSettings factory.ProviderSettings,
 	analytics analytics.Analytics,
 	querierHandler querier.Handler,
-	licensingService licensing.Licensing,
+	licensing licensing.Licensing,
 	global global.Global,
 	flaggerService flagger.Flagger,
 	gatewayService gateway.Gateway,
@@ -126,8 +125,7 @@ func NewHandlers(
 		Fields:                  implfields.NewHandler(providerSettings, telemetryMetadataStore),
 		AIObservability:         implaiobservability.NewHandler(telemetryMetadataStore),
 		AuthzHandler:            signozauthzapi.NewHandler(authz),
-		ZeusHandler:             zeus.NewHandler(zeusService, licensingService),
-		LicensingHandler:        licensing.NewHandler(licensingService),
+		ZeusHandler:             zeus.NewHandler(zeusService, licensing),
 		QuerierHandler:          querierHandler,
 		ServiceAccountHandler:   implserviceaccount.NewHandler(modules.ServiceAccount, modules.ServiceAccountGetter),
 		RegistryHandler:         registryHandler,
--- a/pkg/signoz/openapi.go
+++ b/pkg/signoz/openapi.go
@@ -17,7 +17,6 @@ import (
 	"github.com/SigNoz/signoz/pkg/global"
 	"github.com/SigNoz/signoz/pkg/http/handler"
 	"github.com/SigNoz/signoz/pkg/instrumentation"
-	"github.com/SigNoz/signoz/pkg/licensing"
 	"github.com/SigNoz/signoz/pkg/modules/aiobservability"
 	"github.com/SigNoz/signoz/pkg/modules/authdomain"
 	"github.com/SigNoz/signoz/pkg/modules/cloudintegration"
@@ -30,6 +29,7 @@ import (
 	"github.com/SigNoz/signoz/pkg/modules/organization"
 	"github.com/SigNoz/signoz/pkg/modules/preference"
 	"github.com/SigNoz/signoz/pkg/modules/promote"
+	"github.com/SigNoz/signoz/pkg/modules/quickfilter"
 	"github.com/SigNoz/signoz/pkg/modules/rawdataexport"
 	"github.com/SigNoz/signoz/pkg/modules/rulestatehistory"
 	"github.com/SigNoz/signoz/pkg/modules/savedview"
@@ -81,7 +81,6 @@ func NewOpenAPI(ctx context.Context, instrumentation instrumentation.Instrumenta
 		struct{ authz.Handler }{},
 		struct{ rawdataexport.Handler }{},
 		struct{ zeus.Handler }{},
-		struct{ licensing.Handler }{},
 		struct{ querier.Handler }{},
 		struct{ serviceaccount.Handler }{},
 		struct{ serviceaccount.Getter }{},
@@ -95,6 +94,7 @@ func NewOpenAPI(ctx context.Context, instrumentation instrumentation.Instrumenta
 		struct{ ruler.Handler }{},
 		struct{ statsreporter.Handler }{},
 		struct{ savedview.Handler }{},
+		struct{ quickfilter.Handler }{},
 	).New(ctx, instrumentation.ToProviderSettings(), apiserver.Config{})
 	if err != nil {
 		return nil, err
--- a/pkg/signoz/provider.go
+++ b/pkg/signoz/provider.go
@@ -244,7 +244,9 @@ func NewSQLMigrationProviderFactories(
 		sqlmigration.NewDeleteOrphanUserRolesFactory(),
 		sqlmigration.NewMigrateLambdaDashboardsFactory(),
 		sqlmigration.NewAddAuthDomainTuplesFactory(sqlstore),
-		sqlmigration.NewAddLicenseTuplesFactory(sqlstore),
+		sqlmigration.NewAddDeploymentHostTuplesFactory(sqlstore),
+		sqlmigration.NewMigrateQuickFiltersFactory(sqlstore),
+		sqlmigration.NewAddQuickFilterTuplesFactory(sqlstore),
 	)
 }

@@ -335,7 +337,6 @@ func NewAPIServerProviderFactories(orgGetter organization.Getter, authz authz.Au
 			handlers.AuthzHandler,
 			handlers.RawDataExport,
 			handlers.ZeusHandler,
-			handlers.LicensingHandler,
 			handlers.QuerierHandler,
 			handlers.ServiceAccountHandler,
 			modules.ServiceAccountGetter,
@@ -349,6 +350,7 @@ func NewAPIServerProviderFactories(orgGetter organization.Getter, authz authz.Au
 			handlers.RulerHandler,
 			handlers.StatsHandler,
 			handlers.SavedView,
+			handlers.QuickFilter,
 		),
 	)
 }
--- a/pkg/sqlmigration/118_add_deployment_host_tuples.go
+++ b/pkg/sqlmigration/118_add_deployment_host_tuples.go
@@ -16,21 +16,21 @@ import (
 	"github.com/uptrace/bun/migrate"
 )

-type addLicenseTuples struct {
+type addDeploymentHostTuples struct {
 	sqlstore sqlstore.SQLStore
 }

-func NewAddLicenseTuplesFactory(sqlstore sqlstore.SQLStore) factory.ProviderFactory[SQLMigration, Config] {
-	return factory.NewProviderFactory(factory.MustNewName("add_license_tuples"), func(ctx context.Context, ps factory.ProviderSettings, c Config) (SQLMigration, error) {
-		return &addLicenseTuples{sqlstore: sqlstore}, nil
+func NewAddDeploymentHostTuplesFactory(sqlstore sqlstore.SQLStore) factory.ProviderFactory[SQLMigration, Config] {
+	return factory.NewProviderFactory(factory.MustNewName("add_deployment_host_tuples"), func(ctx context.Context, ps factory.ProviderSettings, c Config) (SQLMigration, error) {
+		return &addDeploymentHostTuples{sqlstore: sqlstore}, nil
 	})
 }

-func (migration *addLicenseTuples) Register(migrations *migrate.Migrations) error {
+func (migration *addDeploymentHostTuples) Register(migrations *migrate.Migrations) error {
 	return migrations.Register(migration.Up, migration.Down)
 }

-func (migration *addLicenseTuples) Up(ctx context.Context, db *bun.DB) error {
+func (migration *addDeploymentHostTuples) Up(ctx context.Context, db *bun.DB) error {
 	tx, err := db.BeginTx(ctx, nil)
 	if err != nil {
 		return err
@@ -54,12 +54,14 @@ func (migration *addLicenseTuples) Up(ctx context.Context, db *bun.DB) error {

 	isPG := migration.sqlstore.BunDB().Dialect().Name() == dialect.PG

+	// zeus hosts moved from the legacy ViewAccess/AdminAccess role gates to
+	// CheckResources, which on enterprise requires real tuples -- existing orgs
+	// never had these written, only new orgs get them from the registry at bootstrap.
 	tuples := []migrationTuple{
-		{authtypes.SigNozAdminRoleName, "metaresource", "license", "create"},
-		{authtypes.SigNozAdminRoleName, "metaresource", "license", "read"},
-		{authtypes.SigNozAdminRoleName, "metaresource", "license", "update"},
-		{authtypes.SigNozAdminRoleName, "metaresource", "license", "delete"},
-		{authtypes.SigNozAdminRoleName, "metaresource", "license", "list"},
+		{authtypes.SigNozAdminRoleName, "metaresource", "deployment-host", "list"},
+		{authtypes.SigNozAdminRoleName, "metaresource", "deployment-host", "update"},
+		{authtypes.SigNozEditorRoleName, "metaresource", "deployment-host", "list"},
+		{authtypes.SigNozViewerRoleName, "metaresource", "deployment-host", "list"},
 	}

 	for _, orgID := range orgIDs {
@@ -154,6 +156,6 @@ func (migration *addLicenseTuples) Up(ctx context.Context, db *bun.DB) error {
 	return tx.Commit()
 }

-func (migration *addLicenseTuples) Down(context.Context, *bun.DB) error {
+func (migration *addDeploymentHostTuples) Down(context.Context, *bun.DB) error {
 	return nil
 }
--- a/pkg/sqlmigration/120_migrate_quick_filters.go
+++ b/pkg/sqlmigration/120_migrate_quick_filters.go
@@ -0,0 +1,170 @@
+package sqlmigration
+
+import (
+	"context"
+	"encoding/json"
+	"log/slog"
+	"strings"
+
+	"github.com/uptrace/bun"
+	"github.com/uptrace/bun/migrate"
+
+	"github.com/SigNoz/signoz/pkg/factory"
+	"github.com/SigNoz/signoz/pkg/sqlstore"
+)
+
+type storableQuickFilterRow struct {
+	bun.BaseModel `bun:"table:quick_filter"`
+
+	ID     string `bun:"id,pk"`
+	Filter string `bun:"filter"`
+}
+
+// legacyQuickFilterEntry carries both shapes a stored entry can be in: the
+// legacy key/type/dataType shape and the current name-carrying shape.
+type legacyQuickFilterEntry struct {
+	Name     string `json:"name"`
+	Key      string `json:"key"`
+	Type     string `json:"type"`
+	DataType string `json:"dataType"`
+	Signal   string `json:"signal"`
+}
+
+// quickFilterLegacyTypeToFieldContext maps the v3 attribute key types the v1
+// write path could store. Materialized top-level fields carried no type, and
+// anything unknown (e.g. "Sum" in the old meter defaults) normalizes to
+// unspecified, matching what the v1 write path does at runtime.
+var quickFilterLegacyTypeToFieldContext = map[string]string{
+	"tag":      "attribute",
+	"resource": "resource",
+	"scope":    "scope",
+}
+
+// quickFilterLegacyDataTypeToFieldDataType maps the v3 attribute key data
+// types the v1 write path could store, with numerics collapsed to number,
+// matching the fields API and the v1 write path.
+var quickFilterLegacyDataTypeToFieldDataType = map[string]string{
+	"string":  "string",
+	"bool":    "bool",
+	"int64":   "number",
+	"float64": "number",
+}
+
+// quickFilterFieldDataType resolves legacy datatype spellings, with unknowns
+// normalized to unspecified.
+func quickFilterFieldDataType(legacyDataType string) string {
+	return quickFilterLegacyDataTypeToFieldDataType[strings.ToLower(strings.TrimSpace(legacyDataType))]
+}
+
+// quickFilterFieldContext resolves legacy type spellings, with unknowns
+// normalized to unspecified.
+func quickFilterFieldContext(legacyType string) string {
+	return quickFilterLegacyTypeToFieldContext[strings.ToLower(strings.TrimSpace(legacyType))]
+}
+
+type migrateQuickFilters struct {
+	sqlstore sqlstore.SQLStore
+	settings factory.ProviderSettings
+}
+
+func NewMigrateQuickFiltersFactory(sqlstore sqlstore.SQLStore) factory.ProviderFactory[SQLMigration, Config] {
+	return factory.NewProviderFactory(factory.MustNewName("migrate_quick_filters"), func(ctx context.Context, ps factory.ProviderSettings, c Config) (SQLMigration, error) {
+		return &migrateQuickFilters{sqlstore: sqlstore, settings: ps}, nil
+	})
+}
+
+func (migration *migrateQuickFilters) Register(migrations *migrate.Migrations) error {
+	return migrations.Register(migration.Up, migration.Down)
+}
+
+func (migration *migrateQuickFilters) Up(ctx context.Context, db *bun.DB) error {
+	tx, err := db.BeginTx(ctx, nil)
+	if err != nil {
+		return err
+	}
+	defer func() { _ = tx.Rollback() }()
+
+	var rows []*storableQuickFilterRow
+	if err := tx.NewSelect().Model(&rows).Scan(ctx); err != nil {
+		return err
+	}
+
+	var migrated, skipped int
+	for _, row := range rows {
+		migratedFilter, changed, ok := migrateQuickFilterEntries(row.Filter)
+		if !ok {
+			migration.settings.Logger.WarnContext(ctx, "quick filter could not be parsed, leaving it untouched", slog.String("quick_filter_id", row.ID), slog.String("raw_filter", row.Filter))
+			skipped++
+			continue
+		}
+		if !changed {
+			continue
+		}
+
+		migrated++
+		if _, err := tx.NewUpdate().Model((*storableQuickFilterRow)(nil)).Set("filter = ?", migratedFilter).Where("id = ?", row.ID).Exec(ctx); err != nil {
+			return err
+		}
+	}
+
+	migration.settings.Logger.InfoContext(ctx, "migrated quick filters to telemetry field keys", slog.Int("total", len(rows)), slog.Int("migrated", migrated), slog.Int("skipped", skipped))
+
+	return tx.Commit()
+}
+
+func (migration *migrateQuickFilters) Down(context.Context, *bun.DB) error {
+	return nil
+}
+
+// migrateQuickFilterEntries rewrites a stored filter list from the legacy
+// key/dataType/type shape to telemetry field keys; ok=false means unparseable.
+func migrateQuickFilterEntries(filter string) (migrated string, changed bool, ok bool) {
+	var entriesRaw []json.RawMessage
+	if err := json.Unmarshal([]byte(filter), &entriesRaw); err != nil {
+		return "", false, false
+	}
+
+	migratedEntries := make([]json.RawMessage, 0, len(entriesRaw))
+	for _, rawEntry := range entriesRaw {
+		var entry legacyQuickFilterEntry
+		if err := json.Unmarshal(rawEntry, &entry); err != nil {
+			// Some stored entries are plain strings rather than objects; treat
+			// the string as the filter key name, dropping empty ones.
+			var name string
+			if err := json.Unmarshal(rawEntry, &name); err != nil {
+				return "", false, false
+			}
+			entry = legacyQuickFilterEntry{Key: name}
+		}
+
+		switch {
+		case entry.Name != "":
+			migratedEntries = append(migratedEntries, rawEntry)
+		case entry.Key != "":
+			migratedJSON, err := marshalUnescaped(telemetryFieldKeyOutput{
+				Name:          entry.Key,
+				Signal:        entry.Signal,
+				FieldContext:  quickFilterFieldContext(entry.Type),
+				FieldDataType: quickFilterFieldDataType(entry.DataType),
+			})
+			if err != nil {
+				return "", false, false
+			}
+			migratedEntries = append(migratedEntries, migratedJSON)
+			changed = true
+		default:
+			changed = true
+		}
+	}
+
+	if !changed {
+		return "", false, true
+	}
+
+	migratedJSON, err := marshalUnescaped(migratedEntries)
+	if err != nil {
+		return "", false, false
+	}
+
+	return string(migratedJSON), true, true
+}
--- a/pkg/sqlmigration/121_add_quick_filter_tuples.go
+++ b/pkg/sqlmigration/121_add_quick_filter_tuples.go
@@ -0,0 +1,139 @@
+package sqlmigration
+
+import (
+	"context"
+	"database/sql"
+	"time"
+
+	"github.com/SigNoz/signoz/pkg/factory"
+	"github.com/SigNoz/signoz/pkg/sqlstore"
+	"github.com/SigNoz/signoz/pkg/types/authtypes"
+	"github.com/oklog/ulid/v2"
+	"github.com/uptrace/bun"
+	"github.com/uptrace/bun/dialect"
+	"github.com/uptrace/bun/migrate"
+)
+
+type addQuickFilterTuples struct {
+	sqlstore sqlstore.SQLStore
+}
+
+func NewAddQuickFilterTuplesFactory(sqlstore sqlstore.SQLStore) factory.ProviderFactory[SQLMigration, Config] {
+	return factory.NewProviderFactory(factory.MustNewName("add_quick_filter_tuples"), func(ctx context.Context, ps factory.ProviderSettings, c Config) (SQLMigration, error) {
+		return &addQuickFilterTuples{sqlstore: sqlstore}, nil
+	})
+}
+
+func (migration *addQuickFilterTuples) Register(migrations *migrate.Migrations) error {
+	return migrations.Register(migration.Up, migration.Down)
+}
+
+func (migration *addQuickFilterTuples) Up(ctx context.Context, db *bun.DB) error {
+	tx, err := db.BeginTx(ctx, nil)
+	if err != nil {
+		return err
+	}
+	defer func() { _ = tx.Rollback() }()
+
+	var storeID string
+	err = tx.QueryRowContext(ctx, `SELECT id FROM store WHERE name = ? LIMIT 1`, "signoz").Scan(&storeID)
+	if err != nil {
+		return err
+	}
+
+	var orgIDs []string
+	err = tx.NewSelect().
+		Table("organizations").
+		Column("id").
+		Scan(ctx, &orgIDs)
+	if err != nil && err != sql.ErrNoRows {
+		return err
+	}
+
+	isPG := migration.sqlstore.BunDB().Dialect().Name() == dialect.PG
+
+	// quick-filter moved from the legacy ViewAccess/AdminAccess role gate to
+	// CheckResources, which on enterprise requires real tuples -- existing orgs
+	// never had these written, only new orgs get them from the registry at bootstrap.
+	tuples := []migrationTuple{
+		{authtypes.SigNozAdminRoleName, "metaresource", "quick-filter", "read"},
+		{authtypes.SigNozAdminRoleName, "metaresource", "quick-filter", "update"},
+		{authtypes.SigNozAdminRoleName, "metaresource", "quick-filter", "list"},
+		{authtypes.SigNozEditorRoleName, "metaresource", "quick-filter", "read"},
+		{authtypes.SigNozEditorRoleName, "metaresource", "quick-filter", "list"},
+		{authtypes.SigNozViewerRoleName, "metaresource", "quick-filter", "read"},
+		{authtypes.SigNozViewerRoleName, "metaresource", "quick-filter", "list"},
+	}
+
+	for _, orgID := range orgIDs {
+		for _, tuple := range tuples {
+			entropy := ulid.DefaultEntropy()
+			now := time.Now().UTC()
+			tupleID := ulid.MustNew(ulid.Timestamp(now), entropy).String()
+
+			objectID := "organization/" + orgID + "/" + tuple.objectName + "/*"
+			roleSubject := "organization/" + orgID + "/role/" + tuple.roleName
+
+			if isPG {
+				user := "role:" + roleSubject + "#assignee"
+				result, err := tx.ExecContext(ctx, `
+					INSERT INTO tuple (store, object_type, object_id, relation, _user, user_type, ulid, inserted_at)
+					VALUES (?, ?, ?, ?, ?, ?, ?, ?)
+					ON CONFLICT (store, object_type, object_id, relation, _user) DO NOTHING`,
+					storeID, tuple.objectType, objectID, tuple.relation, user, "userset", tupleID, now,
+				)
+				if err != nil {
+					return err
+				}
+				rowsAffected, err := result.RowsAffected()
+				if err != nil {
+					return err
+				}
+				if rowsAffected == 0 {
+					continue
+				}
+				_, err = tx.ExecContext(ctx, `
+					INSERT INTO changelog (store, object_type, object_id, relation, _user, operation, ulid, inserted_at)
+					VALUES (?, ?, ?, ?, ?, ?, ?, ?)
+					ON CONFLICT (store, ulid, object_type) DO NOTHING`,
+					storeID, tuple.objectType, objectID, tuple.relation, user, 0, tupleID, now,
+				)
+				if err != nil {
+					return err
+				}
+			} else {
+				result, err := tx.ExecContext(ctx, `
+					INSERT INTO tuple (store, object_type, object_id, relation, user_object_type, user_object_id, user_relation, user_type, ulid, inserted_at)
+					VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?)
+					ON CONFLICT (store, object_type, object_id, relation, user_object_type, user_object_id, user_relation) DO NOTHING`,
+					storeID, tuple.objectType, objectID, tuple.relation, "role", roleSubject, "assignee", "userset", tupleID, now,
+				)
+				if err != nil {
+					return err
+				}
+				rowsAffected, err := result.RowsAffected()
+				if err != nil {
+					return err
+				}
+				if rowsAffected == 0 {
+					continue
+				}
+				_, err = tx.ExecContext(ctx, `
+					INSERT INTO changelog (store, object_type, object_id, relation, user_object_type, user_object_id, user_relation, operation, ulid, inserted_at)
+					VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?)
+					ON CONFLICT (store, ulid, object_type) DO NOTHING`,
+					storeID, tuple.objectType, objectID, tuple.relation, "role", roleSubject, "assignee", 0, tupleID, now,
+				)
+				if err != nil {
+					return err
+				}
+			}
+		}
+	}
+
+	return tx.Commit()
+}
+
+func (migration *addQuickFilterTuples) Down(context.Context, *bun.DB) error {
+	return nil
+}
--- a/pkg/statementbuilder/aistatementbuilder/statement_builder_test.go
+++ b/pkg/statementbuilder/aistatementbuilder/statement_builder_test.go
@@ -994,8 +994,8 @@ func TestBuild_TraceList_MultiVariantGateKey(t *testing.T) {
 	assert.Contains(t, got, "mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_number, 'gen_ai.tool.name')")
 }

-// `trace.` marks a trace-level aggregate; `tracefield.` routes trace-level too but is
-// not a rewritable alias, so the HAVING rewriter rejects it.
+// A `trace.`-prefixed aggregate in the filter box and the same condition in the
+// explicit Having box build the same query; output-only aggregates are rejected.
 func TestBuild_TraceList_TraceContextPrefix(t *testing.T) {
 	b := newTestBuilder(t)
 	build := func(q qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]) (*qbtypes.Statement, error) {
@@ -1003,19 +1003,14 @@ func TestBuild_TraceList_TraceContextPrefix(t *testing.T) {
 		return b.Build(context.Background(), valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeTrace, q, nil)
 	}

-	_, err := build(qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+	viaTrace, err := build(qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
 		Filter: &qbtypes.Filter{Expression: "trace.output_tokens > 1000"}})
 	require.NoError(t, err)

-	_, err = build(qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
-		Filter: &qbtypes.Filter{Expression: "tracefield.output_tokens > 1000"}})
-	require.Error(t, err)
-	assert.Contains(t, err.Error(), "Invalid references in `Having` expression: [tracefield.output_tokens]")
-
-	_, err = build(qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
-		Having: &qbtypes.Having{Expression: "tracefield.output_tokens > 1000"}})
-	require.Error(t, err)
-	assert.Contains(t, err.Error(), "Invalid references in `Having` expression: [tracefield.output_tokens]")
+	viaHaving, err := build(qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+		Having: &qbtypes.Having{Expression: "trace.output_tokens > 1000"}})
+	require.NoError(t, err)
+	assert.Equal(t, viaTrace.Query, viaHaving.Query)

 	_, err = build(qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
 		Filter: &qbtypes.Filter{Expression: "trace.span_count > 3"}})
@@ -1023,7 +1018,8 @@ func TestBuild_TraceList_TraceContextPrefix(t *testing.T) {
 	assert.Contains(t, err.Error(), "cannot be used")
 }

-// Query variables in a trace-level condition are substituted into the HAVING.
+// Query variables in a trace-level condition resolve like span filters: bound args,
+// list/IN handling, dynamic __all__ dropping the condition.
 func TestBuild_TraceList_VariableInAggregateFilter(t *testing.T) {
 	b := newTestBuilder(t)
 	build := func(expr string, vars map[string]qbtypes.VariableItem) (*qbtypes.Statement, error) {
@@ -1035,17 +1031,18 @@ func TestBuild_TraceList_VariableInAggregateFilter(t *testing.T) {
 			}, vars)
 	}

-	// scalar variable -> literal in HAVING
+	// scalar variable -> bound arg via the filter pipeline
 	stmt, err := build("trace.output_tokens > $threshold",
 		map[string]qbtypes.VariableItem{"threshold": {Value: 700}})
 	require.NoError(t, err)
-	assert.Contains(t, stmt.Query, "HAVING output_tokens > 700")
+	assert.Contains(t, stmt.Query, "HAVING output_tokens > ?")
+	assert.Contains(t, stmt.Args, float64(700))

 	// list variable with IN
 	stmt, err = build("trace.llm_call_count IN $counts",
 		map[string]qbtypes.VariableItem{"counts": {Value: []any{1, 2}}})
 	require.NoError(t, err)
-	assert.Contains(t, stmt.Query, "HAVING llm_call_count IN")
+	assert.Contains(t, stmt.Query, "HAVING llm_call_count IN (?, ?)")

 	// dynamic __all__ -> condition dropped, no HAVING at all
 	stmt, err = build("trace.output_tokens > $threshold",
@@ -1053,7 +1050,7 @@ func TestBuild_TraceList_VariableInAggregateFilter(t *testing.T) {
 	require.NoError(t, err)
 	assert.NotContains(t, stmt.Query, "HAVING")

-	// unresolved variable -> rejected, not compared as a literal
+	// unresolved variable -> rejected, though only as an unknown aggregate today
 	_, err = build("trace.output_tokens > $missing", map[string]qbtypes.VariableItem{"other": {Value: 1}})
 	require.Error(t, err)
 }
--- a/pkg/statementbuilder/aistatementbuilder/trace_aggregation_test.go
+++ b/pkg/statementbuilder/aistatementbuilder/trace_aggregation_test.go
@@ -0,0 +1,753 @@
+package aistatementbuilder
+
+import (
+	"context"
+	"testing"
+	"time"
+
+	qbtypes "github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
+	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
+	"github.com/SigNoz/signoz/pkg/valuer"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+// The builder assumes at least one aggregation; request validation is what enforces it.
+func TestBuild_Aggregation_NoAggregations_RejectedByRequestValidation(t *testing.T) {
+	for _, rt := range []qbtypes.RequestType{qbtypes.RequestTypeScalar, qbtypes.RequestTypeTimeSeries} {
+		req := qbtypes.QueryRangeRequest{
+			Start:       testStartMs,
+			End:         testEndMs,
+			RequestType: rt,
+			CompositeQuery: qbtypes.CompositeQuery{
+				Queries: []qbtypes.QueryEnvelope{{
+					Type: qbtypes.QueryTypeBuilderAI,
+					Spec: qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+						Name:         "A",
+						Signal:       telemetrytypes.SignalTraces,
+						StepInterval: qbtypes.Step{Duration: 60 * time.Second},
+					},
+				}},
+			},
+		}
+		require.ErrorContains(t, req.Validate(), "at least one aggregation is required", rt.StringValue())
+	}
+}
+
+// Traces without token spans yield NULL, which the outer avg skips.
+func TestBuild_FullSQL_Scalar_TraceAgg(t *testing.T) {
+	b := newTestBuilder(t)
+	stmt, err := b.Build(context.Background(), valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeScalar,
+		qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+			Signal:       telemetrytypes.SignalTraces,
+			Aggregations: []qbtypes.TraceAggregation{{Expression: "avg(trace.output_tokens)"}},
+		}, nil)
+	require.NoError(t, err)
+
+	assertSQLEqual(t, `
+WITH __scoped_traces AS (
+    SELECT trace_id,
+        sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.output_tokens'), toFloat64(attributes_number['gen_ai.usage.output_tokens']), NULL)) AS output_tokens
+    FROM signoz_traces.distributed_signoz_index_v3
+    WHERE timestamp >= '1747947419000000000'
+      AND timestamp < '1747983448000000000'
+      AND ts_bucket_start >= 1747945619
+      AND ts_bucket_start <= 1747983448
+      AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+    GROUP BY trace_id
+)
+SELECT avg(output_tokens) AS __result_0
+FROM __scoped_traces
+ORDER BY __result_0 DESC
+SETTINGS distributed_product_mode='allow', max_memory_usage=10000000000
+`, stmt)
+}
+
+// A span-level filter is ANDed into the per-trace scan's WHERE, next to the gate mask.
+func TestBuild_FullSQL_Scalar_SpanFilter(t *testing.T) {
+	b := newTestBuilder(t)
+	stmt, err := b.Build(context.Background(), valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeScalar,
+		qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+			Signal:       telemetrytypes.SignalTraces,
+			Aggregations: []qbtypes.TraceAggregation{{Expression: "avg(trace.output_tokens)"}},
+			Filter:       &qbtypes.Filter{Expression: "gen_ai.request.model = 'gpt-4o-mini'"},
+		}, nil)
+	require.NoError(t, err)
+
+	assertSQLEqual(t, `
+WITH __scoped_traces AS (
+    SELECT trace_id,
+        sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.output_tokens'), toFloat64(attributes_number['gen_ai.usage.output_tokens']), NULL)) AS output_tokens
+    FROM signoz_traces.distributed_signoz_index_v3
+    WHERE timestamp >= '1747947419000000000'
+      AND timestamp < '1747983448000000000'
+      AND ts_bucket_start >= 1747945619
+      AND ts_bucket_start <= 1747983448
+      AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+      AND (attributes_string['gen_ai.request.model'] = 'gpt-4o-mini' AND mapContains(attributes_string, 'gen_ai.request.model'))
+    GROUP BY trace_id
+)
+SELECT avg(output_tokens) AS __result_0
+FROM __scoped_traces
+ORDER BY __result_0 DESC
+SETTINGS distributed_product_mode='allow', max_memory_usage=10000000000
+`, stmt)
+}
+
+// A trace-level filter qualifies first: __qualified holds the trace ids whose
+// whole-window value passes, and the per-trace scan is constrained to them.
+func TestBuild_FullSQL_Scalar_TraceFilter(t *testing.T) {
+	b := newTestBuilder(t)
+	stmt, err := b.Build(context.Background(), valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeScalar,
+		qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+			Signal:       telemetrytypes.SignalTraces,
+			Aggregations: []qbtypes.TraceAggregation{{Expression: "avg(trace.output_tokens)"}},
+			Filter:       &qbtypes.Filter{Expression: "trace.output_tokens > 1000"},
+		}, nil)
+	require.NoError(t, err)
+
+	assertSQLEqual(t, `
+WITH __qualified AS (
+    SELECT trace_id,
+        sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.output_tokens'), toFloat64(attributes_number['gen_ai.usage.output_tokens']), NULL)) AS output_tokens
+    FROM signoz_traces.distributed_signoz_index_v3
+    WHERE timestamp >= '1747947419000000000'
+      AND timestamp < '1747983448000000000'
+      AND ts_bucket_start >= 1747945619
+      AND ts_bucket_start <= 1747983448
+      AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+    GROUP BY trace_id
+    HAVING output_tokens > 1000
+),
+__scoped_traces AS (
+    SELECT trace_id,
+        sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.output_tokens'), toFloat64(attributes_number['gen_ai.usage.output_tokens']), NULL)) AS output_tokens
+    FROM signoz_traces.distributed_signoz_index_v3
+    WHERE timestamp >= '1747947419000000000'
+      AND timestamp < '1747983448000000000'
+      AND ts_bucket_start >= 1747945619
+      AND ts_bucket_start <= 1747983448
+      AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+      AND trace_id GLOBAL IN (SELECT trace_id FROM __qualified)
+    GROUP BY trace_id
+)
+SELECT avg(output_tokens) AS __result_0
+FROM __scoped_traces
+ORDER BY __result_0 DESC
+SETTINGS distributed_product_mode='allow', max_memory_usage=10000000000
+`, stmt)
+}
+
+// Grouping by an intrinsic: the positional alias keeps `toString(name) AS name` (a cyclic
+// alias) from forming, and an order key on the dimension resolves to that alias.
+func TestBuild_FullSQL_Scalar_GroupByIntrinsic(t *testing.T) {
+	b := newTestBuilder(t)
+	stmt, err := b.Build(context.Background(), valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeScalar,
+		qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+			Signal:       telemetrytypes.SignalTraces,
+			Aggregations: []qbtypes.TraceAggregation{{Expression: "avg(trace.output_tokens)"}},
+			GroupBy:      []qbtypes.GroupByKey{{TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{Name: "name"}}},
+			Order:        []qbtypes.OrderBy{{Key: qbtypes.OrderByKey{TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{Name: "name"}}, Direction: qbtypes.OrderDirectionAsc}},
+		}, nil)
+	require.NoError(t, err)
+
+	assertSQLEqual(t, `
+WITH __scoped_traces AS (
+    SELECT trace_id,
+        toString(multiIf(name <> '', toString(name), NULL)) AS __GROUP_BY_KEY_0_name,
+        sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.output_tokens'), toFloat64(attributes_number['gen_ai.usage.output_tokens']), NULL)) AS output_tokens
+    FROM signoz_traces.distributed_signoz_index_v3
+    WHERE timestamp >= '1747947419000000000'
+      AND timestamp < '1747983448000000000'
+      AND ts_bucket_start >= 1747945619
+      AND ts_bucket_start <= 1747983448
+      AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+    GROUP BY trace_id, __GROUP_BY_KEY_0_name
+)
+SELECT __GROUP_BY_KEY_0_name, avg(output_tokens) AS __result_0
+FROM __scoped_traces
+GROUP BY __GROUP_BY_KEY_0_name
+ORDER BY __GROUP_BY_KEY_0_name asc
+SETTINGS distributed_product_mode='allow', max_memory_usage=10000000000
+`, stmt)
+}
+
+// Every dimension at once; the HAVING on the alias is rewritten to __result_0.
+func TestBuild_FullSQL_Scalar_FullCombo(t *testing.T) {
+	b := newTestBuilder(t)
+	stmt, err := b.Build(context.Background(), valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeScalar,
+		qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+			Signal: telemetrytypes.SignalTraces,
+			Aggregations: []qbtypes.TraceAggregation{
+				{Expression: "avg(trace.output_tokens)", Alias: "avg_out"},
+				{Expression: "count(trace.trace_id)"},
+			},
+			Filter:  &qbtypes.Filter{Expression: "gen_ai.request.model = 'gpt-4o-mini' AND trace.total_tokens > 100"},
+			GroupBy: []qbtypes.GroupByKey{{TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{Name: "gen_ai.request.model"}}},
+			Having:  &qbtypes.Having{Expression: "avg_out > 50"},
+			Order:   []qbtypes.OrderBy{{Key: qbtypes.OrderByKey{TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{Name: "avg_out"}}, Direction: qbtypes.OrderDirectionDesc}},
+			Limit:   5,
+		}, nil)
+	require.NoError(t, err)
+
+	assertSQLEqual(t, `
+WITH __qualified AS (
+    SELECT trace_id,
+        coalesce(sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.input_tokens'), toFloat64(attributes_number['gen_ai.usage.input_tokens']), NULL)), 0) + coalesce(sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.output_tokens'), toFloat64(attributes_number['gen_ai.usage.output_tokens']), NULL)), 0) AS total_tokens
+    FROM signoz_traces.distributed_signoz_index_v3
+    WHERE timestamp >= '1747947419000000000'
+      AND timestamp < '1747983448000000000'
+      AND ts_bucket_start >= 1747945619
+      AND ts_bucket_start <= 1747983448
+      AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+    GROUP BY trace_id
+    HAVING total_tokens > 100
+),
+__scoped_traces AS (
+    SELECT trace_id,
+        toString(multiIf(mapContains(attributes_string, 'gen_ai.request.model'), attributes_string['gen_ai.request.model'], NULL)) AS __GROUP_BY_KEY_0_gen_ai.request.model,
+        sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.output_tokens'), toFloat64(attributes_number['gen_ai.usage.output_tokens']), NULL)) AS output_tokens
+    FROM signoz_traces.distributed_signoz_index_v3
+    WHERE timestamp >= '1747947419000000000'
+      AND timestamp < '1747983448000000000'
+      AND ts_bucket_start >= 1747945619
+      AND ts_bucket_start <= 1747983448
+      AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+      AND (attributes_string['gen_ai.request.model'] = 'gpt-4o-mini' AND mapContains(attributes_string, 'gen_ai.request.model'))
+      AND trace_id GLOBAL IN (SELECT trace_id FROM __qualified)
+    GROUP BY trace_id, __GROUP_BY_KEY_0_gen_ai.request.model
+)
+SELECT __GROUP_BY_KEY_0_gen_ai.request.model, avg(output_tokens) AS __result_0, count(trace_id) AS __result_1
+FROM __scoped_traces
+GROUP BY __GROUP_BY_KEY_0_gen_ai.request.model
+HAVING __result_0 > 50
+ORDER BY __result_0 desc
+LIMIT 5
+SETTINGS distributed_product_mode='allow', max_memory_usage=10000000000
+`, stmt)
+}
+
+// Time series: the per-trace scan buckets by span time, the outer aggregation per bucket.
+func TestBuild_FullSQL_TimeSeries_TraceAgg(t *testing.T) {
+	b := newTestBuilder(t)
+	stmt, err := b.Build(context.Background(), valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeTimeSeries,
+		qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+			Signal:       telemetrytypes.SignalTraces,
+			StepInterval: qbtypes.Step{Duration: 60 * time.Second},
+			Aggregations: []qbtypes.TraceAggregation{{Expression: "avg(trace.output_tokens)"}},
+		}, nil)
+	require.NoError(t, err)
+
+	assertSQLEqual(t, `
+WITH __scoped_traces AS (
+    SELECT trace_id,
+        toStartOfInterval(timestamp, INTERVAL 60 SECOND) AS ts,
+        sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.output_tokens'), toFloat64(attributes_number['gen_ai.usage.output_tokens']), NULL)) AS output_tokens
+    FROM signoz_traces.distributed_signoz_index_v3
+    WHERE timestamp >= '1747947419000000000'
+      AND timestamp < '1747983448000000000'
+      AND ts_bucket_start >= 1747945619
+      AND ts_bucket_start <= 1747983448
+      AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+    GROUP BY trace_id, ts
+)
+SELECT ts, avg(output_tokens) AS __result_0
+FROM __scoped_traces
+GROUP BY ts
+SETTINGS distributed_product_mode='allow', max_memory_usage=10000000000
+`, stmt)
+}
+
+// A grouped, limited time series ranks groups on unbucketed whole-window values
+// (__scoped_traces_total), so a non-composable aggregate like avg ranks exactly.
+func TestBuild_FullSQL_TimeSeries_GroupLimit(t *testing.T) {
+	b := newTestBuilder(t)
+	stmt, err := b.Build(context.Background(), valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeTimeSeries,
+		qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+			Signal:       telemetrytypes.SignalTraces,
+			StepInterval: qbtypes.Step{Duration: 60 * time.Second},
+			Aggregations: []qbtypes.TraceAggregation{{Expression: "sum(trace.output_tokens)", Alias: "total_out"}},
+			GroupBy:      []qbtypes.GroupByKey{{TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{Name: "gen_ai.request.model"}}},
+			Having:       &qbtypes.Having{Expression: "total_out > 500"},
+			Order:        []qbtypes.OrderBy{{Key: qbtypes.OrderByKey{TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{Name: "total_out"}}, Direction: qbtypes.OrderDirectionDesc}},
+			Limit:        3,
+		}, nil)
+	require.NoError(t, err)
+
+	assertSQLEqual(t, `
+WITH __scoped_traces_total AS (
+    SELECT trace_id,
+        toString(multiIf(mapContains(attributes_string, 'gen_ai.request.model'), attributes_string['gen_ai.request.model'], NULL)) AS __GROUP_BY_KEY_0_gen_ai.request.model,
+        sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.output_tokens'), toFloat64(attributes_number['gen_ai.usage.output_tokens']), NULL)) AS output_tokens
+    FROM signoz_traces.distributed_signoz_index_v3
+    WHERE timestamp >= '1747947419000000000'
+      AND timestamp < '1747983448000000000'
+      AND ts_bucket_start >= 1747945619
+      AND ts_bucket_start <= 1747983448
+      AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+    GROUP BY trace_id, __GROUP_BY_KEY_0_gen_ai.request.model
+),
+__limit_cte AS (
+    SELECT __GROUP_BY_KEY_0_gen_ai.request.model, sum(output_tokens) AS __result_0
+    FROM __scoped_traces_total
+    GROUP BY __GROUP_BY_KEY_0_gen_ai.request.model
+    ORDER BY __result_0 desc
+    LIMIT 3
+),
+__scoped_traces AS (
+    SELECT trace_id,
+        toStartOfInterval(timestamp, INTERVAL 60 SECOND) AS ts,
+        toString(multiIf(mapContains(attributes_string, 'gen_ai.request.model'), attributes_string['gen_ai.request.model'], NULL)) AS __GROUP_BY_KEY_0_gen_ai.request.model,
+        sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.output_tokens'), toFloat64(attributes_number['gen_ai.usage.output_tokens']), NULL)) AS output_tokens
+    FROM signoz_traces.distributed_signoz_index_v3
+    WHERE timestamp >= '1747947419000000000'
+      AND timestamp < '1747983448000000000'
+      AND ts_bucket_start >= 1747945619
+      AND ts_bucket_start <= 1747983448
+      AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+      AND (toString(multiIf(mapContains(attributes_string, 'gen_ai.request.model'), attributes_string['gen_ai.request.model'], NULL))) GLOBAL IN (SELECT __GROUP_BY_KEY_0_gen_ai.request.model FROM __limit_cte)
+    GROUP BY trace_id, ts, __GROUP_BY_KEY_0_gen_ai.request.model
+)
+SELECT ts, __GROUP_BY_KEY_0_gen_ai.request.model, sum(output_tokens) AS __result_0
+FROM __scoped_traces
+GROUP BY ts, __GROUP_BY_KEY_0_gen_ai.request.model
+HAVING __result_0 > 500
+ORDER BY ts desc
+SETTINGS distributed_product_mode='allow', max_memory_usage=10000000000
+`, stmt)
+}
+
+// A span-level scalar delegates to the trace builder, constrained by __trace_scope;
+// the shape is the delegate's own, hence no SETTINGS suffix.
+func TestBuild_FullSQL_Scalar_SpanAgg_TraceScoped(t *testing.T) {
+	b := newTestBuilder(t)
+	stmt, err := b.Build(context.Background(), valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeScalar,
+		qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+			Signal:       telemetrytypes.SignalTraces,
+			Aggregations: []qbtypes.TraceAggregation{{Expression: "sum(gen_ai.usage.output_tokens)"}},
+			Filter:       &qbtypes.Filter{Expression: "trace.output_tokens > 1000"},
+		}, nil)
+	require.NoError(t, err)
+
+	assertSQLEqual(t, `
+WITH __trace_scope AS (
+    SELECT trace_id,
+        sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.output_tokens'), toFloat64(attributes_number['gen_ai.usage.output_tokens']), NULL)) AS output_tokens
+    FROM signoz_traces.distributed_signoz_index_v3
+    WHERE timestamp >= '1747947419000000000'
+      AND timestamp < '1747983448000000000'
+      AND ts_bucket_start >= 1747945619
+      AND ts_bucket_start <= 1747983448
+      AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+    GROUP BY trace_id
+    HAVING output_tokens > 1000
+)
+SELECT sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.output_tokens'), toFloat64(attributes_number['gen_ai.usage.output_tokens']), NULL)) AS __result_0
+FROM signoz_traces.distributed_signoz_index_v3
+WHERE trace_id GLOBAL IN (SELECT trace_id FROM __trace_scope)
+  AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+  AND timestamp >= '1747947419000000000'
+  AND timestamp < '1747983448000000000'
+  AND ts_bucket_start >= 1747945619
+  AND ts_bucket_start <= 1747983448
+ORDER BY __result_0 DESC
+`, stmt)
+}
+
+// Two group keys make the top-N prune a 2-tuple GLOBAL IN, and the qualification plus
+// span predicate apply to the ranking scan and the main scan alike.
+func TestBuild_FullSQL_TimeSeries_GroupLimit_MultiKey(t *testing.T) {
+	b := newTestBuilder(t)
+	stmt, err := b.Build(context.Background(), valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeTimeSeries,
+		qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+			Signal:       telemetrytypes.SignalTraces,
+			StepInterval: qbtypes.Step{Duration: 60 * time.Second},
+			Aggregations: []qbtypes.TraceAggregation{
+				{Expression: "sum(trace.output_tokens)"},
+				{Expression: "count(trace.trace_id)"},
+			},
+			Filter: &qbtypes.Filter{Expression: "gen_ai.request.model = 'gpt-4o-mini' AND trace.total_tokens > 100"},
+			GroupBy: []qbtypes.GroupByKey{
+				{TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{Name: "gen_ai.request.model"}},
+				{TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{Name: "gen_ai.user.id"}},
+			},
+			Limit: 2,
+		}, nil)
+	require.NoError(t, err)
+
+	assertSQLEqual(t, `
+WITH __qualified AS (
+    SELECT trace_id,
+        coalesce(sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.input_tokens'), toFloat64(attributes_number['gen_ai.usage.input_tokens']), NULL)), 0) + coalesce(sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.output_tokens'), toFloat64(attributes_number['gen_ai.usage.output_tokens']), NULL)), 0) AS total_tokens
+    FROM signoz_traces.distributed_signoz_index_v3
+    WHERE timestamp >= '1747947419000000000'
+      AND timestamp < '1747983448000000000'
+      AND ts_bucket_start >= 1747945619
+      AND ts_bucket_start <= 1747983448
+      AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+    GROUP BY trace_id
+    HAVING total_tokens > 100
+),
+__scoped_traces_total AS (
+    SELECT trace_id,
+        toString(multiIf(mapContains(attributes_string, 'gen_ai.request.model'), attributes_string['gen_ai.request.model'], NULL)) AS __GROUP_BY_KEY_0_gen_ai.request.model,
+        toString(multiIf(mapContains(attributes_string, 'gen_ai.user.id'), attributes_string['gen_ai.user.id'], NULL)) AS __GROUP_BY_KEY_1_gen_ai.user.id,
+        sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.output_tokens'), toFloat64(attributes_number['gen_ai.usage.output_tokens']), NULL)) AS output_tokens
+    FROM signoz_traces.distributed_signoz_index_v3
+    WHERE timestamp >= '1747947419000000000'
+      AND timestamp < '1747983448000000000'
+      AND ts_bucket_start >= 1747945619
+      AND ts_bucket_start <= 1747983448
+      AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+      AND (attributes_string['gen_ai.request.model'] = 'gpt-4o-mini' AND mapContains(attributes_string, 'gen_ai.request.model'))
+      AND trace_id GLOBAL IN (SELECT trace_id FROM __qualified)
+    GROUP BY trace_id, __GROUP_BY_KEY_0_gen_ai.request.model, __GROUP_BY_KEY_1_gen_ai.user.id
+),
+__limit_cte AS (
+    SELECT __GROUP_BY_KEY_0_gen_ai.request.model, __GROUP_BY_KEY_1_gen_ai.user.id, sum(output_tokens) AS __result_0, count(trace_id) AS __result_1
+    FROM __scoped_traces_total
+    GROUP BY __GROUP_BY_KEY_0_gen_ai.request.model, __GROUP_BY_KEY_1_gen_ai.user.id
+    ORDER BY __result_0 DESC
+    LIMIT 2
+),
+__scoped_traces AS (
+    SELECT trace_id,
+        toStartOfInterval(timestamp, INTERVAL 60 SECOND) AS ts,
+        toString(multiIf(mapContains(attributes_string, 'gen_ai.request.model'), attributes_string['gen_ai.request.model'], NULL)) AS __GROUP_BY_KEY_0_gen_ai.request.model,
+        toString(multiIf(mapContains(attributes_string, 'gen_ai.user.id'), attributes_string['gen_ai.user.id'], NULL)) AS __GROUP_BY_KEY_1_gen_ai.user.id,
+        sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.output_tokens'), toFloat64(attributes_number['gen_ai.usage.output_tokens']), NULL)) AS output_tokens
+    FROM signoz_traces.distributed_signoz_index_v3
+    WHERE timestamp >= '1747947419000000000'
+      AND timestamp < '1747983448000000000'
+      AND ts_bucket_start >= 1747945619
+      AND ts_bucket_start <= 1747983448
+      AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+      AND (attributes_string['gen_ai.request.model'] = 'gpt-4o-mini' AND mapContains(attributes_string, 'gen_ai.request.model'))
+      AND trace_id GLOBAL IN (SELECT trace_id FROM __qualified)
+      AND (toString(multiIf(mapContains(attributes_string, 'gen_ai.request.model'), attributes_string['gen_ai.request.model'], NULL)), toString(multiIf(mapContains(attributes_string, 'gen_ai.user.id'), attributes_string['gen_ai.user.id'], NULL))) GLOBAL IN (SELECT __GROUP_BY_KEY_0_gen_ai.request.model, __GROUP_BY_KEY_1_gen_ai.user.id FROM __limit_cte)
+    GROUP BY trace_id, ts, __GROUP_BY_KEY_0_gen_ai.request.model, __GROUP_BY_KEY_1_gen_ai.user.id
+)
+SELECT ts, __GROUP_BY_KEY_0_gen_ai.request.model, __GROUP_BY_KEY_1_gen_ai.user.id, sum(output_tokens) AS __result_0, count(trace_id) AS __result_1
+FROM __scoped_traces
+GROUP BY ts, __GROUP_BY_KEY_0_gen_ai.request.model, __GROUP_BY_KEY_1_gen_ai.user.id
+SETTINGS distributed_product_mode='allow', max_memory_usage=10000000000
+`, stmt)
+}
+
+// A time-series limit without group-by has nothing to rank: it is ignored, matching
+// the trace builder — the query equals its unlimited form.
+func TestBuild_TimeSeries_LimitWithoutGroupByIgnored(t *testing.T) {
+	b := newTestBuilder(t)
+	build := func(limit int) *qbtypes.Statement {
+		stmt, err := b.Build(context.Background(), valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeTimeSeries,
+			qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+				Signal:       telemetrytypes.SignalTraces,
+				StepInterval: qbtypes.Step{Duration: 60 * time.Second},
+				Aggregations: []qbtypes.TraceAggregation{{Expression: "avg(trace.output_tokens)"}},
+				Limit:        limit,
+			}, nil)
+		require.NoError(t, err)
+		return stmt
+	}
+	assert.Equal(t, build(0).Query, build(5).Query)
+}
+
+// ---------------------------------------------------------------------------
+// Behavior / branch tests not covered by the goldens above
+// ---------------------------------------------------------------------------
+
+// Mixing span- and trace-level aggregations across one query is rejected.
+func TestBuild_Aggregation_MixedDomainsRejected(t *testing.T) {
+	b := newTestBuilder(t)
+	_, err := b.Build(context.Background(), valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeScalar,
+		qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+			Signal: telemetrytypes.SignalTraces,
+			Aggregations: []qbtypes.TraceAggregation{
+				{Expression: "avg(trace.output_tokens)"},
+				{Expression: "sum(gen_ai.usage.output_tokens)"},
+			},
+		}, nil)
+	require.ErrorContains(t, err, "cannot be mixed")
+}
+
+// Output-only aggregates are rejected in trace-level filters on the aggregation
+// path too (the raw and trace-list paths are covered elsewhere).
+func TestBuild_Aggregation_OutputOnlyFilterRejected(t *testing.T) {
+	b := newTestBuilder(t)
+	_, err := b.Build(context.Background(), valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeScalar,
+		qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+			Signal:       telemetrytypes.SignalTraces,
+			Aggregations: []qbtypes.TraceAggregation{{Expression: "count()"}},
+			Filter:       &qbtypes.Filter{Expression: "trace.span_count > 3"},
+		}, nil)
+	require.ErrorContains(t, err, `aggregate "span_count" cannot be used`)
+}
+
+// Trace-level columns are rejected as group-by keys; order keys never reach the builder,
+// since request validation only admits group keys and aggregation aliases/expressions.
+func TestBuild_Aggregation_GroupByOrderValidation(t *testing.T) {
+	b := newTestBuilder(t)
+	ctx := context.Background()
+
+	_, err := b.Build(ctx, valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeScalar,
+		qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+			Signal:       telemetrytypes.SignalTraces,
+			Aggregations: []qbtypes.TraceAggregation{{Expression: "avg(trace.output_tokens)"}},
+			GroupBy:      []qbtypes.GroupByKey{{TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{Name: "trace.llm_call_count"}}},
+		}, nil)
+	require.ErrorContains(t, err, `grouping by trace-level aggregate "trace.llm_call_count" is not supported`)
+
+	req := qbtypes.QueryRangeRequest{
+		Start:       testStartMs,
+		End:         testEndMs,
+		RequestType: qbtypes.RequestTypeScalar,
+		CompositeQuery: qbtypes.CompositeQuery{
+			Queries: []qbtypes.QueryEnvelope{{
+				Type: qbtypes.QueryTypeBuilderAI,
+				Spec: qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+					Name:         "A",
+					Signal:       telemetrytypes.SignalTraces,
+					Aggregations: []qbtypes.TraceAggregation{{Expression: "avg(trace.output_tokens)"}},
+					Order:        []qbtypes.OrderBy{{Key: qbtypes.OrderByKey{TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{Name: "trace.total_tokens"}}, Direction: qbtypes.OrderDirectionDesc}},
+				},
+			}},
+		},
+	}
+	require.ErrorContains(t, req.Validate(), "invalid order by key")
+
+	_, err = b.Build(ctx, valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeScalar,
+		qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+			Signal:       telemetrytypes.SignalTraces,
+			Aggregations: []qbtypes.TraceAggregation{{Expression: "avg(trace.output_tokens)", Alias: "avg_out"}},
+			Order:        []qbtypes.OrderBy{{Key: qbtypes.OrderByKey{TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{Name: "avg_out"}}, Direction: qbtypes.OrderDirectionAsc}},
+		}, nil)
+	require.NoError(t, err)
+}
+
+// Variables in trace-level conditions resolve as bound args; a dynamic __all__ drops the
+// condition, and an unresolved $var is rejected only as an unknown aggregate today.
+func TestBuild_FullSQL_Aggregation_VariablesInTraceFilter(t *testing.T) {
+	b := newTestBuilder(t)
+	ctx := context.Background()
+
+	q := qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+		Signal:       telemetrytypes.SignalTraces,
+		Aggregations: []qbtypes.TraceAggregation{{Expression: "avg(trace.output_tokens)"}},
+		Filter:       &qbtypes.Filter{Expression: "trace.output_tokens > $threshold"},
+	}
+	stmt, err := b.Build(ctx, valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeScalar, q,
+		map[string]qbtypes.VariableItem{"threshold": {Type: qbtypes.TextBoxVariableType, Value: float64(1000)}})
+	require.NoError(t, err)
+	assertSQLEqual(t, `
+WITH __qualified AS (
+    SELECT trace_id,
+        sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.output_tokens'), toFloat64(attributes_number['gen_ai.usage.output_tokens']), NULL)) AS output_tokens
+    FROM signoz_traces.distributed_signoz_index_v3
+    WHERE timestamp >= '1747947419000000000'
+      AND timestamp < '1747983448000000000'
+      AND ts_bucket_start >= 1747945619
+      AND ts_bucket_start <= 1747983448
+      AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+    GROUP BY trace_id
+    HAVING output_tokens > 1000
+),
+__scoped_traces AS (
+    SELECT trace_id,
+        sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.output_tokens'), toFloat64(attributes_number['gen_ai.usage.output_tokens']), NULL)) AS output_tokens
+    FROM signoz_traces.distributed_signoz_index_v3
+    WHERE timestamp >= '1747947419000000000'
+      AND timestamp < '1747983448000000000'
+      AND ts_bucket_start >= 1747945619
+      AND ts_bucket_start <= 1747983448
+      AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+      AND trace_id GLOBAL IN (SELECT trace_id FROM __qualified)
+    GROUP BY trace_id
+)
+SELECT avg(output_tokens) AS __result_0
+FROM __scoped_traces
+ORDER BY __result_0 DESC
+SETTINGS distributed_product_mode='allow', max_memory_usage=10000000000
+`, stmt)
+
+	// an unresolved $var is only rejected as an unknown aggregate today; a targeted
+	// "unknown variable" error is a separate concern
+	_, err = b.Build(ctx, valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeScalar, q, nil)
+	require.ErrorContains(t, err, `aggregate "$threshold" cannot be used`)
+
+	// __all__ drops the condition: the query equals its unfiltered form
+	stmt, err = b.Build(ctx, valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeScalar, q,
+		map[string]qbtypes.VariableItem{"threshold": {Type: qbtypes.DynamicVariableType, Value: "__all__"}})
+	require.NoError(t, err)
+	unfiltered := q
+	unfiltered.Filter = nil
+	want, err := b.Build(ctx, valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeScalar, unfiltered, nil)
+	require.NoError(t, err)
+	assert.Equal(t, want.Query, stmt.Query)
+
+	// list variables render as IN with bound args; the scan selects only trace_id
+	// since no aggregation touches a per-trace column
+	stmt, err = b.Build(ctx, valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeScalar,
+		qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+			Signal:       telemetrytypes.SignalTraces,
+			Aggregations: []qbtypes.TraceAggregation{{Expression: "count(trace.trace_id)"}},
+			Filter:       &qbtypes.Filter{Expression: "trace.llm_call_count IN $counts"},
+		}, map[string]qbtypes.VariableItem{
+			"counts": {Type: qbtypes.QueryVariableType, Value: []any{float64(1), float64(2)}},
+		})
+	require.NoError(t, err)
+	assertSQLEqual(t, `
+WITH __qualified AS (
+    SELECT trace_id,
+        countIf(mapContains(attributes_string, 'gen_ai.request.model')) AS llm_call_count
+    FROM signoz_traces.distributed_signoz_index_v3
+    WHERE timestamp >= '1747947419000000000'
+      AND timestamp < '1747983448000000000'
+      AND ts_bucket_start >= 1747945619
+      AND ts_bucket_start <= 1747983448
+      AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+    GROUP BY trace_id
+    HAVING llm_call_count IN (1, 2)
+),
+__scoped_traces AS (
+    SELECT trace_id
+    FROM signoz_traces.distributed_signoz_index_v3
+    WHERE timestamp >= '1747947419000000000'
+      AND timestamp < '1747983448000000000'
+      AND ts_bucket_start >= 1747945619
+      AND ts_bucket_start <= 1747983448
+      AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+      AND trace_id GLOBAL IN (SELECT trace_id FROM __qualified)
+    GROUP BY trace_id
+)
+SELECT count(trace_id) AS __result_0
+FROM __scoped_traces
+ORDER BY __result_0 DESC
+SETTINGS distributed_product_mode='allow', max_memory_usage=10000000000
+`, stmt)
+}
+
+// Resource conditions on the native path: the __resource_filter CTE prunes the
+// qualification scan and the per-trace scan by fingerprint.
+func TestBuild_FullSQL_Aggregation_ResourceFilter_Native(t *testing.T) {
+	b := newTestBuilder(t)
+	stmt, err := b.Build(context.Background(), valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeScalar,
+		qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+			Signal:       telemetrytypes.SignalTraces,
+			Aggregations: []qbtypes.TraceAggregation{{Expression: "avg(trace.output_tokens)"}},
+			Filter:       &qbtypes.Filter{Expression: "service.name = 'api' AND trace.output_tokens > 1000"},
+		}, nil)
+	require.NoError(t, err)
+
+	assertSQLEqual(t, `
+WITH __resource_filter AS (
+    SELECT fingerprint
+    FROM signoz_traces.distributed_traces_v3_resource
+    WHERE (simpleJSONExtractString(labels, 'service.name') = 'api' AND labels LIKE '%service.name%' AND labels LIKE '%service.name":"api%')
+      AND seen_at_ts_bucket_start >= 1747945619
+      AND seen_at_ts_bucket_start <= 1747983448
+    GROUP BY fingerprint
+),
+__qualified AS (
+    SELECT trace_id,
+        sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.output_tokens'), toFloat64(attributes_number['gen_ai.usage.output_tokens']), NULL)) AS output_tokens
+    FROM signoz_traces.distributed_signoz_index_v3
+    WHERE timestamp >= '1747947419000000000'
+      AND timestamp < '1747983448000000000'
+      AND ts_bucket_start >= 1747945619
+      AND ts_bucket_start <= 1747983448
+      AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+      AND resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter)
+    GROUP BY trace_id
+    HAVING output_tokens > 1000
+),
+__scoped_traces AS (
+    SELECT trace_id,
+        sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.output_tokens'), toFloat64(attributes_number['gen_ai.usage.output_tokens']), NULL)) AS output_tokens
+    FROM signoz_traces.distributed_signoz_index_v3
+    WHERE timestamp >= '1747947419000000000'
+      AND timestamp < '1747983448000000000'
+      AND ts_bucket_start >= 1747945619
+      AND ts_bucket_start <= 1747983448
+      AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+      AND resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter)
+      AND trace_id GLOBAL IN (SELECT trace_id FROM __qualified)
+    GROUP BY trace_id
+)
+SELECT avg(output_tokens) AS __result_0
+FROM __scoped_traces
+ORDER BY __result_0 DESC
+SETTINGS distributed_product_mode='allow', max_memory_usage=10000000000
+`, stmt)
+}
+
+// On the delegated path __trace_scope and the main query share one __resource_filter
+// CTE, so the resource table is scanned once.
+func TestBuild_FullSQL_Aggregation_ResourceFilter_Delegated(t *testing.T) {
+	b := newTestBuilder(t)
+	stmt, err := b.Build(context.Background(), valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeScalar,
+		qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+			Signal:       telemetrytypes.SignalTraces,
+			Aggregations: []qbtypes.TraceAggregation{{Expression: "sum(gen_ai.usage.output_tokens)"}},
+			Filter:       &qbtypes.Filter{Expression: "service.name = 'api' AND trace.output_tokens > 1000"},
+		}, nil)
+	require.NoError(t, err)
+
+	assertSQLEqual(t, `
+WITH __resource_filter AS (
+    SELECT fingerprint
+    FROM signoz_traces.distributed_traces_v3_resource
+    WHERE ((simpleJSONExtractString(labels, 'service.name') = 'api' AND labels LIKE '%service.name%' AND labels LIKE '%service.name":"api%'))
+      AND seen_at_ts_bucket_start >= 1747945619
+      AND seen_at_ts_bucket_start <= 1747983448
+    GROUP BY fingerprint
+),
+__trace_scope AS (
+    SELECT trace_id,
+        sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.output_tokens'), toFloat64(attributes_number['gen_ai.usage.output_tokens']), NULL)) AS output_tokens
+    FROM signoz_traces.distributed_signoz_index_v3
+    WHERE timestamp >= '1747947419000000000'
+      AND timestamp < '1747983448000000000'
+      AND ts_bucket_start >= 1747945619
+      AND ts_bucket_start <= 1747983448
+      AND (mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))
+      AND resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter)
+    GROUP BY trace_id
+    HAVING output_tokens > 1000
+)
+SELECT sum(multiIf(mapContains(attributes_number, 'gen_ai.usage.output_tokens'), toFloat64(attributes_number['gen_ai.usage.output_tokens']), NULL)) AS __result_0
+FROM signoz_traces.distributed_signoz_index_v3
+WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter)
+  AND trace_id GLOBAL IN (SELECT trace_id FROM __trace_scope)
+  AND (((mapContains(attributes_string, 'gen_ai.request.model') OR mapContains(attributes_string, 'gen_ai.tool.name') OR mapContains(attributes_string, 'gen_ai.agent.name'))) AND ((multiIf(resource.service.name IS NOT NULL, resource.service.name::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) = 'api' AND multiIf(resource.service.name IS NOT NULL, resource.service.name::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) IS NOT NULL)))
+  AND timestamp >= '1747947419000000000'
+  AND timestamp < '1747983448000000000'
+  AND ts_bucket_start >= 1747945619
+  AND ts_bucket_start <= 1747983448
+ORDER BY __result_0 DESC
+`, stmt)
+}
+
+// rate() divides by the window (scalar) / step (series). Per AggreFuncMap it counts
+// per-trace rows per second; it does not sum the column.
+func TestBuild_Aggregation_RateDividesByInterval(t *testing.T) {
+	b := newTestBuilder(t)
+	ctx := context.Background()
+	q := qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+		Signal:       telemetrytypes.SignalTraces,
+		Aggregations: []qbtypes.TraceAggregation{{Expression: "rate(trace.llm_call_count)"}},
+	}
+
+	stmt, err := b.Build(ctx, valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeScalar, q, nil)
+	require.NoError(t, err)
+	assert.Contains(t, stmt.Query, "count(llm_call_count)/36029 AS __result_0") // (end-start) seconds
+
+	q.StepInterval = qbtypes.Step{Duration: 60 * time.Second}
+	stmt, err = b.Build(ctx, valuer.UUID{}, testStartMs, testEndMs, qbtypes.RequestTypeTimeSeries, q, nil)
+	require.NoError(t, err)
+	assert.Contains(t, stmt.Query, "count(llm_call_count)/60 AS __result_0")
+
+	// a sub-second window clamps the divisor instead of truncating it to zero
+	stmt, err = b.Build(ctx, valuer.UUID{}, testStartMs, testStartMs+500, qbtypes.RequestTypeScalar, q, nil)
+	require.NoError(t, err)
+	assert.Contains(t, stmt.Query, "count(llm_call_count)/1 AS __result_0")
+}
--- a/pkg/statementbuilder/metricsstatementbuilder/statement_builder.go
+++ b/pkg/statementbuilder/metricsstatementbuilder/statement_builder.go
@@ -428,20 +428,24 @@ func (b *StatementBuilder) buildTemporalAggDeltaFastPath(
 		sb.SelectMore(fmt.Sprintf("`%s`", GroupByColumnAlias(i, g.Name)))
 	}

-	aggCol, err := metricstelemetryschema.AggregationColumnForSamplesTable(
-		samplesTable, query.Aggregations[0].Temporality, query.Aggregations[0].TimeAggregation,
-	)
-	if err != nil {
-		return "", nil, err
-	}
-	if query.Aggregations[0].TimeAggregation == metrictypes.TimeAggregationRate {
-		// TODO(srikanthccv): should it be step interval or use [start_time_unix_nano](https://github.com/open-telemetry/opentelemetry-proto/blob/d3fb76d70deb0874692bd0ebe03148580d85f3bb/opentelemetry/proto/metrics/v1/metrics.proto#L400C11-L400C31)?
-		aggCol = fmt.Sprintf("%s/%d", aggCol, stepSec)
-	}
-
+	var aggCol string
 	if query.Aggregations[0].SpaceAggregation.IsPercentile() &&
 		query.Aggregations[0].Type == metrictypes.ExpHistogramType {
+		// merging sketches already spans every series in the step, so neither a
+		// samples-table value column nor the rate divisor applies
 		aggCol = fmt.Sprintf("quantilesDDMerge(0.01, %f)(sketch)[1]", query.Aggregations[0].SpaceAggregation.Percentile())
+	} else {
+		col, err := metricstelemetryschema.AggregationColumnForSamplesTable(
+			samplesTable, query.Aggregations[0].Temporality, query.Aggregations[0].TimeAggregation,
+		)
+		if err != nil {
+			return "", nil, err
+		}
+		aggCol = col
+		if query.Aggregations[0].TimeAggregation == metrictypes.TimeAggregationRate {
+			// TODO(srikanthccv): should it be step interval or use [start_time_unix_nano](https://github.com/open-telemetry/opentelemetry-proto/blob/d3fb76d70deb0874692bd0ebe03148580d85f3bb/opentelemetry/proto/metrics/v1/metrics.proto#L400C11-L400C31)?
+			aggCol = fmt.Sprintf("%s/%d", aggCol, stepSec)
+		}
 	}

 	sb.SelectMore(fmt.Sprintf("%s AS value", aggCol))
--- a/pkg/statementbuilder/metricsstatementbuilder/stmt_builder_test.go
+++ b/pkg/statementbuilder/metricsstatementbuilder/stmt_builder_test.go
@@ -126,6 +126,64 @@ func TestStatementBuilder(t *testing.T) {
 			},
 			expectedErr: nil,
 		},
+		{
+			name:        "test_exp_histogram_percentile_delta",
+			requestType: qbtypes.RequestTypeTimeSeries,
+			query: qbtypes.QueryBuilderQuery[qbtypes.MetricAggregation]{
+				Signal:       telemetrytypes.SignalMetrics,
+				StepInterval: qbtypes.Step{Duration: 30 * time.Second},
+				Aggregations: []qbtypes.MetricAggregation{
+					{
+						MetricName:       "signoz_latency",
+						Type:             metrictypes.ExpHistogramType,
+						Temporality:      metrictypes.Delta,
+						SpaceAggregation: metrictypes.SpaceAggregationPercentile95,
+					},
+				},
+				GroupBy: []qbtypes.GroupByKey{
+					{
+						TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{
+							Name: "service.name",
+						},
+					},
+				},
+			},
+			expected: qbtypes.Statement{
+				Query: "WITH __spatial_aggregation_cte AS (SELECT toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(30)) AS ts, `__GROUP_BY_KEY_0_service.name`, quantilesDDMerge(0.01, 0.950000)(sketch)[1] AS value FROM signoz_metrics.distributed_exp_hist AS points INNER JOIN (SELECT fingerprint, JSONExtractString(labels, 'service.name') AS `__GROUP_BY_KEY_0_service.name` FROM signoz_metrics.time_series_v4_6hrs WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) GROUP BY fingerprint, `__GROUP_BY_KEY_0_service.name`) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY ts, `__GROUP_BY_KEY_0_service.name`) SELECT * FROM __spatial_aggregation_cte ORDER BY `__GROUP_BY_KEY_0_service.name`, ts",
+				Args:  []any{"signoz_latency", uint64(1747936800000), uint64(1747983420000), "delta", "signoz_latency", uint64(1747947390000), uint64(1747983420000)},
+			},
+			expectedErr: nil,
+		},
+		{
+			// the sketch merge spans the whole step, so `rate` must not add a /step divisor
+			name:        "test_exp_histogram_percentile_delta_rate_time_aggregation",
+			requestType: qbtypes.RequestTypeTimeSeries,
+			query: qbtypes.QueryBuilderQuery[qbtypes.MetricAggregation]{
+				Signal:       telemetrytypes.SignalMetrics,
+				StepInterval: qbtypes.Step{Duration: 30 * time.Second},
+				Aggregations: []qbtypes.MetricAggregation{
+					{
+						MetricName:       "signoz_latency",
+						Type:             metrictypes.ExpHistogramType,
+						Temporality:      metrictypes.Delta,
+						TimeAggregation:  metrictypes.TimeAggregationRate,
+						SpaceAggregation: metrictypes.SpaceAggregationPercentile95,
+					},
+				},
+				GroupBy: []qbtypes.GroupByKey{
+					{
+						TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{
+							Name: "service.name",
+						},
+					},
+				},
+			},
+			expected: qbtypes.Statement{
+				Query: "WITH __spatial_aggregation_cte AS (SELECT toStartOfInterval(toDateTime(intDiv(unix_milli, 1000)), toIntervalSecond(30)) AS ts, `__GROUP_BY_KEY_0_service.name`, quantilesDDMerge(0.01, 0.950000)(sketch)[1] AS value FROM signoz_metrics.distributed_exp_hist AS points INNER JOIN (SELECT fingerprint, JSONExtractString(labels, 'service.name') AS `__GROUP_BY_KEY_0_service.name` FROM signoz_metrics.time_series_v4_6hrs WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli <= ? AND LOWER(temporality) LIKE LOWER(?) GROUP BY fingerprint, `__GROUP_BY_KEY_0_service.name`) AS filtered_time_series ON points.fingerprint = filtered_time_series.fingerprint WHERE metric_name IN (?) AND unix_milli >= ? AND unix_milli < ? GROUP BY ts, `__GROUP_BY_KEY_0_service.name`) SELECT * FROM __spatial_aggregation_cte ORDER BY `__GROUP_BY_KEY_0_service.name`, ts",
+				Args:  []any{"signoz_latency", uint64(1747936800000), uint64(1747983420000), "delta", "signoz_latency", uint64(1747947390000), uint64(1747983420000)},
+			},
+			expectedErr: nil,
+		},
 		{
 			name:        "test_histogram_percentile1",
 			requestType: qbtypes.RequestTypeTimeSeries,
--- a/pkg/statementbuilder/scopedtracesstatementbuilder/statement_builder.go
+++ b/pkg/statementbuilder/scopedtracesstatementbuilder/statement_builder.go
@@ -4,7 +4,6 @@ import (
 	"context"
 	"fmt"
 	"log/slog"
-	"sort"
 	"strings"

 	"github.com/SigNoz/signoz/pkg/errors"
@@ -19,7 +18,6 @@ import (
 	qbtypes "github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
 	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
 	"github.com/SigNoz/signoz/pkg/valuer"
-	qbvariables "github.com/SigNoz/signoz/pkg/variables"
 	"github.com/huandu/go-sqlbuilder"
 )

@@ -117,6 +115,8 @@ func (b *scopedTraceStatementBuilder) Build(
 		return b.buildTraceListQuery(ctx, orgID, querybuilder.ToNanoSecs(start), querybuilder.ToNanoSecs(end), query, variables)
 	case qbtypes.RequestTypeRaw:
 		return b.buildDelegated(ctx, orgID, start, end, requestType, query, variables)
+	case qbtypes.RequestTypeScalar, qbtypes.RequestTypeTimeSeries:
+		return b.buildAggregation(ctx, orgID, start, end, requestType, query, variables)
 	default:
 		return nil, ErrUnsupportedRequestType
 	}
@@ -145,6 +145,63 @@ func (b *scopedTraceStatementBuilder) buildDelegated(
 	return b.traceStmtBuilder.Build(ctx, orgID, start, end, requestType, gated, variables)
 }

+// traceScopedStatementBuilder is the delegate's optional capability of constraining a
+// query to a set of trace ids (implemented by the traces statement builder).
+// traceScopeResource is the __resource_filter CTE traceScope's predicate references,
+// shared with the delegate's own resource filter so the table is scanned once.
+type traceScopedStatementBuilder interface {
+	BuildTraceScoped(ctx context.Context, orgID valuer.UUID, start, end uint64, requestType qbtypes.RequestType, query qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation], variables map[string]qbtypes.VariableItem, traceScope, traceScopeResource *qbtypes.Statement) (*qbtypes.Statement, error)
+}
+
+// buildDelegatedAggregation serves span-level scalar/time-series through the standard
+// trace builder, with the gate ANDed into the span-level filter part; a trace-level
+// part becomes a qualification the delegate constrains trace_id by.
+func (b *scopedTraceStatementBuilder) buildDelegatedAggregation(
+	ctx context.Context,
+	orgID valuer.UUID,
+	start, end uint64,
+	requestType qbtypes.RequestType,
+	query qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation],
+	variables map[string]qbtypes.VariableItem,
+) (*qbtypes.Statement, error) {
+	var spanExpr, traceExpr string
+	var err error
+	if query.Filter != nil && strings.TrimSpace(query.Filter.Expression) != "" {
+		spanExpr, traceExpr, err = querybuilder.SplitFilterForAggregates(query.Filter.Expression, b.aggregateAliasSet())
+		if err != nil {
+			return nil, err
+		}
+	}
+
+	gate := b.scope.FilterExpression
+	expr := gate
+	if strings.TrimSpace(spanExpr) != "" {
+		expr = fmt.Sprintf("(%s) AND (%s)", gate, spanExpr)
+	}
+
+	// shallow copy; only Filter is replaced, caller's query untouched
+	gated := query
+	gated.Filter = &qbtypes.Filter{Expression: expr}
+
+	if strings.TrimSpace(traceExpr) == "" {
+		return b.traceStmtBuilder.Build(ctx, orgID, start, end, requestType, gated, variables)
+	}
+
+	scoped, ok := b.traceStmtBuilder.(traceScopedStatementBuilder)
+	if !ok {
+		return nil, errors.NewInternalf(errors.CodeInternal, "trace statement builder does not support trace-scoped queries")
+	}
+	scope, scopeResource, err := b.buildQualifiedStatement(ctx, orgID, querybuilder.ToNanoSecs(start), querybuilder.ToNanoSecs(end), traceExpr, query, variables)
+	if err != nil {
+		return nil, err
+	}
+	if scope == nil {
+		// every trace-level condition was dropped by variable resolution
+		return b.traceStmtBuilder.Build(ctx, orgID, start, end, requestType, gated, variables)
+	}
+	return scoped.BuildTraceScoped(ctx, orgID, start, end, requestType, gated, variables, scope, scopeResource)
+}
+
 // buildTraceListQuery wires the CTE pipeline (start/end are nanoseconds):
 // matched (windowed, mask-pruned top-N trace_ids) → ranked (their [start,end] from
 // the summary table) → buckets (ts_bucket_start prune) → enrichment (every per-trace
@@ -166,9 +223,13 @@ func (b *scopedTraceStatementBuilder) buildTraceListQuery(
 		limit = 100
 	}

+	filterExpr := ""
+	if query.Filter != nil {
+		filterExpr = query.Filter.Expression
+	}
 	// Condition args bind into the builder an expression is embedded in, so the
 	// matched and enrichment passes each resolve against their own builder.
-	keys, err := b.fetchKeys(ctx, orgID)
+	keys, err := b.fetchKeys(ctx, orgID, spanFilterSelectors(filterExpr)...)
 	if err != nil {
 		return nil, err
 	}
@@ -186,23 +247,17 @@ func (b *scopedTraceStatementBuilder) buildTraceListQuery(
 	if err != nil {
 		return nil, err
 	}
-	orderableSet := orderableAliasSet(resolved)
-	filterableSet := filterableAliasSet(resolved)
-
 	resourceFrag, resourceArgs, resourcePred, err := b.maybeAttachResourceFilter(ctx, orgID, query, start, end, variables)
 	if err != nil {
 		return nil, err
 	}

-	fp, err := b.splitFilter(ctx, orgID, query, b.aggregateAliasSet(), filterableSet, start, end, variables, matchedSB)
+	fp, err := b.splitFilter(ctx, orgID, query, b.aggregateAliasSet(), keys, start, end, variables, matchedSB)
 	if err != nil {
 		return nil, err
 	}

-	matchedFrag, matchedArgs, err := b.buildMatchedCTE(matchedSB, start, end, startBucket, endBucket, resolved, orders, orderableSet, filterableSet, maskExpr, fp, resourcePred, limit, query.Offset)
-	if err != nil {
-		return nil, err
-	}
+	matchedFrag, matchedArgs := b.buildMatchedCTE(matchedSB, start, end, startBucket, endBucket, resolved, orders, maskExpr, fp, resourcePred, limit, query.Offset)
 	rankedFrag, rankedArgs := b.buildRankedCTE(start, end)

 	adj := querybuilder.BucketAdjustment // 30-min bucket width in seconds
@@ -258,9 +313,10 @@ func (b *scopedTraceStatementBuilder) maybeAttachResourceFilter(
 		"resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter)", nil
 }

-func (b *scopedTraceStatementBuilder) fetchKeys(ctx context.Context, orgID valuer.UUID) (map[string][]*telemetrytypes.TelemetryFieldKey, error) {
+func (b *scopedTraceStatementBuilder) fetchKeys(ctx context.Context, orgID valuer.UUID, extra ...*telemetrytypes.FieldKeySelector) (map[string][]*telemetrytypes.TelemetryFieldKey, error) {
 	fields := b.resolverFieldKeys()
-	selectors := make([]*telemetrytypes.FieldKeySelector, 0, len(fields))
+	selectors := make([]*telemetrytypes.FieldKeySelector, 0, len(fields)+len(extra))
+	selectors = append(selectors, extra...)
 	for _, k := range fields {
 		selectors = append(selectors, &telemetrytypes.FieldKeySelector{
 			Name:              k.Name,
@@ -329,10 +385,9 @@ func (b *scopedTraceStatementBuilder) resolveMask(ctx context.Context, orgID val
 }

 type resolvedColumn struct {
-	alias      string
-	expr       string
-	orderable  bool
-	filterable bool
+	alias     string
+	expr      string
+	orderable bool
 }

 func (b *scopedTraceStatementBuilder) resolveColumns(ctx context.Context, orgID valuer.UUID, start, end uint64, cols *columnResolver, preds *predicateResolver) ([]resolvedColumn, error) {
@@ -342,7 +397,7 @@ func (b *scopedTraceStatementBuilder) resolveColumns(ctx context.Context, orgID
 		if err != nil {
 			return nil, err
 		}
-		out = append(out, resolvedColumn{alias: c.Alias, expr: expr, orderable: c.Orderable, filterable: c.Filterable})
+		out = append(out, resolvedColumn{alias: c.Alias, expr: expr, orderable: c.Orderable})
 	}
 	return out, nil
 }
@@ -384,29 +439,30 @@ func (b *scopedTraceStatementBuilder) resolveListOrders(order []qbtypes.OrderBy,
 	return orders, nil
 }

-// filterParts is the user filter split into a span-level predicate and a trace-level
-// HAVING expression.
+// filterParts is the user filter split into a span-level predicate and the resolved
+// trace-level HAVING (nil when there is none).
 type filterParts struct {
 	spanPred      string
 	hasSpanFilter bool
-	havingExpr    string
+	having        *traceHaving
 	warnings      []string
 	warningsURL   string
 }

-// splitFilter splits query.Filter into a span-level predicate (args bound into sb)
-// and a trace-level HAVING (explicit query.Having ANDed on), then validates the
-// trace-level part against the matched-pass aggregates.
-func (b *scopedTraceStatementBuilder) splitFilter(ctx context.Context, orgID valuer.UUID, query qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation], classifySet, filterableSet map[string]struct{}, start, end uint64, variables map[string]qbtypes.VariableItem, sb *sqlbuilder.SelectBuilder) (filterParts, error) {
+// splitFilter splits query.Filter into a span-level predicate and a trace-level
+// HAVING (explicit query.Having ANDed on before resolution); args bind into sb.
+// keys must cover the filter's span-level selectors.
+func (b *scopedTraceStatementBuilder) splitFilter(ctx context.Context, orgID valuer.UUID, query qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation], classifySet map[string]struct{}, keys map[string][]*telemetrytypes.TelemetryFieldKey, start, end uint64, variables map[string]qbtypes.VariableItem, sb *sqlbuilder.SelectBuilder) (filterParts, error) {
 	var fp filterParts
+	havingExpr := ""
 	if query.Filter != nil && strings.TrimSpace(query.Filter.Expression) != "" {
 		spanExpr, traceExpr, err := querybuilder.SplitFilterForAggregates(query.Filter.Expression, classifySet)
 		if err != nil {
 			return fp, err
 		}
-		fp.havingExpr = traceExpr
+		havingExpr = traceExpr
 		if strings.TrimSpace(spanExpr) != "" {
-			pred, warnings, url, err := b.resolveSpanPredicate(ctx, orgID, start, end, spanExpr, variables, sb)
+			pred, warnings, url, err := b.resolveSpanPredicate(ctx, orgID, start, end, spanExpr, keys, variables, sb)
 			if err != nil {
 				return fp, err
 			}
@@ -419,37 +475,23 @@ func (b *scopedTraceStatementBuilder) splitFilter(ctx context.Context, orgID val
 		}
 	}
 	if query.Having != nil && strings.TrimSpace(query.Having.Expression) != "" {
-		if fp.havingExpr != "" {
-			fp.havingExpr = fmt.Sprintf("(%s) AND (%s)", fp.havingExpr, query.Having.Expression)
+		if havingExpr != "" {
+			havingExpr = fmt.Sprintf("(%s) AND (%s)", havingExpr, query.Having.Expression)
 		} else {
-			fp.havingExpr = query.Having.Expression
+			havingExpr = query.Having.Expression
 		}
 	}
-	// the HAVING is a plain text rewrite, so substitute variables here
-	if strings.TrimSpace(fp.havingExpr) != "" && len(variables) > 0 {
-		replaced, err := qbvariables.ReplaceVariablesInExpression(fp.havingExpr, variables)
-		if err != nil {
-			return fp, err
-		}
-		fp.havingExpr = replaced
-	}
-	if err := validateAggregateFilter(fp.havingExpr, filterableSet); err != nil {
+	having, err := b.resolveTraceHaving(ctx, havingExpr, variables, sb)
+	if err != nil {
 		return fp, err
 	}
+	fp.having = having
 	return fp, nil
 }

 // resolveSpanPredicate resolves a span-level filter expression to a bare boolean
-// predicate, args bound into sb.
-func (b *scopedTraceStatementBuilder) resolveSpanPredicate(ctx context.Context, orgID valuer.UUID, start, end uint64, expr string, variables map[string]qbtypes.VariableItem, sb *sqlbuilder.SelectBuilder) (string, []string, string, error) {
-	selectors := querybuilder.QueryStringToKeysSelectors(expr)
-	for i := range selectors {
-		selectors[i].Signal = telemetrytypes.SignalTraces
-	}
-	keys, _, err := b.metadataStore.GetKeysMulti(ctx, orgID, querybuilder.ExpandKeySelectorsForFamilies(ctx, orgID, b.fl, selectors))
-	if err != nil {
-		return "", nil, "", err
-	}
+// predicate, args bound into sb; keys must cover the expression's selectors.
+func (b *scopedTraceStatementBuilder) resolveSpanPredicate(ctx context.Context, orgID valuer.UUID, start, end uint64, expr string, keys map[string][]*telemetrytypes.TelemetryFieldKey, variables map[string]qbtypes.VariableItem, sb *sqlbuilder.SelectBuilder) (string, []string, string, error) {
 	prepared, err := querybuilder.PrepareWhereClause(expr, querybuilder.FilterExprVisitorOpts{
 		Context:          ctx,
 		OrgID:            orgID,
@@ -478,8 +520,8 @@ func (b *scopedTraceStatementBuilder) resolveSpanPredicate(ctx context.Context,
 // span filter + HAVING + ORDER BY + LIMIT/OFFSET, selecting only the aliases ORDER BY
 // / HAVING reference. Expressions carry $n markers bound to sb, so each can appear
 // several times and every occurrence resolves to the same arg.
-func (b *scopedTraceStatementBuilder) buildMatchedCTE(sb *sqlbuilder.SelectBuilder, start, end, startBucket, endBucket uint64, resolved []resolvedColumn, orders []listOrder, orderableSet, filterableSet map[string]struct{}, maskExpr string, fp filterParts, resourcePred string, limit, offset int) (string, []any, error) {
-	needed := neededMatchedAliases(orders, fp.havingExpr, orderableSet)
+func (b *scopedTraceStatementBuilder) buildMatchedCTE(sb *sqlbuilder.SelectBuilder, start, end, startBucket, endBucket uint64, resolved []resolvedColumn, orders []listOrder, maskExpr string, fp filterParts, resourcePred string, limit, offset int) (string, []any) {
+	needed := neededMatchedAliases(orders, fp.having)
 	selects := []string{"trace_id"}
 	for _, rc := range resolved {
 		if _, ok := needed[rc.alias]; !ok {
@@ -516,22 +558,8 @@ func (b *scopedTraceStatementBuilder) buildMatchedCTE(sb *sqlbuilder.SelectBuild
 		having = append(having, "countIf("+maskExpr+") > 0")
 		having = append(having, "countIf("+fp.spanPred+") > 0")
 	}
-	if strings.TrimSpace(fp.havingExpr) != "" {
-		// the rewriter matches raw key text, so map the trace. form alongside the bare name
-		columnMap := make(map[string]string, len(filterableSet)*2)
-		for a := range filterableSet {
-			columnMap[a] = quoteAlias(a)
-			columnMap[telemetrytypes.FieldContextTrace.StringValue()+"."+a] = quoteAlias(a)
-		}
-		hv, err := querybuilder.NewHavingExpressionRewriter().Rewrite(fp.havingExpr, columnMap)
-		if err != nil {
-			return "", nil, err
-		}
-		if hv != "" {
-			// escape user text so a literal $ isn't read as an arg marker; the countIf
-			// entries hold live $n markers and must stay unescaped
-			having = append(having, sqlbuilder.Escape(hv))
-		}
+	if fp.having != nil {
+		having = append(having, fp.having.pred)
 	}
 	if len(having) > 0 {
 		sb.Having(strings.Join(having, " AND "))
@@ -544,7 +572,7 @@ func (b *scopedTraceStatementBuilder) buildMatchedCTE(sb *sqlbuilder.SelectBuild
 	}

 	sql, args := sb.BuildWithFlavor(sqlbuilder.ClickHouse)
-	return fmt.Sprintf("matched AS (%s)", sql), args, nil
+	return fmt.Sprintf("matched AS (%s)", sql), args
 }

 // buildRankedCTE builds `ranked`: [start,end] bounds per matched trace from the
@@ -585,8 +613,9 @@ func (b *scopedTraceStatementBuilder) buildEnrichmentSelect(sb *sqlbuilder.Selec
 	return sb.BuildWithFlavor(sqlbuilder.ClickHouse)
 }

-// aggregateAliasSet is every trace-level column alias, used to classify filter keys;
-// SpanLevel columns are filtered span-level, so skip them.
+// aggregateAliasSet recognises trace-level keys — display-only aliases included, so one
+// gets a targeted error instead of falling through as a span attribute (what a predicate
+// may actually use is filterableColumnSet). SpanLevel columns are filtered span-level.
 func (b *scopedTraceStatementBuilder) aggregateAliasSet() map[string]struct{} {
 	set := make(map[string]struct{}, len(b.scope.Columns))
 	for _, c := range b.scope.Columns {
@@ -597,70 +626,36 @@ func (b *scopedTraceStatementBuilder) aggregateAliasSet() map[string]struct{} {
 	return set
 }

-// orderableAliasSet is the subset of aliases computable in the matched pass.
-func orderableAliasSet(resolved []resolvedColumn) map[string]struct{} {
-	set := make(map[string]struct{})
-	for _, rc := range resolved {
-		if rc.orderable {
-			set[rc.alias] = struct{}{}
-		}
-	}
-	return set
-}
-
-// filterableAliasSet is the subset of aliases usable in the trace-level filter.
-func filterableAliasSet(resolved []resolvedColumn) map[string]struct{} {
-	set := make(map[string]struct{})
-	for _, rc := range resolved {
-		if rc.filterable {
-			set[rc.alias] = struct{}{}
-		}
-	}
-	return set
-}
-
 // neededMatchedAliases is the minimal alias set the matched pass must select: those
-// in ORDER BY plus those in the aggregate HAVING.
-func neededMatchedAliases(orders []listOrder, havingExpr string, orderableSet map[string]struct{}) map[string]struct{} {
+// in ORDER BY plus those the resolved trace-level HAVING touches.
+func neededMatchedAliases(orders []listOrder, having *traceHaving) map[string]struct{} {
 	needed := make(map[string]struct{})
 	for _, o := range orders {
 		needed[o.alias] = struct{}{}
 	}
-	for _, name := range traceAggregateNames(havingExpr) {
-		if _, ok := orderableSet[name]; ok {
+	if having != nil {
+		for name := range having.used {
 			needed[name] = struct{}{}
 		}
 	}
 	return needed
 }

-// traceAggregateNames extracts the aggregate names a trace-level HAVING references;
-// only unspecified- and trace-context selectors name aggregates.
-func traceAggregateNames(havingExpr string) []string {
-	var names []string
-	for _, sel := range querybuilder.QueryStringToKeysSelectors(havingExpr) {
-		if sel.FieldContext == telemetrytypes.FieldContextUnspecified || sel.FieldContext == telemetrytypes.FieldContextTrace {
-			names = append(names, sel.Name)
-		}
-	}
-	return names
-}
-
-// validateAggregateFilter rejects a trace-level filter referencing an aggregate that
-// is not filterable.
+// validateAggregateFilter rejects filters on aggregates that are not filterable
+// (e.g. span_count) upfront, since inside the where-clause visitor the error would
+// surface only as a detail of a combined one. Only unspecified- and trace-context
+// selectors name aggregates.
 func validateAggregateFilter(havingExpr string, filterableSet map[string]struct{}) error {
 	if strings.TrimSpace(havingExpr) == "" {
 		return nil
 	}
-	allowed := make([]string, 0, len(filterableSet))
-	for a := range filterableSet {
-		allowed = append(allowed, a)
-	}
-	sort.Strings(allowed)
-	for _, name := range traceAggregateNames(havingExpr) {
-		if _, ok := filterableSet[name]; !ok {
+	for _, sel := range querybuilder.QueryStringToKeysSelectors(havingExpr) {
+		if sel.FieldContext != telemetrytypes.FieldContextUnspecified && sel.FieldContext != telemetrytypes.FieldContextTrace {
+			continue
+		}
+		if _, ok := filterableSet[sel.Name]; !ok {
 			return errors.NewInvalidInputf(errors.CodeInvalidInput,
-				"aggregate %q cannot be used in the trace-list filter; filterable aggregates: %s", name, strings.Join(allowed, ", "))
+				"aggregate %q cannot be used in a trace-level filter; filterable aggregates: %s", sel.Name, strings.Join(sortedAliases(filterableSet), ", "))
 		}
 	}
 	return nil
@@ -675,6 +670,19 @@ func orderClause(orders []listOrder) []string {
 	return append(out, "trace_id DESC")
 }

+// spanFilterSelectors are the metadata selectors for every key a filter expression
+// references, for batching into a single GetKeysMulti fetch.
+func spanFilterSelectors(expr string) []*telemetrytypes.FieldKeySelector {
+	if strings.TrimSpace(expr) == "" {
+		return nil
+	}
+	selectors := querybuilder.QueryStringToKeysSelectors(expr)
+	for i := range selectors {
+		selectors[i].Signal = telemetrytypes.SignalTraces
+	}
+	return selectors
+}
+
 // quoteAlias backticks an alias containing characters special to the SQL builder.
 func quoteAlias(alias string) string {
 	if strings.ContainsAny(alias, ".$`") {
--- a/pkg/statementbuilder/scopedtracesstatementbuilder/trace_aggregation.go
+++ b/pkg/statementbuilder/scopedtracesstatementbuilder/trace_aggregation.go
@@ -0,0 +1,783 @@
+package scopedtracesstatementbuilder
+
+import (
+	"context"
+	"fmt"
+	"sort"
+	"strings"
+
+	chparser "github.com/AfterShip/clickhouse-sql-parser/parser"
+	"github.com/SigNoz/signoz/pkg/errors"
+	"github.com/SigNoz/signoz/pkg/querybuilder"
+	"github.com/SigNoz/signoz/pkg/telemetryschema/tracestelemetryschema"
+	qbtypes "github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
+	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
+	"github.com/SigNoz/signoz/pkg/valuer"
+	"github.com/huandu/go-sqlbuilder"
+)
+
+// The per-trace values these aggregations read are window-clipped and span-filtered,
+// unlike the list's enrichment pass over every span of the whole trace, so the same
+// column reads differently in each.
+
+// traceAggregation is one aggregation rewritten to run over the per-trace scan.
+type traceAggregation struct {
+	expr   string              // rewritten SQL over the per-trace column aliases
+	used   map[string]struct{} // per-trace aliases referenced
+	isRate bool
+}
+
+// buildAggregation routes by aggregation domain: bare keys delegate to the standard
+// trace builder, trace.-prefixed aggregates run over the per-trace scan.
+func (b *scopedTraceStatementBuilder) buildAggregation(
+	ctx context.Context,
+	orgID valuer.UUID,
+	start, end uint64,
+	requestType qbtypes.RequestType,
+	query qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation],
+	variables map[string]qbtypes.VariableItem,
+) (*qbtypes.Statement, error) {
+	traceAggs, err := b.classifyAggregations(query.Aggregations)
+	if err != nil {
+		return nil, err
+	}
+	if err := b.validateGroupBy(query); err != nil {
+		return nil, err
+	}
+	if len(traceAggs) == 0 {
+		return b.buildDelegatedAggregation(ctx, orgID, start, end, requestType, query, variables)
+	}
+	return b.buildTraceAggregationQuery(ctx, orgID, querybuilder.ToNanoSecs(start), querybuilder.ToNanoSecs(end), requestType, query, variables, traceAggs)
+}
+
+// classifyAggregations returns the rewritten trace-domain aggregations, nil when all
+// are span-domain; mixing the two domains is rejected.
+func (b *scopedTraceStatementBuilder) classifyAggregations(aggs []qbtypes.TraceAggregation) ([]traceAggregation, error) {
+	// permission, not recognition: unknown names are reported against exactly this set
+	traceCols := b.orderableColumnSet()
+	var out []traceAggregation
+	spanCount := 0
+	for _, agg := range aggs {
+		ta, isTrace, err := rewriteTraceAggregation(agg.Expression, traceCols)
+		if err != nil {
+			return nil, err
+		}
+		if isTrace {
+			out = append(out, *ta)
+		} else {
+			spanCount++
+		}
+	}
+	if len(out) > 0 && spanCount > 0 {
+		return nil, errors.NewInvalidInputf(errors.CodeInvalidInput,
+			"span-level and trace-level (trace.) aggregations cannot be mixed in one query")
+	}
+	return out, nil
+}
+
+// orderableColumnSet is what a trace-level aggregation may use;
+// recognising a key as trace-level is aggregateAliasSet's job.
+func (b *scopedTraceStatementBuilder) orderableColumnSet() map[string]struct{} {
+	set := make(map[string]struct{})
+	for _, c := range b.scope.Columns {
+		if c.Orderable {
+			set[c.Alias] = struct{}{}
+		}
+	}
+	return set
+}
+
+// filterableColumnSet is what a trace-level filter predicate may use.
+func (b *scopedTraceStatementBuilder) filterableColumnSet() map[string]struct{} {
+	set := make(map[string]struct{})
+	for _, c := range b.scope.Columns {
+		if c.Filterable {
+			set[c.Alias] = struct{}{}
+		}
+	}
+	return set
+}
+
+// validateGroupBy rejects trace-level columns as group-by keys with a targeted error
+// (not the field mapper's generic "field not found"). Order keys need no check here:
+// request validation only admits group keys and aggregation aliases/expressions.
+func (b *scopedTraceStatementBuilder) validateGroupBy(query qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]) error {
+	// recognition, not permission: a display-only alias must be named here to be rejected
+	// rather than reaching the field mapper as a span attribute
+	aliases := b.aggregateAliasSet()
+	for _, gb := range query.GroupBy {
+		key := gb.TelemetryFieldKey
+		key.Normalize()
+		// a bare name may be a span column sharing the alias (duration_nano, timestamp)
+		if key.FieldContext != telemetrytypes.FieldContextTrace {
+			continue
+		}
+		if _, ok := aliases[key.Name]; ok {
+			return errors.NewInvalidInputf(errors.CodeInvalidInput,
+				"grouping by trace-level aggregate %q is not supported; group by span attributes instead (e.g. service.name)", gb.Name)
+		}
+	}
+	return nil
+}
+
+// rewriteTraceAggregation rewrites an aggregation over trace.-prefixed columns to run
+// on the per-trace scan (trace.output_tokens → output_tokens, functions mapped via
+// AggreFuncMap); a pure span-level expression returns isTrace=false for the delegate.
+func rewriteTraceAggregation(expr string, traceCols map[string]struct{}) (*traceAggregation, bool, error) {
+	p := chparser.NewParser("SELECT " + expr)
+	stmts, err := p.ParseStmts()
+	if err != nil {
+		return nil, false, errors.WrapInvalidInputf(err, errors.CodeInvalidInput, "failed to parse aggregation expression %q", expr)
+	}
+	if len(stmts) == 0 {
+		return nil, false, errors.NewInvalidInputf(errors.CodeInvalidInput, "invalid aggregation expression %q", expr)
+	}
+	sel, ok := stmts[0].(*chparser.SelectQuery)
+	if !ok || len(sel.SelectItems) == 0 {
+		return nil, false, errors.NewInvalidInputf(errors.CodeInvalidInput, "invalid aggregation expression %q", expr)
+	}
+
+	v := &traceAggVisitor{traceCols: traceCols, used: make(map[string]struct{})}
+	if err := sel.SelectItems[0].Accept(v); err != nil {
+		return nil, false, err
+	}
+	if !v.hasTrace {
+		return nil, false, nil
+	}
+	if v.hasSpan {
+		return nil, false, errors.NewInvalidInputf(errors.CodeInvalidInput,
+			"aggregation %q mixes trace-level (trace.) and span-level columns; use one domain per aggregation", expr)
+	}
+	// the interval divides the rendered expression as a whole, so a second aggregation
+	// alongside the rate would be divided too
+	if v.isRate && v.aggCount > 1 {
+		return nil, false, errors.NewInvalidInputf(errors.CodeInvalidInput,
+			"aggregation %q combines a rate with another aggregation; the rate interval would divide both, so give each its own aggregation", expr)
+	}
+	return &traceAggregation{expr: chparser.Format(sel.SelectItems[0]), used: v.used, isRate: v.isRate}, true, nil
+}
+
+// traceAggVisitor classifies column references and rewrites trace.-prefixed ones in
+// place; the ancestor stack tells a column identifier from a path segment, function
+// name, or alias, and rejects trace. columns inside *If combinators.
+type traceAggVisitor struct {
+	chparser.DefaultASTVisitor
+	traceCols map[string]struct{}
+	used      map[string]struct{}
+	stack     []chparser.Expr
+	aggCount  int
+	hasTrace  bool
+	hasSpan   bool
+	isRate    bool
+}
+
+func (v *traceAggVisitor) Enter(expr chparser.Expr) { v.stack = append(v.stack, expr) }
+func (v *traceAggVisitor) Leave(expr chparser.Expr) { v.stack = v.stack[:len(v.stack)-1] }
+
+// parent is the node enclosing the one currently being visited (the visited node
+// itself is the stack top).
+func (v *traceAggVisitor) parent() chparser.Expr {
+	if len(v.stack) < 2 {
+		return nil
+	}
+	return v.stack[len(v.stack)-2]
+}
+
+func (v *traceAggVisitor) enclosingCombinator() (string, bool) {
+	for _, e := range v.stack {
+		fn, ok := e.(*chparser.FunctionExpr)
+		if !ok {
+			continue
+		}
+		if agg, known := querybuilder.AggreFuncMap[valuer.NewString(strings.ToLower(fn.Name.Name))]; known && agg.FuncCombinator {
+			return fn.Name.Name, true
+		}
+	}
+	return "", false
+}
+
+// enclosingAggregate walks the ancestor stack; AggreFuncMap holds only aggregates and
+// VisitFunctionExpr rejects any name missing from it, so a known name is enough.
+func (v *traceAggVisitor) enclosingAggregate() bool {
+	for _, e := range v.stack {
+		fn, ok := e.(*chparser.FunctionExpr)
+		if !ok {
+			continue
+		}
+		if _, known := querybuilder.AggreFuncMap[valuer.NewString(strings.ToLower(fn.Name.Name))]; known {
+			return true
+		}
+	}
+	return false
+}
+
+// VisitPath classifies a dotted reference (trace.output_tokens); trace-level ones are
+// rewritten in place to the bare per-trace alias.
+func (v *traceAggVisitor) VisitPath(p *chparser.Path) error {
+	col, isTrace := traceColumnFromPath(p)
+	if !isTrace {
+		v.hasSpan = true
+		return nil
+	}
+	if err := v.acceptTraceColumn(chparser.Format(p), col); err != nil {
+		return err
+	}
+	p.Fields = p.Fields[len(p.Fields)-1:]
+	p.Fields[0].Name = col
+	return nil
+}
+
+// VisitIdent classifies a plain identifier (a backquoted `trace.output_tokens` is
+// trace-level); path segments, function names, and aliases are structural, not columns.
+func (v *traceAggVisitor) VisitIdent(i *chparser.Ident) error {
+	switch parent := v.parent().(type) {
+	case *chparser.Path:
+		return nil // segments are classified whole by VisitPath
+	case *chparser.FunctionExpr:
+		if parent.Name == i {
+			return nil
+		}
+	case *chparser.ColumnExpr:
+		if parent.Alias == i {
+			return nil
+		}
+	}
+	key := telemetrytypes.GetFieldKeyFromKeyText(i.Name)
+	if key.FieldContext != telemetrytypes.FieldContextTrace || key.Name == "" {
+		v.hasSpan = true
+		return nil
+	}
+	if err := v.acceptTraceColumn(i.Name, key.Name); err != nil {
+		return err
+	}
+	i.Name = key.Name
+	return nil
+}
+
+func (v *traceAggVisitor) acceptTraceColumn(ref, col string) error {
+	if name, in := v.enclosingCombinator(); in {
+		return errors.NewInvalidInputf(errors.CodeInvalidInput,
+			"%q over trace-level (trace.) columns is not supported; put the trace-level condition in the filter expression instead", name)
+	}
+	// trace_id is always selected by the per-trace scan (count(trace.trace_id)
+	// counts traces); everything else must be a scope column.
+	if col != "trace_id" {
+		if _, known := v.traceCols[col]; !known {
+			return errors.NewInvalidInputf(errors.CodeInvalidInput,
+				"unknown trace-level aggregation column %q; usable columns: %s", ref, strings.Join(sortedAliases(v.traceCols), ", "))
+		}
+		v.used[col] = struct{}{}
+	}
+	// ungrouped, a bare per-trace column would make the outer SELECT emit one row per
+	// trace instead of one aggregated row
+	if !v.enclosingAggregate() {
+		return errors.NewInvalidInputf(errors.CodeInvalidInput,
+			"trace-level column %q must be inside an aggregation function (e.g. avg(%s))", ref, ref)
+	}
+	v.hasTrace = true
+	return nil
+}
+
+// VisitFunctionExpr validates and maps the function name. Children were already
+// visited (post-order), so classification is complete for this subtree.
+func (v *traceAggVisitor) VisitFunctionExpr(fn *chparser.FunctionExpr) error {
+	name := strings.ToLower(fn.Name.Name)
+	aggFunc, ok := querybuilder.AggreFuncMap[valuer.NewString(name)]
+	if !ok {
+		return errors.NewInvalidInputf(errors.CodeInvalidInput, "unrecognized function: %s", name)
+	}
+	if fn.Params != nil && fn.Params.Items != nil && len(fn.Params.Items.Items) > 0 && aggFunc.FuncCombinator {
+		// combinator predicates over span columns stay span-level (countIf(has_error=true))
+		v.hasSpan = true
+		return nil
+	}
+	fn.Name.Name = aggFunc.FuncName
+	v.aggCount++
+	if aggFunc.Rate {
+		v.isRate = true
+	}
+	return nil
+}
+
+// traceColumnFromPath returns the per-trace column a dotted reference names
+// (trace.output_tokens -> output_tokens, trace.a.b -> a.b).
+func traceColumnFromPath(p *chparser.Path) (string, bool) {
+	key := telemetrytypes.GetFieldKeyFromKeyText(chparser.Format(p))
+	if key.FieldContext != telemetrytypes.FieldContextTrace || key.Name == "" {
+		return "", false
+	}
+	return key.Name, true
+}
+
+func sortedAliases(set map[string]struct{}) []string {
+	out := make([]string, 0, len(set))
+	for a := range set {
+		out = append(out, a)
+	}
+	sort.Strings(out)
+	return out
+}
+
+// ---------------------------------------------------------------------------
+// Qualification + per-trace scan
+// ---------------------------------------------------------------------------
+
+// buildQualifiedStatement selects the trace ids whose window-clipped aggregates satisfy
+// the trace-level filter. The second statement (nil without resource conditions) is the
+// __resource_filter CTE the scope's predicate references; the embedder emits it exactly
+// once, shared with its own resource filter. start/end are ns; both statements are nil
+// when variable resolution dropped every condition.
+func (b *scopedTraceStatementBuilder) buildQualifiedStatement(
+	ctx context.Context,
+	orgID valuer.UUID,
+	start, end uint64,
+	traceExpr string,
+	query qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation],
+	variables map[string]qbtypes.VariableItem,
+) (*qbtypes.Statement, *qbtypes.Statement, error) {
+	keys, err := b.fetchKeys(ctx, orgID)
+	if err != nil {
+		return nil, nil, err
+	}
+	sb := sqlbuilder.NewSelectBuilder()
+	maskExpr, resolved, err := b.resolveFor(ctx, orgID, start, end, keys, sb)
+	if err != nil {
+		return nil, nil, err
+	}
+	having, err := b.resolveTraceHaving(ctx, traceExpr, variables, sb)
+	if err != nil {
+		return nil, nil, err
+	}
+	if having == nil {
+		return nil, nil, nil
+	}
+	// nil when the filter has no resource-attribute conditions
+	resourceStmt, err := b.resourceFilterStmtBuilder.Build(ctx, orgID, start, end, qbtypes.RequestTypeRaw, query, variables)
+	if err != nil {
+		return nil, nil, err
+	}
+	var resourcePred string
+	if resourceStmt != nil {
+		resourcePred = "resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter)"
+	}
+	sql, args := b.buildPerTraceScan(sb, start, end, resolved, maskExpr, perTraceScanOpts{
+		needed:       having.used,
+		havingPred:   having.pred,
+		resourcePred: resourcePred,
+	})
+	return &qbtypes.Statement{Query: sql, Args: args}, resourceStmt, nil
+}
+
+// groupColumn holds a resolved, arg-free span-attribute expression.
+type groupColumn struct {
+	alias string
+	expr  string
+}
+
+// groupByColumnAlias prefixes the i-th group-by dimension so the alias cannot shadow the
+// span column its expression reads; the querier (stripKeyAlias) strips it back off.
+func groupByColumnAlias(i int, name string) string {
+	return fmt.Sprintf("__GROUP_BY_KEY_%d_%s", i, name)
+}
+
+// orderColumn is the SQL identifier a non-aggregation order key sorts by: the
+// positional alias when the key names a group-by dimension, else the key itself.
+func orderColumn(orderKey string, groupBy []qbtypes.GroupByKey) string {
+	for i := range groupBy {
+		if groupBy[i].Name == orderKey {
+			return groupByColumnAlias(i, groupBy[i].Name)
+		}
+	}
+	return orderKey
+}
+
+// perTraceScanOpts parametrize one windowed, mask-pruned GROUP BY trace_id scan.
+// All expressions are already resolved against the scan's builder.
+type perTraceScanOpts struct {
+	stepSeconds  int64 // >0 → bucket per-trace values by time (ts column)
+	groupCols    []groupColumn
+	needed       map[string]struct{} // per-trace aliases to select
+	spanPred     string              // resolved span-level filter, ANDed per span
+	resourcePred string              // resource-fingerprint prune (CTE reference or inline subquery)
+	qualified    bool                // constrain to __qualified
+	limitPred    string              // top-N group prune (GLOBAL IN __limit_cte)
+	havingPred   string              // resolved HAVING predicate over the selected aliases
+}
+
+func (b *scopedTraceStatementBuilder) buildPerTraceScan(sb *sqlbuilder.SelectBuilder, start, end uint64, resolved []resolvedColumn, maskExpr string, o perTraceScanOpts) (string, []any) {
+	startBucket := start/querybuilder.NsToSeconds - querybuilder.BucketAdjustment
+	endBucket := end / querybuilder.NsToSeconds
+
+	selects := []string{"trace_id"}
+	if o.stepSeconds > 0 {
+		selects = append(selects, fmt.Sprintf("toStartOfInterval(timestamp, INTERVAL %d SECOND) AS ts", o.stepSeconds))
+	}
+	for _, gc := range o.groupCols {
+		selects = append(selects, fmt.Sprintf("toString(%s) AS `%s`", gc.expr, gc.alias))
+	}
+	for _, rc := range resolved {
+		if _, ok := o.needed[rc.alias]; !ok {
+			continue
+		}
+		selects = append(selects, rc.expr+" AS "+quoteAlias(rc.alias))
+	}
+	sb.Select(selects...)
+	sb.From(fmt.Sprintf("%s.%s", tracestelemetryschema.DBName, tracestelemetryschema.SpanIndexV3TableName))
+
+	where := []string{
+		sb.GE("timestamp", fmt.Sprintf("%d", start)),
+		sb.L("timestamp", fmt.Sprintf("%d", end)),
+		sb.GE("ts_bucket_start", startBucket),
+		sb.LE("ts_bucket_start", endBucket),
+		maskExpr,
+	}
+	if strings.TrimSpace(o.spanPred) != "" {
+		where = append(where, o.spanPred)
+	}
+	if o.resourcePred != "" {
+		where = append(where, o.resourcePred)
+	}
+	if o.qualified {
+		where = append(where, "trace_id GLOBAL IN (SELECT trace_id FROM __qualified)")
+	}
+	if o.limitPred != "" {
+		where = append(where, o.limitPred)
+	}
+	sb.Where(where...)
+
+	groupBy := []string{"trace_id"}
+	if o.stepSeconds > 0 {
+		groupBy = append(groupBy, "ts")
+	}
+	for _, gc := range o.groupCols {
+		groupBy = append(groupBy, "`"+gc.alias+"`")
+	}
+	sb.GroupBy(groupBy...)
+	if strings.TrimSpace(o.havingPred) != "" {
+		sb.Having(o.havingPred)
+	}
+	return sb.BuildWithFlavor(sqlbuilder.ClickHouse)
+}
+
+// groupBySelectors are the metadata selectors for the group-by keys, for batching
+// into a single GetKeysMulti fetch.
+func groupBySelectors(groupBy []qbtypes.GroupByKey) []*telemetrytypes.FieldKeySelector {
+	selectors := make([]*telemetrytypes.FieldKeySelector, 0, len(groupBy))
+	for i := range groupBy {
+		selectors = append(selectors, &telemetrytypes.FieldKeySelector{
+			Name:              groupBy[i].Name,
+			Signal:            telemetrytypes.SignalTraces,
+			FieldContext:      groupBy[i].FieldContext,
+			FieldDataType:     groupBy[i].FieldDataType,
+			SelectorMatchType: telemetrytypes.FieldSelectorMatchTypeExact,
+		})
+	}
+	return selectors
+}
+
+// resolveGroupColumns resolves group-by keys through the field mapper for selection
+// inside the per-trace scan; keys must cover the group-by selectors.
+func (b *scopedTraceStatementBuilder) resolveGroupColumns(ctx context.Context, orgID valuer.UUID, start, end uint64, groupBy []qbtypes.GroupByKey, keys map[string][]*telemetrytypes.TelemetryFieldKey) ([]groupColumn, error) {
+	if len(groupBy) == 0 {
+		return nil, nil
+	}
+	out := make([]groupColumn, 0, len(groupBy))
+	for i := range groupBy {
+		expr, err := b.fm.ColumnExpressionFor(ctx, orgID, start, end, &groupBy[i].TelemetryFieldKey, telemetrytypes.FieldDataTypeString, keys)
+		if err != nil {
+			return nil, err
+		}
+		out = append(out, groupColumn{alias: groupByColumnAlias(i, groupBy[i].Name), expr: sqlbuilder.Escape(expr)})
+	}
+	return out, nil
+}
+
+// ---------------------------------------------------------------------------
+// Native trace-domain aggregation query
+// ---------------------------------------------------------------------------
+
+// scanContext is one per-scan resolution: a fresh builder with the mask, columns,
+// span predicate, and optionally the trace-level HAVING resolved against it.
+type scanContext struct {
+	sb       *sqlbuilder.SelectBuilder
+	maskExpr string
+	resolved []resolvedColumn
+	spanPred string
+	having   *traceHaving
+	warnings []string
+	warnURL  string
+}
+
+func (b *scopedTraceStatementBuilder) newScanContext(
+	ctx context.Context,
+	orgID valuer.UUID,
+	start, end uint64,
+	keys map[string][]*telemetrytypes.TelemetryFieldKey,
+	spanExpr, traceExpr string,
+	variables map[string]qbtypes.VariableItem,
+) (*scanContext, error) {
+	sc := &scanContext{sb: sqlbuilder.NewSelectBuilder()}
+	var err error
+	sc.maskExpr, sc.resolved, err = b.resolveFor(ctx, orgID, start, end, keys, sc.sb)
+	if err != nil {
+		return nil, err
+	}
+	if strings.TrimSpace(spanExpr) != "" {
+		pred, warns, url, err := b.resolveSpanPredicate(ctx, orgID, start, end, spanExpr, keys, variables, sc.sb)
+		if err != nil {
+			return nil, err
+		}
+		sc.spanPred, sc.warnings, sc.warnURL = pred, warns, url
+	}
+	if strings.TrimSpace(traceExpr) != "" {
+		sc.having, err = b.resolveTraceHaving(ctx, traceExpr, variables, sc.sb)
+		if err != nil {
+			return nil, err
+		}
+	}
+	return sc, nil
+}
+
+// buildTraceAggregationQuery aggregates over the per-trace scan: __qualified (when the
+// filter has a trace-level part) → __scoped_traces → outer aggregation. start/end are ns.
+func (b *scopedTraceStatementBuilder) buildTraceAggregationQuery(
+	ctx context.Context,
+	orgID valuer.UUID,
+	start, end uint64,
+	requestType qbtypes.RequestType,
+	query qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation],
+	variables map[string]qbtypes.VariableItem,
+	traceAggs []traceAggregation,
+) (*qbtypes.Statement, error) {
+	var spanExpr, traceExpr string
+	var err error
+	if query.Filter != nil && strings.TrimSpace(query.Filter.Expression) != "" {
+		// the broad set so a condition on a display-only alias still lands in the
+		// trace-level part, where resolveTraceHaving rejects it by name
+		spanExpr, traceExpr, err = querybuilder.SplitFilterForAggregates(query.Filter.Expression, b.aggregateAliasSet())
+		if err != nil {
+			return nil, err
+		}
+	}
+
+	keys, err := b.fetchKeys(ctx, orgID, append(spanFilterSelectors(spanExpr), groupBySelectors(query.GroupBy)...)...)
+	if err != nil {
+		return nil, err
+	}
+
+	resourceFrag, resourceArgs, resourcePred, err := b.maybeAttachResourceFilter(ctx, orgID, query, start, end, variables)
+	if err != nil {
+		return nil, err
+	}
+
+	var cteFragments []string
+	var cteArgs [][]any
+	if resourceFrag != "" {
+		cteFragments = append(cteFragments, resourceFrag)
+		cteArgs = append(cteArgs, resourceArgs)
+	}
+
+	// __qualified: its own scan resolution, HAVING = the trace-level filter part
+	qualified := false
+	if strings.TrimSpace(traceExpr) != "" {
+		qsc, err := b.newScanContext(ctx, orgID, start, end, keys, "", traceExpr, variables)
+		if err != nil {
+			return nil, err
+		}
+		if qsc.having != nil {
+			qsql, qargs := b.buildPerTraceScan(qsc.sb, start, end, qsc.resolved, qsc.maskExpr, perTraceScanOpts{
+				needed:       qsc.having.used,
+				havingPred:   qsc.having.pred,
+				resourcePred: resourcePred,
+			})
+			cteFragments = append(cteFragments, fmt.Sprintf("__qualified AS (%s)", qsql))
+			cteArgs = append(cteArgs, qargs)
+			qualified = true
+		}
+	}
+
+	groupCols, err := b.resolveGroupColumns(ctx, orgID, start, end, query.GroupBy, keys)
+	if err != nil {
+		return nil, err
+	}
+	groupNames := make([]string, 0, len(groupCols))
+	for _, gc := range groupCols {
+		groupNames = append(groupNames, "`"+gc.alias+"`")
+	}
+
+	needed := make(map[string]struct{})
+	for _, ta := range traceAggs {
+		for a := range ta.used {
+			needed[a] = struct{}{}
+		}
+	}
+
+	// a window or step under one second would truncate to a zero divisor
+	windowSeconds := max((end-start)/querybuilder.NsToSeconds, 1)
+	stepSeconds := int64(0)
+	rateInterval := windowSeconds
+	if requestType == qbtypes.RequestTypeTimeSeries {
+		stepSeconds = int64(query.StepInterval.Seconds())
+		rateInterval = max(uint64(stepSeconds), 1)
+	}
+
+	// outer aggregation over the per-trace rows
+	sb := sqlbuilder.NewSelectBuilder()
+	selects := []string{}
+	if stepSeconds > 0 {
+		selects = append(selects, "ts")
+	}
+	selects = append(selects, groupNames...)
+	for i, ta := range traceAggs {
+		selects = append(selects, fmt.Sprintf("%s AS __result_%d", ta.rendered(rateInterval), i))
+	}
+	sb.Select(selects...)
+	sb.From("__scoped_traces")
+
+	// grouped, limited time series → rank groups on whole-window per-trace values
+	// (exact for non-composable aggregates) and prune the main scan to the top-N.
+	limitPred := ""
+	if requestType == qbtypes.RequestTypeTimeSeries && query.Limit > 0 && len(groupCols) > 0 {
+		tsc, err := b.newScanContext(ctx, orgID, start, end, keys, spanExpr, "", variables)
+		if err != nil {
+			return nil, err
+		}
+		totalSQL, totalArgs := b.buildPerTraceScan(tsc.sb, start, end, tsc.resolved, tsc.maskExpr, perTraceScanOpts{
+			groupCols:    groupCols,
+			needed:       needed,
+			spanPred:     tsc.spanPred,
+			resourcePred: resourcePred,
+			qualified:    qualified,
+		})
+		cteFragments = append(cteFragments, fmt.Sprintf("__scoped_traces_total AS (%s)", totalSQL))
+		cteArgs = append(cteArgs, totalArgs)
+
+		limitSQL, limitArgs := outerLimitSQL(query, traceAggs, groupNames, windowSeconds)
+		cteFragments = append(cteFragments, fmt.Sprintf("__limit_cte AS (%s)", limitSQL))
+		cteArgs = append(cteArgs, limitArgs)
+
+		exprs := make([]string, 0, len(groupCols))
+		for _, gc := range groupCols {
+			exprs = append(exprs, "toString("+gc.expr+")")
+		}
+		limitPred = fmt.Sprintf("(%s) GLOBAL IN (SELECT %s FROM __limit_cte)",
+			strings.Join(exprs, ", "), strings.Join(groupNames, ", "))
+	}
+
+	msc, err := b.newScanContext(ctx, orgID, start, end, keys, spanExpr, "", variables)
+	if err != nil {
+		return nil, err
+	}
+	perTraceSQL, perTraceArgs := b.buildPerTraceScan(msc.sb, start, end, msc.resolved, msc.maskExpr, perTraceScanOpts{
+		stepSeconds:  stepSeconds,
+		groupCols:    groupCols,
+		needed:       needed,
+		spanPred:     msc.spanPred,
+		resourcePred: resourcePred,
+		qualified:    qualified,
+		limitPred:    limitPred,
+	})
+	cteFragments = append(cteFragments, fmt.Sprintf("__scoped_traces AS (%s)", perTraceSQL))
+	cteArgs = append(cteArgs, perTraceArgs)
+
+	groupBys := []string{}
+	if stepSeconds > 0 {
+		groupBys = append(groupBys, "ts")
+	}
+	groupBys = append(groupBys, groupNames...)
+	if len(groupBys) > 0 {
+		sb.GroupBy(groupBys...)
+	}
+
+	if query.Having != nil && strings.TrimSpace(query.Having.Expression) != "" {
+		rewritten, err := querybuilder.NewHavingExpressionRewriter().RewriteForTraces(query.Having.Expression, query.Aggregations)
+		if err != nil {
+			return nil, err
+		}
+		sb.Having(sqlbuilder.Escape(rewritten))
+	}
+
+	if requestType == qbtypes.RequestTypeTimeSeries {
+		if len(query.Order) != 0 {
+			for _, orderBy := range query.Order {
+				if _, ok := traceAggOrderIndex(orderBy, query); !ok {
+					sb.OrderBy(fmt.Sprintf("`%s` %s", orderColumn(orderBy.Key.Name, query.GroupBy), orderBy.Direction.StringValue()))
+				}
+			}
+			sb.OrderBy("ts desc")
+		}
+	} else {
+		for _, orderBy := range query.Order {
+			if idx, ok := traceAggOrderIndex(orderBy, query); ok {
+				sb.OrderBy(fmt.Sprintf("__result_%d %s", idx, orderBy.Direction.StringValue()))
+			} else {
+				sb.OrderBy(fmt.Sprintf("`%s` %s", orderColumn(orderBy.Key.Name, query.GroupBy), orderBy.Direction.StringValue()))
+			}
+		}
+		if len(query.Order) == 0 {
+			sb.OrderBy("__result_0 DESC")
+		}
+		if query.Limit > 0 {
+			sb.Limit(query.Limit)
+		}
+	}
+
+	mainSQL, mainArgs := sb.BuildWithFlavor(sqlbuilder.ClickHouse)
+	finalSQL := querybuilder.CombineCTEs(cteFragments) + mainSQL + " SETTINGS distributed_product_mode='allow', max_memory_usage=10000000000"
+	finalArgs := querybuilder.PrependArgs(cteArgs, mainArgs)
+
+	return &qbtypes.Statement{
+		Query:          finalSQL,
+		Args:           finalArgs,
+		Warnings:       msc.warnings,
+		WarningsDocURL: msc.warnURL,
+	}, nil
+}
+
+// rendered divides a rate aggregation by the interval (step for time series, window
+// length for scalar); the divisor applies to the whole expression, which holds only
+// because a rate must be the sole aggregation.
+func (ta traceAggregation) rendered(rateInterval uint64) string {
+	if ta.isRate {
+		return fmt.Sprintf("%s/%d", ta.expr, rateInterval)
+	}
+	return ta.expr
+}
+
+// outerLimitSQL ranks groups on whole-window per-trace values, so a non-composable
+// aggregate (avg) ranks exactly rather than over bucketed rows.
+func outerLimitSQL(query qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation], traceAggs []traceAggregation, groupNames []string, windowSeconds uint64) (string, []any) {
+	sb := sqlbuilder.NewSelectBuilder()
+	selects := append([]string{}, groupNames...)
+	for i, ta := range traceAggs {
+		selects = append(selects, fmt.Sprintf("%s AS __result_%d", ta.rendered(windowSeconds), i))
+	}
+	sb.Select(selects...)
+	sb.From("__scoped_traces_total")
+	sb.GroupBy(groupNames...)
+	for _, orderBy := range query.Order {
+		if idx, ok := traceAggOrderIndex(orderBy, query); ok {
+			sb.OrderBy(fmt.Sprintf("__result_%d %s", idx, orderBy.Direction.StringValue()))
+		} else {
+			sb.OrderBy(fmt.Sprintf("`%s` %s", orderColumn(orderBy.Key.Name, query.GroupBy), orderBy.Direction.StringValue()))
+		}
+	}
+	if len(query.Order) == 0 {
+		sb.OrderBy("__result_0 DESC")
+	}
+	sb.Limit(query.Limit)
+	return sb.BuildWithFlavor(sqlbuilder.ClickHouse)
+}
+
+// traceAggOrderIndex reports whether an order key refers to the i-th aggregation
+// (by alias, expression, or index), mirroring the trace builder.
+func traceAggOrderIndex(k qbtypes.OrderBy, q qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]) (int, bool) {
+	for i, agg := range q.Aggregations {
+		if k.Key.Name == agg.Alias ||
+			k.Key.Name == agg.Expression ||
+			k.Key.Name == fmt.Sprintf("%d", i) {
+			return i, true
+		}
+	}
+	return 0, false
+}
--- a/pkg/statementbuilder/scopedtracesstatementbuilder/trace_aggregation_test.go
+++ b/pkg/statementbuilder/scopedtracesstatementbuilder/trace_aggregation_test.go
@@ -0,0 +1,75 @@
+package scopedtracesstatementbuilder
+
+import (
+	"testing"
+
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestRewriteTraceAggregation(t *testing.T) {
+	cols := map[string]struct{}{
+		"input_tokens": {}, "output_tokens": {}, "total_tokens": {}, "llm_call_count": {}, "max_llm_latency_ns": {},
+	}
+
+	cases := []struct {
+		name    string
+		expr    string
+		isTrace bool
+		want    string // rewritten expr, only checked when isTrace
+		used    []string
+		wantErr string
+	}{
+		{name: "avg trace col", expr: "avg(trace.output_tokens)", isTrace: true, want: "avg(output_tokens)", used: []string{"output_tokens"}},
+		{name: "sum trace col", expr: "sum(trace.total_tokens)", isTrace: true, want: "sum(total_tokens)", used: []string{"total_tokens"}},
+		{name: "count traces", expr: "count(trace.trace_id)", isTrace: true, want: "count(trace_id)"},
+		{name: "p90 trace col", expr: "p90(trace.max_llm_latency_ns)", isTrace: true, want: "quantile(0.90)(max_llm_latency_ns)", used: []string{"max_llm_latency_ns"}},
+		{name: "arithmetic between trace cols", expr: "avg(trace.output_tokens + trace.input_tokens)", isTrace: true, want: "avg(output_tokens + input_tokens)", used: []string{"output_tokens", "input_tokens"}},
+		{name: "arithmetic with constant", expr: "sum(trace.output_tokens * 1.5)", isTrace: true, want: "sum(output_tokens * 1.5)", used: []string{"output_tokens"}},
+		{name: "ratio of two aggregations", expr: "sum(trace.output_tokens)/count(trace.trace_id)", isTrace: true, want: "sum(output_tokens) / count(trace_id)", used: []string{"output_tokens"}},
+		{name: "backquoted trace col", expr: "avg(`trace.output_tokens`)", isTrace: true, want: "avg(`output_tokens`)", used: []string{"output_tokens"}},
+		{name: "bare count is span-level", expr: "count()", isTrace: false},
+		{name: "span attribute is span-level", expr: "sum(gen_ai.usage.output_tokens)", isTrace: false},
+		{name: "countIf span predicate is span-level", expr: "countIf(has_error = true)", isTrace: false},
+		{name: "mixed domains in one expression", expr: "sum(trace.output_tokens) + sum(gen_ai.usage.input_tokens)", wantErr: "mixes trace-level"},
+		{name: "mixed domains in one function", expr: "sum(trace.output_tokens + gen_ai.usage.input_tokens)", wantErr: "mixes trace-level"},
+		{name: "output-only column rejected", expr: "avg(trace.span_count)", wantErr: "unknown trace-level aggregation column"},
+		{name: "unknown column rejected", expr: "avg(trace.bogus)", wantErr: "unknown trace-level aggregation column"},
+		// a dotted column keeps every segment after the prefix, so it is reported whole
+		{name: "multi segment column rejected by full name", expr: "avg(trace.service.name)", wantErr: `"trace.service.name"`},
+		{name: "bare trace identifier is span-level", expr: "avg(trace)", isTrace: false},
+		{name: "countIf over trace col rejected", expr: "countIf(trace.output_tokens > 1000)", wantErr: "not supported"},
+		{name: "bare trace col rejected", expr: "trace.output_tokens", wantErr: "must be inside an aggregation function"},
+		{name: "backquoted bare trace col rejected", expr: "`trace.output_tokens`", wantErr: "must be inside an aggregation function"},
+		{name: "bare trace_id rejected", expr: "trace.trace_id", wantErr: "must be inside an aggregation function"},
+		{name: "arithmetic outside an aggregation rejected", expr: "trace.output_tokens + trace.input_tokens", wantErr: "must be inside an aggregation function"},
+		{name: "trace col beside an aggregation rejected", expr: "sum(trace.output_tokens) + trace.input_tokens", wantErr: "must be inside an aggregation function"},
+		{name: "aggregation scaled by a constant", expr: "sum(trace.output_tokens) * 2", isTrace: true, want: "sum(output_tokens) * 2", used: []string{"output_tokens"}},
+		{name: "rate over traces", expr: "rate(trace.trace_id)", isTrace: true, want: "count(trace_id)"},
+		{name: "rate_sum trace col", expr: "rate_sum(trace.output_tokens)", isTrace: true, want: "sum(output_tokens)", used: []string{"output_tokens"}},
+		// the interval divides the whole rendered expression, so a second aggregation
+		// alongside a rate would be divided too
+		{name: "rate mixed with another aggregation rejected", expr: "rate(trace.trace_id) + avg(trace.output_tokens)", wantErr: "combines a rate with another aggregation"},
+		{name: "ratio of two rates rejected", expr: "rate_sum(trace.output_tokens)/rate_sum(trace.input_tokens)", wantErr: "combines a rate with another aggregation"},
+	}
+
+	for _, tc := range cases {
+		t.Run(tc.name, func(t *testing.T) {
+			ta, isTrace, err := rewriteTraceAggregation(tc.expr, cols)
+			if tc.wantErr != "" {
+				require.ErrorContains(t, err, tc.wantErr)
+				return
+			}
+			require.NoError(t, err)
+			require.Equal(t, tc.isTrace, isTrace)
+			if !tc.isTrace {
+				return
+			}
+			assert.Equal(t, tc.want, ta.expr)
+			for _, u := range tc.used {
+				assert.Contains(t, ta.used, u)
+			}
+			assert.Len(t, ta.used, len(tc.used))
+		})
+	}
+}
--- a/pkg/statementbuilder/scopedtracesstatementbuilder/trace_having.go
+++ b/pkg/statementbuilder/scopedtracesstatementbuilder/trace_having.go
@@ -0,0 +1,144 @@
+package scopedtracesstatementbuilder
+
+import (
+	"context"
+	"strings"
+
+	"github.com/SigNoz/signoz/pkg/errors"
+	"github.com/SigNoz/signoz/pkg/querybuilder"
+	qbtypes "github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
+	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
+	"github.com/SigNoz/signoz/pkg/valuer"
+	qbvariables "github.com/SigNoz/signoz/pkg/variables"
+	"github.com/huandu/go-sqlbuilder"
+)
+
+// traceHaving is the resolved trace-level filter part: a HAVING predicate over the
+// per-trace aliases plus the aliases it references (so scans select only those).
+type traceHaving struct {
+	pred string
+	used map[string]struct{}
+}
+
+// resolveTraceHaving runs a trace-level filter through the standard where-clause
+// pipeline against the per-trace aliases, so operators, bound args, and __all__ behave
+// as in span filters. Returns nil when nothing is left to filter; args bind into sb.
+func (b *scopedTraceStatementBuilder) resolveTraceHaving(ctx context.Context, expr string, variables map[string]qbtypes.VariableItem, sb *sqlbuilder.SelectBuilder) (*traceHaving, error) {
+	if strings.TrimSpace(expr) == "" {
+		return nil, nil //nolint:nilnil
+	}
+	// replaced before validation so variable literals are not mistaken for aggregate
+	// names; an unresolved $var is left in place and fails validation as an unknown one
+	if len(variables) > 0 {
+		replaced, err := qbvariables.ReplaceVariablesInExpression(expr, variables)
+		if err != nil {
+			return nil, err
+		}
+		expr = replaced
+		if strings.TrimSpace(expr) == "" {
+			return nil, nil //nolint:nilnil
+		}
+	}
+	allowed := b.filterableColumnSet()
+	// upfront targeted errors; the visitor folds them into a combined "Found N errors"
+	if err := validateAggregateFilter(expr, allowed); err != nil {
+		return nil, err
+	}
+
+	// both spellings resolve here: the key parser strips the trace. prefix into
+	// FieldContextTrace, which matches this entry's context
+	fieldKeys := make(map[string][]*telemetrytypes.TelemetryFieldKey, len(allowed))
+	for alias := range allowed {
+		key := &telemetrytypes.TelemetryFieldKey{Name: alias, FieldContext: telemetrytypes.FieldContextTrace}
+		fieldKeys[alias] = []*telemetrytypes.TelemetryFieldKey{key}
+	}
+
+	cb := &aliasConditionBuilder{allowed: allowed, used: make(map[string]struct{})}
+	prepared, err := querybuilder.PrepareWhereClause(expr, querybuilder.FilterExprVisitorOpts{
+		Context:          ctx,
+		Logger:           b.logger,
+		ConditionBuilder: cb,
+		FieldKeys:        fieldKeys,
+		Variables:        variables,
+		Builder:          sb,
+	})
+	if err != nil {
+		return nil, err
+	}
+	if prepared.IsEmpty() {
+		return nil, nil //nolint:nilnil
+	}
+	return &traceHaving{pred: prepared.Expr, used: cb.used}, nil
+}
+
+// aliasConditionBuilder renders filter conditions directly against the per-trace
+// aliases, recording the ones it touches; a key resolving to no alias is an error.
+type aliasConditionBuilder struct {
+	allowed map[string]struct{}
+	used    map[string]struct{}
+}
+
+var _ qbtypes.ConditionBuilder = (*aliasConditionBuilder)(nil)
+
+func (c *aliasConditionBuilder) ConditionFor(
+	_ context.Context,
+	_ valuer.UUID,
+	_, _ uint64,
+	key *telemetrytypes.TelemetryFieldKey,
+	keys map[string][]*telemetrytypes.TelemetryFieldKey,
+	_ qbtypes.ConditionBuilderOptions,
+	op qbtypes.FilterOperator,
+	value any,
+	sb *sqlbuilder.SelectBuilder,
+) ([]string, []string, error) {
+	matching := keys[key.Name]
+	if len(matching) == 0 {
+		return nil, nil, errors.NewInvalidInputf(errors.CodeInvalidInput,
+			"aggregate %q cannot be used in a trace-level filter; filterable aggregates: %s",
+			key.Name, strings.Join(sortedAliases(c.allowed), ", "))
+	}
+	alias := matching[0].Name
+	c.used[alias] = struct{}{}
+	col := quoteAlias(alias)
+
+	var cond string
+	switch op {
+	case qbtypes.FilterOperatorEqual:
+		cond = sb.E(col, value)
+	case qbtypes.FilterOperatorNotEqual:
+		cond = sb.NE(col, value)
+	case qbtypes.FilterOperatorGreaterThan:
+		cond = sb.G(col, value)
+	case qbtypes.FilterOperatorGreaterThanOrEq:
+		cond = sb.GE(col, value)
+	case qbtypes.FilterOperatorLessThan:
+		cond = sb.L(col, value)
+	case qbtypes.FilterOperatorLessThanOrEq:
+		cond = sb.LE(col, value)
+	case qbtypes.FilterOperatorIn, qbtypes.FilterOperatorNotIn:
+		values, ok := value.([]any)
+		if !ok {
+			values = []any{value}
+		}
+		if op == qbtypes.FilterOperatorIn {
+			cond = sb.In(col, values...)
+		} else {
+			cond = sb.NotIn(col, values...)
+		}
+	case qbtypes.FilterOperatorBetween, qbtypes.FilterOperatorNotBetween:
+		values, ok := value.([]any)
+		if !ok || len(values) != 2 {
+			return nil, nil, errors.NewInvalidInputf(errors.CodeInvalidInput,
+				"between on trace-level aggregate %q requires exactly two values", alias)
+		}
+		if op == qbtypes.FilterOperatorBetween {
+			cond = sb.Between(col, values[0], values[1])
+		} else {
+			cond = sb.NotBetween(col, values[0], values[1])
+		}
+	default:
+		return nil, nil, errors.NewInvalidInputf(errors.CodeInvalidInput,
+			"trace-level aggregate %q supports only comparison operators (=, !=, <, <=, >, >=, in, between)", alias)
+	}
+	return []string{cond}, nil, nil
+}
--- a/pkg/statementbuilder/tracesstatementbuilder/statement_builder.go
+++ b/pkg/statementbuilder/tracesstatementbuilder/statement_builder.go
@@ -33,6 +33,12 @@ type traceQueryStatementBuilder struct {
 	aggExprRewriter                qbtypes.AggExprRewriter
 	fl                             flagger.Flagger
 	skipResourceFingerprintEnabled bool
+	// traceScope, set only on the per-call copy made by BuildTraceScoped, constrains
+	// queries to spans whose trace_id is in the __trace_scope CTE.
+	traceScope *qbtypes.Statement
+	// traceScopeResource is the __resource_filter CTE traceScope's predicate references,
+	// emitted only when this builder's own resource filter did not already emit it.
+	traceScopeResource *qbtypes.Statement
 }

 var _ qbtypes.StatementBuilder[qbtypes.TraceAggregation] = (*traceQueryStatementBuilder)(nil)
@@ -97,6 +103,41 @@ func NewTraceQueryStatementBuilder(
 	}
 }

+// BuildTraceScoped is Build constrained to trace_ids selected by traceScope; the
+// receiver is copied so the shared builder stays stateless.
+func (b *traceQueryStatementBuilder) BuildTraceScoped(
+	ctx context.Context,
+	orgID valuer.UUID,
+	start uint64,
+	end uint64,
+	requestType qbtypes.RequestType,
+	query qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation],
+	variables map[string]qbtypes.VariableItem,
+	traceScope, traceScopeResource *qbtypes.Statement,
+) (*qbtypes.Statement, error) {
+	scoped := *b
+	scoped.traceScope = traceScope
+	scoped.traceScopeResource = traceScopeResource
+	return scoped.Build(ctx, orgID, start, end, requestType, query, variables)
+}
+
+// attachTraceScope adds the trace-scope condition to sb and returns the CTE fragments
+// + args to prepend; resourceEmitted reports whether the query already carries the
+// __resource_filter CTE, so the scope's copy is emitted only when it does not.
+func (b *traceQueryStatementBuilder) attachTraceScope(sb *sqlbuilder.SelectBuilder, resourceEmitted bool) ([]string, [][]any) {
+	if b.traceScope == nil {
+		return nil, nil
+	}
+	sb.Where("trace_id GLOBAL IN (SELECT trace_id FROM __trace_scope)")
+	var frags []string
+	var args [][]any
+	if b.traceScopeResource != nil && !resourceEmitted {
+		frags = append(frags, fmt.Sprintf("__resource_filter AS (%s)", b.traceScopeResource.Query))
+		args = append(args, b.traceScopeResource.Args)
+	}
+	return append(frags, fmt.Sprintf("__trace_scope AS (%s)", b.traceScope.Query)), append(args, b.traceScope.Args)
+}
+
 // Build builds a SQL query for traces based on the given parameters.
 func (b *traceQueryStatementBuilder) Build(
 	ctx context.Context,
@@ -163,31 +204,15 @@ func getKeySelectors(query qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation])
 	}

 	for idx := range query.GroupBy {
-		groupBy := query.GroupBy[idx]
-		keySelectors = append(keySelectors, &telemetrytypes.FieldKeySelector{
-			Name:          groupBy.Name,
-			Signal:        telemetrytypes.SignalTraces,
-			FieldContext:  groupBy.FieldContext,
-			FieldDataType: groupBy.FieldDataType,
-		})
+		keySelectors = append(keySelectors, keySelectorsForField(query.GroupBy[idx].TelemetryFieldKey)...)
 	}

 	for idx := range query.SelectFields {
-		keySelectors = append(keySelectors, &telemetrytypes.FieldKeySelector{
-			Name:          query.SelectFields[idx].Name,
-			Signal:        telemetrytypes.SignalTraces,
-			FieldContext:  query.SelectFields[idx].FieldContext,
-			FieldDataType: query.SelectFields[idx].FieldDataType,
-		})
+		keySelectors = append(keySelectors, keySelectorsForField(query.SelectFields[idx])...)
 	}

 	for idx := range query.Order {
-		keySelectors = append(keySelectors, &telemetrytypes.FieldKeySelector{
-			Name:          query.Order[idx].Key.Name,
-			Signal:        telemetrytypes.SignalTraces,
-			FieldContext:  query.Order[idx].Key.FieldContext,
-			FieldDataType: query.Order[idx].Key.FieldDataType,
-		})
+		keySelectors = append(keySelectors, keySelectorsForField(query.Order[idx].Key.TelemetryFieldKey)...)
 	}

 	for idx := range keySelectors {
@@ -198,6 +223,26 @@ func getKeySelectors(query qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation])
 	return keySelectors
 }

+func keySelectorsForField(key telemetrytypes.TelemetryFieldKey) []*telemetrytypes.FieldKeySelector {
+	selectors := []*telemetrytypes.FieldKeySelector{
+		{
+			Name:          key.Name,
+			Signal:        telemetrytypes.SignalTraces,
+			FieldContext:  key.FieldContext,
+			FieldDataType: key.FieldDataType,
+		},
+	}
+	if key.FieldContext != telemetrytypes.FieldContextUnspecified {
+		selectors = append(selectors, &telemetrytypes.FieldKeySelector{
+			Name:          key.FieldContext.StringValue() + "." + key.Name,
+			Signal:        telemetrytypes.SignalTraces,
+			FieldContext:  telemetrytypes.FieldContextUnspecified,
+			FieldDataType: key.FieldDataType,
+		})
+	}
+	return selectors
+}
+
 // mergeDeprecatedTraceKeys prepends deprecated intrinsic/calculated trace field
 // definitions to the keys map. We do this during statement building, not at
 // metadata fetch time, because:
@@ -269,20 +314,14 @@ func adjustTraceKey(key *telemetrytypes.TelemetryFieldKey, keys map[string][]*te

 		For example: trace_id (intrinsic), response_status_code (calculated).
 	*/
+	// Resolve against the context-qualified name first, then the bare name since that can be instrinsic field e.g. scope.name.
 	var isIntrinsicOrCalculatedField bool
 	var intrinsicOrCalculatedField telemetrytypes.TelemetryFieldKey
-	if _, ok := tracestelemetryschema.IntrinsicFields[key.Name]; ok {
-		isIntrinsicOrCalculatedField = true
-		intrinsicOrCalculatedField = tracestelemetryschema.IntrinsicFields[key.Name]
-	} else if _, ok := tracestelemetryschema.CalculatedFields[key.Name]; ok {
-		isIntrinsicOrCalculatedField = true
-		intrinsicOrCalculatedField = tracestelemetryschema.CalculatedFields[key.Name]
-	} else if _, ok := tracestelemetryschema.IntrinsicFieldsDeprecated[key.Name]; ok {
-		isIntrinsicOrCalculatedField = true
-		intrinsicOrCalculatedField = tracestelemetryschema.IntrinsicFieldsDeprecated[key.Name]
-	} else if _, ok := tracestelemetryschema.CalculatedFieldsDeprecated[key.Name]; ok {
-		isIntrinsicOrCalculatedField = true
-		intrinsicOrCalculatedField = tracestelemetryschema.CalculatedFieldsDeprecated[key.Name]
+	if key.FieldContext != telemetrytypes.FieldContextUnspecified {
+		intrinsicOrCalculatedField, isIntrinsicOrCalculatedField = lookupIntrinsicOrCalculatedField(key.FieldContext.StringValue() + "." + key.Name)
+	}
+	if !isIntrinsicOrCalculatedField {
+		intrinsicOrCalculatedField, isIntrinsicOrCalculatedField = lookupIntrinsicOrCalculatedField(key.Name)
 	}

 	if isIntrinsicOrCalculatedField {
@@ -294,6 +333,24 @@ func adjustTraceKey(key *telemetrytypes.TelemetryFieldKey, keys map[string][]*te
 	return actions
 }

+// lookupIntrinsicOrCalculatedField returns the intrinsic or calculated field registered under
+// name, across the current and deprecated tables.
+func lookupIntrinsicOrCalculatedField(name string) (telemetrytypes.TelemetryFieldKey, bool) {
+	if f, ok := tracestelemetryschema.IntrinsicFields[name]; ok {
+		return f, true
+	}
+	if f, ok := tracestelemetryschema.CalculatedFields[name]; ok {
+		return f, true
+	}
+	if f, ok := tracestelemetryschema.IntrinsicFieldsDeprecated[name]; ok {
+		return f, true
+	}
+	if f, ok := tracestelemetryschema.CalculatedFieldsDeprecated[name]; ok {
+		return f, true
+	}
+	return telemetrytypes.TelemetryFieldKey{}, false
+}
+
 // buildListQuery builds a query for list panel type.
 func (b *traceQueryStatementBuilder) buildListQuery(
 	ctx context.Context,
@@ -521,6 +578,11 @@ func (b *traceQueryStatementBuilder) buildTimeSeriesQuery(
 		cteArgs = append(cteArgs, args)
 	}

+	if scopeFrags, scopeArgs := b.attachTraceScope(sb, frag != ""); len(scopeFrags) > 0 {
+		cteFragments = append(cteFragments, scopeFrags...)
+		cteArgs = append(cteArgs, scopeArgs...)
+	}
+
 	sb.SelectMore(fmt.Sprintf(
 		"toStartOfInterval(timestamp, INTERVAL %d SECOND) AS ts",
 		int64(query.StepInterval.Seconds()),
@@ -681,6 +743,13 @@ func (b *traceQueryStatementBuilder) buildScalarQuery(
 		cteArgs = append(cteArgs, args)
 	}

+	// skipResourceCTE means this scalar is embedded as a CTE of a time-series query,
+	// which has already emitted the __trace_scope fragment — add only the condition.
+	if scopeFrags, scopeArgs := b.attachTraceScope(sb, frag != ""); len(scopeFrags) > 0 && !skipResourceCTE {
+		cteFragments = append(cteFragments, scopeFrags...)
+		cteArgs = append(cteArgs, scopeArgs...)
+	}
+
 	allAggChArgs := []any{}

 	fieldNames := make([]string, 0, len(query.GroupBy))
--- a/pkg/statementbuilder/tracesstatementbuilder/stmt_builder_test.go
+++ b/pkg/statementbuilder/tracesstatementbuilder/stmt_builder_test.go
@@ -374,6 +374,94 @@ func TestStatementBuilder(t *testing.T) {
 			},
 			expectedErr: nil,
 		},
+		{
+			name:        "scope.name filter and group by",
+			requestType: qbtypes.RequestTypeTimeSeries,
+			query: qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+				Signal:       telemetrytypes.SignalTraces,
+				StepInterval: qbtypes.Step{Duration: 30 * time.Second},
+				Aggregations: []qbtypes.TraceAggregation{
+					{
+						Expression: "count()",
+					},
+				},
+				Filter: &qbtypes.Filter{
+					Expression: "scope.name = 'opentelemetry-io'",
+				},
+				Limit: 10,
+				GroupBy: []qbtypes.GroupByKey{
+					{
+						TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{
+							Name:         "scope.name",
+							FieldContext: telemetrytypes.FieldContextScope,
+						},
+					},
+				},
+			},
+			expected: qbtypes.Statement{
+				Query: "WITH __limit_cte AS (SELECT toString(multiIf(scope.name::String <> '', scope.name::String, NULL)) AS `__GROUP_BY_KEY_0_scope.name`, count() AS __result_0 FROM signoz_traces.distributed_signoz_index_v3 WHERE (scope.name::String = ? AND scope.name::String <> '') AND timestamp >= ? AND timestamp < ? AND ts_bucket_start >= ? AND ts_bucket_start <= ? GROUP BY `__GROUP_BY_KEY_0_scope.name` ORDER BY __result_0 DESC LIMIT ?) SELECT toStartOfInterval(timestamp, INTERVAL 30 SECOND) AS ts, toString(multiIf(scope.name::String <> '', scope.name::String, NULL)) AS `__GROUP_BY_KEY_0_scope.name`, count() AS __result_0 FROM signoz_traces.distributed_signoz_index_v3 WHERE (scope.name::String = ? AND scope.name::String <> '') AND timestamp >= ? AND timestamp < ? AND ts_bucket_start >= ? AND ts_bucket_start <= ? AND (`__GROUP_BY_KEY_0_scope.name`) GLOBAL IN (SELECT `__GROUP_BY_KEY_0_scope.name` FROM __limit_cte) GROUP BY ts, `__GROUP_BY_KEY_0_scope.name`",
+				Args:  []any{"opentelemetry-io", "1747947419000000000", "1747983448000000000", uint64(1747945619), uint64(1747983448), 10, "opentelemetry-io", "1747947419000000000", "1747983448000000000", uint64(1747945619), uint64(1747983448)},
+			},
+			expectedErr: nil,
+		},
+		{
+			name:        "scope.version filter with scope.name group by",
+			requestType: qbtypes.RequestTypeTimeSeries,
+			query: qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+				Signal:       telemetrytypes.SignalTraces,
+				StepInterval: qbtypes.Step{Duration: 30 * time.Second},
+				Aggregations: []qbtypes.TraceAggregation{
+					{
+						Expression: "count()",
+					},
+				},
+				Filter: &qbtypes.Filter{
+					Expression: "scope.version = '1.0.0'",
+				},
+				Limit: 10,
+				GroupBy: []qbtypes.GroupByKey{
+					{
+						TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{
+							Name:         "scope.name",
+							FieldContext: telemetrytypes.FieldContextScope,
+						},
+					},
+				},
+			},
+			expected: qbtypes.Statement{
+				Query: "WITH __limit_cte AS (SELECT toString(multiIf(scope.name::String <> '', scope.name::String, NULL)) AS `__GROUP_BY_KEY_0_scope.name`, count() AS __result_0 FROM signoz_traces.distributed_signoz_index_v3 WHERE (scope.version::String = ? AND scope.version::String <> '') AND timestamp >= ? AND timestamp < ? AND ts_bucket_start >= ? AND ts_bucket_start <= ? GROUP BY `__GROUP_BY_KEY_0_scope.name` ORDER BY __result_0 DESC LIMIT ?) SELECT toStartOfInterval(timestamp, INTERVAL 30 SECOND) AS ts, toString(multiIf(scope.name::String <> '', scope.name::String, NULL)) AS `__GROUP_BY_KEY_0_scope.name`, count() AS __result_0 FROM signoz_traces.distributed_signoz_index_v3 WHERE (scope.version::String = ? AND scope.version::String <> '') AND timestamp >= ? AND timestamp < ? AND ts_bucket_start >= ? AND ts_bucket_start <= ? AND (`__GROUP_BY_KEY_0_scope.name`) GLOBAL IN (SELECT `__GROUP_BY_KEY_0_scope.name` FROM __limit_cte) GROUP BY ts, `__GROUP_BY_KEY_0_scope.name`",
+				Args:  []any{"1.0.0", "1747947419000000000", "1747983448000000000", uint64(1747945619), uint64(1747983448), 10, "1.0.0", "1747947419000000000", "1747983448000000000", uint64(1747945619), uint64(1747983448)},
+			},
+			expectedErr: nil,
+		},
+		{
+			name:        "scope.version filter only (no scope field in group by)",
+			requestType: qbtypes.RequestTypeTimeSeries,
+			query: qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+				Signal:       telemetrytypes.SignalTraces,
+				StepInterval: qbtypes.Step{Duration: 30 * time.Second},
+				Aggregations: []qbtypes.TraceAggregation{
+					{
+						Expression: "count()",
+					},
+				},
+				Filter: &qbtypes.Filter{
+					Expression: "scope.version = '1.0.0'",
+				},
+				Limit: 10,
+				GroupBy: []qbtypes.GroupByKey{
+					{
+						TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{
+							Name: "service.name",
+						},
+					},
+				},
+			},
+			expected: qbtypes.Statement{
+				Query: "WITH __limit_cte AS (SELECT toString(multiIf(multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) IS NOT NULL, multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL), NULL)) AS `__GROUP_BY_KEY_0_service.name`, count() AS __result_0 FROM signoz_traces.distributed_signoz_index_v3 WHERE (scope.version::String = ? AND scope.version::String <> '') AND timestamp >= ? AND timestamp < ? AND ts_bucket_start >= ? AND ts_bucket_start <= ? GROUP BY `__GROUP_BY_KEY_0_service.name` ORDER BY __result_0 DESC LIMIT ?) SELECT toStartOfInterval(timestamp, INTERVAL 30 SECOND) AS ts, toString(multiIf(multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL) IS NOT NULL, multiIf(resource.`service.name` IS NOT NULL, resource.`service.name`::String, mapContains(resources_string, 'service.name'), resources_string['service.name'], NULL), NULL)) AS `__GROUP_BY_KEY_0_service.name`, count() AS __result_0 FROM signoz_traces.distributed_signoz_index_v3 WHERE (scope.version::String = ? AND scope.version::String <> '') AND timestamp >= ? AND timestamp < ? AND ts_bucket_start >= ? AND ts_bucket_start <= ? AND (`__GROUP_BY_KEY_0_service.name`) GLOBAL IN (SELECT `__GROUP_BY_KEY_0_service.name` FROM __limit_cte) GROUP BY ts, `__GROUP_BY_KEY_0_service.name`",
+				Args:  []any{"1.0.0", "1747947419000000000", "1747983448000000000", uint64(1747945619), uint64(1747983448), 10, "1.0.0", "1747947419000000000", "1747983448000000000", uint64(1747945619), uint64(1747983448)},
+			},
+		},
 	}

 	fl := flaggertest.New(t)
@@ -800,6 +888,143 @@ func TestStatementBuilderListQueryWithCorruptData(t *testing.T) {
 			},
 			expectedErr: nil,
 		},
+		{
+			name:        "List query with scope filter only (no scope in select or group by)",
+			requestType: qbtypes.RequestTypeRaw,
+			keysMap: map[string][]*telemetrytypes.TelemetryFieldKey{
+				"scope.version": {
+					{
+						Name:          "scope.version",
+						Signal:        telemetrytypes.SignalTraces,
+						FieldContext:  telemetrytypes.FieldContextScope,
+						FieldDataType: telemetrytypes.FieldDataTypeString,
+					},
+				},
+			},
+			query: qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+				Signal:       telemetrytypes.SignalTraces,
+				StepInterval: qbtypes.Step{Duration: 30 * time.Second},
+				Filter: &qbtypes.Filter{
+					Expression: "scope.version = '1.0.0'",
+				},
+				Limit: 10,
+			},
+			expected: qbtypes.Statement{
+				Query: "SELECT timestamp AS `__SELECT_KEY_0_timestamp`, trace_id AS `__SELECT_KEY_1_trace_id`, span_id AS `__SELECT_KEY_2_span_id`, trace_state AS `__SELECT_KEY_3_trace_state`, parent_span_id AS `__SELECT_KEY_4_parent_span_id`, flags AS `__SELECT_KEY_5_flags`, name AS `__SELECT_KEY_6_name`, kind AS `__SELECT_KEY_7_kind`, kind_string AS `__SELECT_KEY_8_kind_string`, duration_nano AS `__SELECT_KEY_9_duration_nano`, status_code AS `__SELECT_KEY_10_status_code`, status_message AS `__SELECT_KEY_11_status_message`, status_code_string AS `__SELECT_KEY_12_status_code_string`, events AS `__SELECT_KEY_13_events`, links AS `__SELECT_KEY_14_links`, response_status_code AS `__SELECT_KEY_15_response_status_code`, external_http_url AS `__SELECT_KEY_16_external_http_url`, http_url AS `__SELECT_KEY_17_http_url`, external_http_method AS `__SELECT_KEY_18_external_http_method`, http_method AS `__SELECT_KEY_19_http_method`, http_host AS `__SELECT_KEY_20_http_host`, db_name AS `__SELECT_KEY_21_db_name`, db_operation AS `__SELECT_KEY_22_db_operation`, has_error AS `__SELECT_KEY_23_has_error`, is_remote AS `__SELECT_KEY_24_is_remote`, attributes_string, attributes_number, attributes_bool, resources_string FROM signoz_traces.distributed_signoz_index_v3 WHERE (scope.version::String = ? AND scope.version::String <> '') AND timestamp >= ? AND timestamp < ? AND ts_bucket_start >= ? AND ts_bucket_start <= ? LIMIT ?",
+				Args:  []any{"1.0.0", "1747947419000000000", "1747983448000000000", uint64(1747945619), uint64(1747983448), 10},
+			},
+		},
+		{
+			// Regression test: scope.version in selectFields with no metadata (isColumn=true filters it out)
+			// must still produce scope.version::String, not scope.attributes.version::String
+			name:        "scope.version in selectFields only, no metadata (intrinsic field fallback)",
+			requestType: qbtypes.RequestTypeRaw,
+			keysMap:     map[string][]*telemetrytypes.TelemetryFieldKey{},
+			query: qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+				Signal:       telemetrytypes.SignalTraces,
+				StepInterval: qbtypes.Step{Duration: 30 * time.Second},
+				Filter:       &qbtypes.Filter{},
+				SelectFields: []telemetrytypes.TelemetryFieldKey{
+					{Name: "scope.version", FieldContext: telemetrytypes.FieldContextUnspecified},
+				},
+				Limit: 10,
+			},
+			expected: qbtypes.Statement{
+				Query: "SELECT timestamp AS `__SELECT_KEY_0_timestamp`, trace_id AS `__SELECT_KEY_1_trace_id`, span_id AS `__SELECT_KEY_2_span_id`, multiIf(scope.version::String <> '', scope.version::String, NULL) AS `__SELECT_KEY_3_scope.version` FROM signoz_traces.distributed_signoz_index_v3 WHERE timestamp >= ? AND timestamp < ? AND ts_bucket_start >= ? AND ts_bucket_start <= ? LIMIT ?",
+				Args:  []any{"1747947419000000000", "1747983448000000000", uint64(1747945619), uint64(1747983448), 10},
+			},
+		},
+		{
+			// A scope attribute whose own name literally carries a `scope.` prefix (`scope.prefixed`,
+			// normalized to {prefixed, scope}) resolves to that attribute in a SELECT even without a
+			// filter: getKeySelectors emits the reconstructed `scope.prefixed` selector so the metadata
+			// fetch surfaces it and AdjustKey recovers the full name. Without it the `scope.` prefix is
+			// lost and it wrongly reads `scope.attributes.prefixed`.
+			name:        "scope-prefixed attribute in selectFields resolves without a filter",
+			requestType: qbtypes.RequestTypeRaw,
+			keysMap: map[string][]*telemetrytypes.TelemetryFieldKey{
+				"scope.prefixed": {
+					{
+						Name:          "scope.prefixed",
+						Signal:        telemetrytypes.SignalTraces,
+						FieldContext:  telemetrytypes.FieldContextScope,
+						FieldDataType: telemetrytypes.FieldDataTypeString,
+					},
+				},
+			},
+			query: qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+				Signal:       telemetrytypes.SignalTraces,
+				StepInterval: qbtypes.Step{Duration: 30 * time.Second},
+				Filter:       &qbtypes.Filter{},
+				SelectFields: []telemetrytypes.TelemetryFieldKey{
+					{Name: "prefixed", FieldContext: telemetrytypes.FieldContextScope},
+				},
+				Limit: 10,
+			},
+			expected: qbtypes.Statement{
+				Query: "SELECT timestamp AS `__SELECT_KEY_0_timestamp`, trace_id AS `__SELECT_KEY_1_trace_id`, span_id AS `__SELECT_KEY_2_span_id`, multiIf(scope.attributes.`scope.prefixed` IS NOT NULL, scope.attributes.`scope.prefixed`::String, NULL) AS `__SELECT_KEY_3_scope.prefixed` FROM signoz_traces.distributed_signoz_index_v3 WHERE timestamp >= ? AND timestamp < ? AND ts_bucket_start >= ? AND ts_bucket_start <= ? LIMIT ?",
+				Args:  []any{"1747947419000000000", "1747983448000000000", uint64(1747945619), uint64(1747983448), 10},
+			},
+		},
+		{
+			// A scope-context key whose name matches a declared scope path resolves to that
+			// declared path (scope.name), not the span `name` column and not an undeclared
+			// scope attribute. getTracesKeys surfaces the declared path as an intrinsic key
+			// (metadata.go), which shadows the same-named span intrinsic.
+			name:        "scope-context name resolves to the declared scope path",
+			requestType: qbtypes.RequestTypeRaw,
+			keysMap: map[string][]*telemetrytypes.TelemetryFieldKey{
+				"scope.name": {
+					{
+						Name:          "scope.name",
+						Signal:        telemetrytypes.SignalTraces,
+						FieldContext:  telemetrytypes.FieldContextScope,
+						FieldDataType: telemetrytypes.FieldDataTypeString,
+					},
+				},
+				"name": {
+					{
+						Name:          "name",
+						Signal:        telemetrytypes.SignalTraces,
+						FieldContext:  telemetrytypes.FieldContextSpan,
+						FieldDataType: telemetrytypes.FieldDataTypeString,
+					},
+				},
+			},
+			query: qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+				Signal:       telemetrytypes.SignalTraces,
+				StepInterval: qbtypes.Step{Duration: 30 * time.Second},
+				Filter:       &qbtypes.Filter{},
+				SelectFields: []telemetrytypes.TelemetryFieldKey{
+					{Name: "name", FieldContext: telemetrytypes.FieldContextScope},
+				},
+				Limit: 10,
+			},
+			expected: qbtypes.Statement{
+				Query: "SELECT timestamp AS `__SELECT_KEY_0_timestamp`, trace_id AS `__SELECT_KEY_1_trace_id`, span_id AS `__SELECT_KEY_2_span_id`, multiIf(scope.name::String <> '', scope.name::String, NULL) AS `__SELECT_KEY_3_name` FROM signoz_traces.distributed_signoz_index_v3 WHERE timestamp >= ? AND timestamp < ? AND ts_bucket_start >= ? AND ts_bucket_start <= ? LIMIT ?",
+				Args:  []any{"1747947419000000000", "1747983448000000000", uint64(1747945619), uint64(1747983448), 10},
+			},
+		},
+		{
+			// span.scope.name (span context, name "scope.name") resolves to the declared
+			// scope path scope.name, not a span attribute literally named scope.name.
+			name:        "span-context scope.name in selectFields resolves to the declared scope path",
+			requestType: qbtypes.RequestTypeRaw,
+			keysMap:     map[string][]*telemetrytypes.TelemetryFieldKey{},
+			query: qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+				Signal:       telemetrytypes.SignalTraces,
+				StepInterval: qbtypes.Step{Duration: 30 * time.Second},
+				Filter:       &qbtypes.Filter{},
+				SelectFields: []telemetrytypes.TelemetryFieldKey{
+					{Name: "scope.name", FieldContext: telemetrytypes.FieldContextSpan},
+				},
+				Limit: 10,
+			},
+			expected: qbtypes.Statement{
+				Query: "SELECT timestamp AS `__SELECT_KEY_0_timestamp`, trace_id AS `__SELECT_KEY_1_trace_id`, span_id AS `__SELECT_KEY_2_span_id`, multiIf(scope.name::String <> '', scope.name::String, NULL) AS `__SELECT_KEY_3_scope.name` FROM signoz_traces.distributed_signoz_index_v3 WHERE timestamp >= ? AND timestamp < ? AND ts_bucket_start >= ? AND ts_bucket_start <= ? LIMIT ?",
+				Args:  []any{"1747947419000000000", "1747983448000000000", uint64(1747945619), uint64(1747983448), 10},
+			},
+		},
 	}

 	for _, c := range cases {
--- a/pkg/telemetrymetadata/metadata.go
+++ b/pkg/telemetrymetadata/metadata.go
@@ -180,7 +180,7 @@ func (t *telemetryMetaStore) getTracesKeys(ctx context.Context, fieldKeySelector
 		`CASE
 			// WHEN tagType = 'spanfield' THEN 1
 			WHEN tagType = 'resource' THEN 2
-			// WHEN tagType = 'scope' THEN 3
+			WHEN tagType = 'scope' THEN 3
 			WHEN tagType = 'tag' THEN 4
 			ELSE 5
 		END as priority`,
--- a/pkg/telemetryschema/tracestelemetryschema/condition_builder_test.go
+++ b/pkg/telemetryschema/tracestelemetryschema/condition_builder_test.go
@@ -391,6 +391,96 @@ func TestConditionForResourceWithEvolution(t *testing.T) {
 	}
 }

+// TestConditionForScopeIntrinsicFields covers the scope.name/scope.version intrinsic
+// fields against the "scope" JSON column. These are *declared* String paths on that
+// column, so a row without a scope reads as ” and never NULL: presence must be an
+// empty-string check, since "IS NOT NULL" would hold for every row. That also rules
+// out treating them as nested attribute keys under scope.attributes, which are
+// undeclared (Dynamic) paths and genuinely NULL when absent.
+func TestConditionForScopeIntrinsicFields(t *testing.T) {
+	ctx := context.Background()
+	fm := NewFieldMapper(flaggertest.New(t))
+	conditionBuilder := NewConditionBuilder(fm, flaggertest.New(t))
+
+	testCases := []struct {
+		name        string
+		key         telemetrytypes.TelemetryFieldKey
+		operator    qbtypes.FilterOperator
+		value       any
+		expectedSQL string
+	}{
+		{
+			name: "Equal - scope.name",
+			key: telemetrytypes.TelemetryFieldKey{
+				Name:          "scope.name",
+				FieldContext:  telemetrytypes.FieldContextScope,
+				FieldDataType: telemetrytypes.FieldDataTypeString,
+			},
+			operator:    qbtypes.FilterOperatorEqual,
+			value:       "io.signoz.payment",
+			expectedSQL: "(scope.name::String = ? AND scope.name::String <> '')",
+		},
+		{
+			name: "Equal - scope.version",
+			key: telemetrytypes.TelemetryFieldKey{
+				Name:          "scope.version",
+				FieldContext:  telemetrytypes.FieldContextScope,
+				FieldDataType: telemetrytypes.FieldDataTypeString,
+			},
+			operator:    qbtypes.FilterOperatorEqual,
+			value:       "2.3.1",
+			expectedSQL: "(scope.version::String = ? AND scope.version::String <> '')",
+		},
+		{
+			name: "Exists - scope.name",
+			key: telemetrytypes.TelemetryFieldKey{
+				Name:          "scope.name",
+				FieldContext:  telemetrytypes.FieldContextScope,
+				FieldDataType: telemetrytypes.FieldDataTypeString,
+			},
+			operator:    qbtypes.FilterOperatorExists,
+			value:       nil,
+			expectedSQL: "scope.name::String <> ''",
+		},
+		{
+			name: "NotExists - scope.version",
+			key: telemetrytypes.TelemetryFieldKey{
+				Name:          "scope.version",
+				FieldContext:  telemetrytypes.FieldContextScope,
+				FieldDataType: telemetrytypes.FieldDataTypeString,
+			},
+			operator:    qbtypes.FilterOperatorNotExists,
+			value:       nil,
+			expectedSQL: "scope.version::String = ''",
+		},
+		{
+			// `scope.attribute.name` (normalized to {attribute.name, scope}) addresses the scope
+			// attribute named `name` — the declared `scope.name` path is never reached this way.
+			name: "Equal - scope.attribute.name reaches the named scope attribute",
+			key: telemetrytypes.TelemetryFieldKey{
+				Name:          "attribute.name",
+				FieldContext:  telemetrytypes.FieldContextScope,
+				FieldDataType: telemetrytypes.FieldDataTypeString,
+			},
+			operator:    qbtypes.FilterOperatorEqual,
+			value:       "io.signoz.checkout",
+			expectedSQL: "(scope.attributes.`name`::String = ? AND scope.attributes.`name` IS NOT NULL)",
+		},
+	}
+
+	for _, tc := range testCases {
+		sb := sqlbuilder.NewSelectBuilder()
+		t.Run(tc.name, func(t *testing.T) {
+			conds, _, err := conditionBuilder.ConditionFor(ctx, valuer.UUID{}, 0, 0, &tc.key, map[string][]*telemetrytypes.TelemetryFieldKey{tc.key.Name: {&tc.key}}, qbtypes.ConditionBuilderOptions{}, tc.operator, tc.value, sb)
+			require.NoError(t, err)
+			sb.Where(conds...)
+			sql, _ := sb.BuildWithFlavor(sqlbuilder.ClickHouse)
+			assert.Contains(t, sql, tc.expectedSQL)
+			assert.NotContains(t, sql, "scope.`scope.", "must not double-prefix the scope JSON path")
+		})
+	}
+}
+
 // TestConditionForSynthesizedKeys covers the KeyNotFound fallback: when a
 // referenced attribute key has no metadata match, the builder synthesizes key(s) from
 // user input and queries anyway, emitting a warning instead of failing.
@@ -414,6 +504,20 @@ func TestConditionForSynthesizedKeys(t *testing.T) {
 		assert.Contains(t, args, "timeout")
 	})

+	t.Run("scope context with no metadata -> scope attribute", func(t *testing.T) {
+		sb := sqlbuilder.NewSelectBuilder()
+		key := telemetrytypes.TelemetryFieldKey{Name: "custom.attr", FieldContext: telemetrytypes.FieldContextScope}
+		conds, warnings, err := cb.ConditionFor(ctx, valuer.UUID{}, 0, 0, &key, noMatches, qbtypes.ConditionBuilderOptions{}, qbtypes.FilterOperatorEqual, "v", sb)
+		assert.NoError(t, err, "an undeclared scope attribute must still be filterable")
+		assert.NotEmpty(t, warnings)
+		sb.Where(conds...)
+		sql, _ := sb.BuildWithFlavor(sqlbuilder.ClickHouse)
+		assert.Contains(t, sql, "scope.attributes.`custom.attr`")
+		// `scope.` can be part of the attribute's own name, so the literal spelling is a
+		// candidate too — the caller ORs the two.
+		assert.Contains(t, sql, "scope.attributes.`scope.custom.attr`")
+	})
+
 	t.Run("bare key with number operand -> attribute number", func(t *testing.T) {
 		sb := sqlbuilder.NewSelectBuilder()
 		key := telemetrytypes.TelemetryFieldKey{Name: "http.status"}
--- a/pkg/telemetryschema/tracestelemetryschema/const.go
+++ b/pkg/telemetryschema/tracestelemetryschema/const.go
@@ -121,6 +121,20 @@ var (
 			FieldContext:  telemetrytypes.FieldContextSpan,
 			FieldDataType: telemetrytypes.FieldDataTypeString,
 		},
+		"scope.name": {
+			Name:          "scope.name",
+			Description:   "Instrumentation scope name",
+			Signal:        telemetrytypes.SignalTraces,
+			FieldContext:  telemetrytypes.FieldContextScope,
+			FieldDataType: telemetrytypes.FieldDataTypeString,
+		},
+		"scope.version": {
+			Name:          "scope.version",
+			Description:   "Instrumentation scope version",
+			Signal:        telemetrytypes.SignalTraces,
+			FieldContext:  telemetrytypes.FieldContextScope,
+			FieldDataType: telemetrytypes.FieldDataTypeString,
+		},
 	}
 	IntrinsicFieldsDeprecated = map[string]telemetrytypes.TelemetryFieldKey{
 		"traceID": {
--- a/pkg/telemetryschema/tracestelemetryschema/field_mapper.go
+++ b/pkg/telemetryschema/tracestelemetryschema/field_mapper.go
@@ -53,6 +53,7 @@ var (
 			ValueType: schema.ColumnTypeString,
 		}},
 		"resource": {Name: "resource", Type: schema.JSONColumnType{}},
+		"scope":    {Name: "scope", Type: schema.JSONColumnType{}},

 		"events": {Name: "events", Type: schema.ArrayColumnType{
 			ElementType: schema.ColumnTypeString,
@@ -181,7 +182,7 @@ func (m *fieldMapper) getColumn(
 	case telemetrytypes.FieldContextResource:
 		return []*schema.Column{indexV3Columns["resource"], indexV3Columns["resources_string"]}, nil
 	case telemetrytypes.FieldContextScope:
-		return []*schema.Column{}, qbtypes.ErrColumnNotFound
+		return []*schema.Column{indexV3Columns["scope"]}, nil
 	case telemetrytypes.FieldContextAttribute:
 		switch key.FieldDataType {
 		case telemetrytypes.FieldDataTypeString:
@@ -292,14 +293,25 @@ func (m *fieldMapper) resolveColumnExprs(

 		switch column.Type.GetType() {
 		case schema.ColumnTypeEnumJSON:
-			// json is only supported for resource context as of now
-			if key.FieldContext != telemetrytypes.FieldContextResource {
-				return nil, nil, nil, errors.Newf(errors.TypeInvalidInput, errors.CodeInvalidInput, "only resource context fields are supported for json columns, got %s", key.FieldContext.String)
-			}
 			// have to add ::string as clickHouse throws an error :- data types Variant/Dynamic are not allowed in GROUP BY
 			// once clickHouse dependency is updated, we need to check if we can remove it.
-			exprs = append(exprs, fmt.Sprintf("%s.`%s`::String", columnName, key.Name))
-			existExprs = append(existExprs, fmt.Sprintf("%s.`%s` IS NOT NULL", columnName, key.Name))
+			switch key.FieldContext {
+			case telemetrytypes.FieldContextResource:
+				exprs = append(exprs, fmt.Sprintf("%s.`%s`::String", columnName, key.Name))
+				existExprs = append(existExprs, fmt.Sprintf("%s.`%s` IS NOT NULL", columnName, key.Name))
+			case telemetrytypes.FieldContextScope:
+				if f, ok := IntrinsicFields[key.Name]; ok && f.FieldContext == telemetrytypes.FieldContextScope {
+					// declared String paths on the scope column read '' for the missing case
+					exprs = append(exprs, fmt.Sprintf("%s::String", key.Name))
+					existExprs = append(existExprs, fmt.Sprintf("%s <> ''", key.Name))
+				} else {
+					attributeName := strings.TrimPrefix(key.Name, "attribute.") // literal "attribute" prefix in attribute keys needs double prefix
+					exprs = append(exprs, fmt.Sprintf("%s.attributes.%s::String", columnName, querybuilder.ClickHouseIdentifier(attributeName)))
+					existExprs = append(existExprs, fmt.Sprintf("%s.attributes.%s IS NOT NULL", columnName, querybuilder.ClickHouseIdentifier(attributeName)))
+				}
+			default:
+				return nil, nil, nil, errors.NewInternalf(errors.CodeInternal, "only resource and scope context fields are supported for json columns, got %s", key.FieldContext.String)
+			}
 		case schema.ColumnTypeEnumString,
 			schema.ColumnTypeEnumUInt64,
 			schema.ColumnTypeEnumUInt32,
@@ -341,20 +353,6 @@ func (m *fieldMapper) resolveColumnExprs(
 	return exprs, existExprs, columns, nil
 }

-// logicalForResolvedColumn upgrades a directly-resolvable key (the FieldFor
-// probe succeeded) to its family when the metadata map proves membership;
-// otherwise the key stays a single-member logical field.
-func (m *fieldMapper) logicalForResolvedColumn(ctx context.Context, orgID valuer.UUID, field *telemetrytypes.TelemetryFieldKey, keys map[string][]*telemetrytypes.TelemetryFieldKey) *telemetrytypes.LogicalField {
-	for _, logical := range querybuilder.MatchingLogicalFields(ctx, orgID, m.fl, field, keys) {
-		if logical.IsFamily() &&
-			logical.FieldContext == field.FieldContext &&
-			(field.FieldDataType == telemetrytypes.FieldDataTypeUnspecified || logical.FieldDataType == field.FieldDataType) {
-			return logical
-		}
-	}
-	return telemetrytypes.SingleLogicalField(field.Name, field)
-}
-
 // upgradeToFamilies swaps single-member candidates for their family when the
 // metadata map proves membership. Candidate order and every non-family
 // candidate stay exactly as the legacy flow produced them; sibling candidates
@@ -419,9 +417,11 @@ func (m *fieldMapper) ColumnExpressionFor(
 	var candidates []*telemetrytypes.LogicalField
 	switch _, err := m.FieldFor(ctx, orgID, startNs, endNs, field); {
 	case err == nil:
-		// A directly-resolvable key upgrades to its family when the metadata
-		// map proves membership; otherwise it stays single-member.
-		candidates = []*telemetrytypes.LogicalField{m.logicalForResolvedColumn(ctx, orgID, field, keys)}
+		// Every match from metadata is kept, similar to the filter path.
+		candidates = querybuilder.MatchingLogicalFields(ctx, orgID, m.fl, field, keys)
+		if len(candidates) == 0 {
+			candidates = []*telemetrytypes.LogicalField{telemetrytypes.SingleLogicalField(field.Name, field)}
+		}
 	case errors.Is(err, qbtypes.ErrColumnNotFound):
 		// The legacy candidate flow, unchanged: column (when the bare name is
 		// one) plus metadata matches, else synthesized type-variant keys. The
@@ -595,15 +595,37 @@ func (m *fieldMapper) CandidateKeys(ctx context.Context, _ valuer.UUID, field *t
 		// honored as-is: the stripped name lives in the attribute maps
 		stripped := telemetrytypes.NewTelemetryFieldKey(field.Name, telemetrytypes.FieldContextUnspecified, field.FieldDataType)
 		return querybuilder.SynthesizeKeys(stripped, value)
-	case telemetrytypes.FieldContextAttribute, telemetrytypes.FieldContextResource:
+	case telemetrytypes.FieldContextAttribute, telemetrytypes.FieldContextResource, telemetrytypes.FieldContextScope:
 		// strict context honored as-is: stripped interpretation first, literal spelling second
 		literal := telemetrytypes.NewTelemetryFieldKey(field.FieldContext.StringValue()+"."+field.Name, field.FieldContext, field.FieldDataType)
 		return append(querybuilder.SynthesizeKeys(field, value), querybuilder.SynthesizeKeys(literal, value)...)
 	}
-	// contexts that don't exist on spans (log, body, scope, …) have nothing to synthesize
+	// contexts that don't exist on spans (log, body, …) have nothing to synthesize
 	return nil
 }

+// scopeJSONExistsExpression renders the existence predicate for the scope JSON column, the one
+// signal-specific case the generic querybuilder.ExistsExpression must not carry.
+func scopeJSONExistsExpression(key *telemetrytypes.TelemetryFieldKey, fieldExpression string, exists bool) (string, bool) {
+	if key.FieldContext != telemetrytypes.FieldContextScope {
+		return "", false
+	}
+	// Declared String paths are non-Nullable (absent reads '' not NULL).
+	if f, ok := IntrinsicFields[key.Name]; ok && f.FieldContext == telemetrytypes.FieldContextScope {
+		if exists {
+			return fieldExpression + " <> ''", true
+		}
+		return fieldExpression + " = ''", true
+	}
+	// Scope attribute: the value expression casts the JSON path to String, which folds a missing
+	// key's NULL to '', so presence must test the raw path — drop the ::String cast.
+	path := strings.TrimSuffix(fieldExpression, "::String")
+	if exists {
+		return path + " IS NOT NULL", true
+	}
+	return path + " IS NULL", true
+}
+
 // ExistsFor implements the per-key existence primitive of qbtypes.FieldMapper.
 func (m *fieldMapper) ExistsFor(
 	ctx context.Context,
@@ -620,5 +642,8 @@ func (m *fieldMapper) ExistsFor(
 	if err != nil {
 		return "", err
 	}
+	if expr, ok := scopeJSONExistsExpression(key, fieldExpression, exists); ok {
+		return expr, nil
+	}
 	return querybuilder.ExistsExpression(columns, key, tsStart, tsEnd, fieldExpression, exists)
 }
--- a/pkg/telemetryschema/tracestelemetryschema/field_mapper_test.go
+++ b/pkg/telemetryschema/tracestelemetryschema/field_mapper_test.go
@@ -84,6 +84,45 @@ func TestGetFieldKeyName(t *testing.T) {
 			expectedResult: "multiIf(resource.`deployment.environment` IS NOT NULL, resource.`deployment.environment`::String, `resource_string_deployment$$environment_exists`, `resource_string_deployment$$environment`, NULL)",
 			expectedError:  nil,
 		},
+		{
+			name: "Scope field - scope.name",
+			key: telemetrytypes.TelemetryFieldKey{
+				Name:         "scope.name",
+				FieldContext: telemetrytypes.FieldContextScope,
+			},
+			expectedResult: "scope.name::String",
+			expectedError:  nil,
+		},
+		{
+			name: "Scope field - scope.version",
+			key: telemetrytypes.TelemetryFieldKey{
+				Name:         "scope.version",
+				FieldContext: telemetrytypes.FieldContextScope,
+			},
+			expectedResult: "scope.version::String",
+			expectedError:  nil,
+		},
+		{
+			name: "Scope field - custom attribute",
+			key: telemetrytypes.TelemetryFieldKey{
+				Name:         "custom.attr",
+				FieldContext: telemetrytypes.FieldContextScope,
+			},
+			expectedResult: "scope.attributes.`custom.attr`::String",
+			expectedError:  nil,
+		},
+		{
+			// `scope.attribute.name` normalizes to {attribute.name, scope}; the literal
+			// `attribute.` prefix is dropped so it addresses the scope attribute named `name`
+			// (which the declared `scope.name` path deliberately does not).
+			name: "Scope field - attribute prefix addresses the named scope attribute",
+			key: telemetrytypes.TelemetryFieldKey{
+				Name:         "attribute.name",
+				FieldContext: telemetrytypes.FieldContextScope,
+			},
+			expectedResult: "scope.attributes.`name`::String",
+			expectedError:  nil,
+		},
 		{
 			// Query like `attribute.attribute_string:string` should resolve to `attributes_string['attribute_string']`.
 			name: "Attribute key whose name collides with contextual map column resolves as a map lookup",
@@ -304,3 +343,99 @@ func TestColumnExpressionForTimestampAttributeCollision(t *testing.T) {
 		assert.Contains(t, result, "attributes_number['timestamp']")
 	})
 }
+
+// TestColumnExpressionForScopeDeclaredPath covers select-side resolution of scope names that
+// collide with a declared scope path. A short name under scope context (or the bare
+// `scope.<x>` spelling that normalizes to it) names both homes and coalesces them when
+// metadata knows a same-named scope attribute, and binds to the declared path alone when it
+// does not. The full `scope.<x>` name under explicit scope context addresses the declared
+// path alone; the explicit `scope.attribute.` prefix addresses the attribute alone.
+func TestColumnExpressionForScopeDeclaredPath(t *testing.T) {
+	ctx := context.Background()
+
+	scopeKey := func(name string) *telemetrytypes.TelemetryFieldKey {
+		return &telemetrytypes.TelemetryFieldKey{
+			Name:          name,
+			Signal:        telemetrytypes.SignalTraces,
+			FieldContext:  telemetrytypes.FieldContextScope,
+			FieldDataType: telemetrytypes.FieldDataTypeString,
+		}
+	}
+	declaredOnly := map[string][]*telemetrytypes.TelemetryFieldKey{
+		"scope.name":    {scopeKey("scope.name")},
+		"scope.version": {scopeKey("scope.version")},
+	}
+	withAttr := map[string][]*telemetrytypes.TelemetryFieldKey{
+		"scope.name":    {scopeKey("scope.name")},
+		"scope.version": {scopeKey("scope.version")},
+		"name":          {scopeKey("name")},
+		"version":       {scopeKey("version")},
+	}
+
+	testCases := []struct {
+		name           string
+		key            telemetrytypes.TelemetryFieldKey
+		keys           map[string][]*telemetrytypes.TelemetryFieldKey
+		expectedResult string
+	}{
+		{
+			name:           "short name under scope context binds to the declared path",
+			key:            telemetrytypes.TelemetryFieldKey{Name: "version", FieldContext: telemetrytypes.FieldContextScope},
+			keys:           declaredOnly,
+			expectedResult: "multiIf(scope.version::String <> '', scope.version::String, NULL)",
+		},
+		{
+			name:           "full scope.version name under scope context addresses the declared path alone",
+			key:            telemetrytypes.TelemetryFieldKey{Name: "scope.version", FieldContext: telemetrytypes.FieldContextScope},
+			keys:           withAttr,
+			expectedResult: "multiIf(scope.version::String <> '', scope.version::String, NULL)",
+		},
+		{
+			name:           "full scope.name name under scope context addresses the declared path alone",
+			key:            telemetrytypes.TelemetryFieldKey{Name: "scope.name", FieldContext: telemetrytypes.FieldContextScope},
+			keys:           withAttr,
+			expectedResult: "multiIf(scope.name::String <> '', scope.name::String, NULL)",
+		},
+		{
+			// `scope.attribute.name` normalizes to {attribute.name, scope}; the `attribute.`
+			// prefix is dropped so it addresses the scope attribute named `name` — the only
+			// way to reach it, since `scope.name` is reserved for the declared path.
+			name:           "attribute prefix reaches the named scope attribute",
+			key:            telemetrytypes.TelemetryFieldKey{Name: "attribute.name", FieldContext: telemetrytypes.FieldContextScope},
+			keys:           withAttr,
+			expectedResult: "multiIf(scope.attributes.`name` IS NOT NULL, scope.attributes.`name`::String, NULL)",
+		},
+		{
+			// the caller supplied the context, so `scope.` is part of the name rather than a
+			// prefix to strip: this addresses a scope attribute literally named
+			// `scope.testing.env`, not the attribute `testing.env`
+			name:           "explicit context keeps a scope-prefixed name intact",
+			key:            telemetrytypes.TelemetryFieldKey{Name: "scope.testing.env", FieldContext: telemetrytypes.FieldContextScope},
+			keys:           declaredOnly,
+			expectedResult: "multiIf(scope.attributes.`scope.testing.env` IS NOT NULL, scope.attributes.`scope.testing.env`::String, NULL)",
+		},
+		{
+			// metadata knows both homes under this name, so the short spelling coalesces
+			// them instead of being rejected as ambiguous
+			name:           "short name coalesces a known scope attribute with the declared path",
+			key:            telemetrytypes.TelemetryFieldKey{Name: "name", FieldContext: telemetrytypes.FieldContextScope},
+			keys:           withAttr,
+			expectedResult: "multiIf(scope.attributes.`name` IS NOT NULL, toString(scope.attributes.`name`::String), scope.name::String <> '', toString(scope.name::String), NULL)",
+		},
+		{
+			name:           "short version coalesces a known scope attribute with the declared path",
+			key:            telemetrytypes.TelemetryFieldKey{Name: "version", FieldContext: telemetrytypes.FieldContextScope},
+			keys:           withAttr,
+			expectedResult: "multiIf(scope.attributes.`version` IS NOT NULL, toString(scope.attributes.`version`::String), scope.version::String <> '', toString(scope.version::String), NULL)",
+		},
+	}
+
+	for _, tc := range testCases {
+		t.Run(tc.name, func(t *testing.T) {
+			fm := NewFieldMapper(flaggertest.New(t))
+			result, err := fm.ColumnExpressionFor(ctx, valuer.UUID{}, 0, 0, &tc.key, telemetrytypes.FieldDataTypeUnspecified, tc.keys)
+			require.NoError(t, err)
+			assert.Equal(t, tc.expectedResult, result)
+		})
+	}
+}
--- a/pkg/telemetryschema/tracestelemetryschema/test_data.go
+++ b/pkg/telemetryschema/tracestelemetryschema/test_data.go
@@ -113,6 +113,20 @@ func BuildCompleteFieldKeyMap(releaseTime time.Time) map[string][]*telemetrytype
 				FieldDataType: telemetrytypes.FieldDataTypeBool,
 			},
 		},
+		"scope.name": {
+			{
+				Name:          "scope.name",
+				FieldContext:  telemetrytypes.FieldContextScope,
+				FieldDataType: telemetrytypes.FieldDataTypeString,
+			},
+		},
+		"scope.version": {
+			{
+				Name:          "scope.version",
+				FieldContext:  telemetrytypes.FieldContextScope,
+				FieldDataType: telemetrytypes.FieldDataTypeString,
+			},
+		},
 		// both spellings of an enabled semantic-convention family
 		"deployment.environment.name": {
 			{
--- a/pkg/types/coretypes/kind.go
+++ b/pkg/types/coretypes/kind.go
@@ -71,6 +71,7 @@ func (name Kind) Enum() []any {
 		KindFactorAPIKey,
 		KindLicense,
 		KindSubscription,
+		KindDeploymentHost,
 		KindLogs,
 		KindTraces,
 		KindMetrics,
--- a/pkg/types/coretypes/registry_kind.go
+++ b/pkg/types/coretypes/registry_kind.go
@@ -31,6 +31,7 @@ var Kinds = []Kind{
 	KindFactorAPIKey,
 	KindLicense,
 	KindSubscription,
+	KindDeploymentHost,
 	KindLogs,
 	KindTraces,
 	KindMetrics,
@@ -71,6 +72,7 @@ var (
 	KindFactorAPIKey                 = MustNewKind("factor-api-key")
 	KindLicense                      = MustNewKind("license")
 	KindSubscription                 = MustNewKind("subscription")
+	KindDeploymentHost               = MustNewKind("deployment-host")
 	KindLogs                         = MustNewKind("logs")
 	KindTraces                       = MustNewKind("traces")
 	KindMetrics                      = MustNewKind("metrics")
--- a/pkg/types/coretypes/registry_managed_role.go
+++ b/pkg/types/coretypes/registry_managed_role.go
@@ -64,10 +64,10 @@ var ManagedRoleToTransactions = map[string][]Transaction{
 		{Verb: VerbCreate, Object: *MustNewObject(ResourceRef{Type: TypeMetaResource, Kind: KindFactorPassword}, WildCardSelectorString)},
 		{Verb: VerbList, Object: *MustNewObject(ResourceRef{Type: TypeMetaResource, Kind: KindFactorPassword}, WildCardSelectorString)},
 		// license — admin only.
-		// Uniform LCRUD shape; routes are POST /api/v3/licenses (create =
-		// Activate) and PUT /api/v3/licenses (update = Refresh). GET
-		// /api/v3/licenses/active is OpenAccess, so the read grant is not
-		// route-enforced. delete and list are placeholders for shape parity, no
+		// Uniform LCRUD shape; actual ee routes are POST /api/v3/licenses (create
+		// = Activate), PUT /api/v3/licenses (update = Refresh), GET
+		// /api/v3/licenses/active (read; currently exposed as ViewAccess on the
+		// route side). delete and list are placeholders for shape parity, no
 		// route serves them today.
 		{Verb: VerbRead, Object: *MustNewObject(ResourceRef{Type: TypeMetaResource, Kind: KindLicense}, WildCardSelectorString)},
 		{Verb: VerbUpdate, Object: *MustNewObject(ResourceRef{Type: TypeMetaResource, Kind: KindLicense}, WildCardSelectorString)},
@@ -191,6 +191,9 @@ var ManagedRoleToTransactions = map[string][]Transaction{
 		{Verb: VerbRead, Object: *MustNewObject(ResourceRef{Type: TypeMetaResource, Kind: KindTTLSetting}, WildCardSelectorString)},
 		{Verb: VerbUpdate, Object: *MustNewObject(ResourceRef{Type: TypeMetaResource, Kind: KindTTLSetting}, WildCardSelectorString)},
 		{Verb: VerbList, Object: *MustNewObject(ResourceRef{Type: TypeMetaResource, Kind: KindTTLSetting}, WildCardSelectorString)},
+		// deployment-host — admin updates, viewer lists
+		{Verb: VerbList, Object: *MustNewObject(ResourceRef{Type: TypeMetaResource, Kind: KindDeploymentHost}, WildCardSelectorString)},
+		{Verb: VerbUpdate, Object: *MustNewObject(ResourceRef{Type: TypeMetaResource, Kind: KindDeploymentHost}, WildCardSelectorString)},
 		// user-preference — every authenticated user can read+update their own
 		{Verb: VerbRead, Object: *MustNewObject(ResourceRef{Type: TypeMetaResource, Kind: KindUserPreference}, WildCardSelectorString)},
 		{Verb: VerbUpdate, Object: *MustNewObject(ResourceRef{Type: TypeMetaResource, Kind: KindUserPreference}, WildCardSelectorString)},
@@ -283,6 +286,8 @@ var ManagedRoleToTransactions = map[string][]Transaction{
 		// ttl-setting — read only (admin updates)
 		{Verb: VerbRead, Object: *MustNewObject(ResourceRef{Type: TypeMetaResource, Kind: KindTTLSetting}, WildCardSelectorString)},
 		{Verb: VerbList, Object: *MustNewObject(ResourceRef{Type: TypeMetaResource, Kind: KindTTLSetting}, WildCardSelectorString)},
+		// deployment-host — list only (admin updates)
+		{Verb: VerbList, Object: *MustNewObject(ResourceRef{Type: TypeMetaResource, Kind: KindDeploymentHost}, WildCardSelectorString)},
 		// user-preference — every authenticated user can read+update their own
 		{Verb: VerbRead, Object: *MustNewObject(ResourceRef{Type: TypeMetaResource, Kind: KindUserPreference}, WildCardSelectorString)},
 		{Verb: VerbUpdate, Object: *MustNewObject(ResourceRef{Type: TypeMetaResource, Kind: KindUserPreference}, WildCardSelectorString)},
@@ -341,6 +346,8 @@ var ManagedRoleToTransactions = map[string][]Transaction{
 		// ttl-setting — read only
 		{Verb: VerbRead, Object: *MustNewObject(ResourceRef{Type: TypeMetaResource, Kind: KindTTLSetting}, WildCardSelectorString)},
 		{Verb: VerbList, Object: *MustNewObject(ResourceRef{Type: TypeMetaResource, Kind: KindTTLSetting}, WildCardSelectorString)},
+		// deployment-host — list only
+		{Verb: VerbList, Object: *MustNewObject(ResourceRef{Type: TypeMetaResource, Kind: KindDeploymentHost}, WildCardSelectorString)},
 		// user-preference — every authenticated user can read+update their own
 		{Verb: VerbRead, Object: *MustNewObject(ResourceRef{Type: TypeMetaResource, Kind: KindUserPreference}, WildCardSelectorString)},
 		{Verb: VerbUpdate, Object: *MustNewObject(ResourceRef{Type: TypeMetaResource, Kind: KindUserPreference}, WildCardSelectorString)},
--- a/pkg/types/coretypes/registry_resource.go
+++ b/pkg/types/coretypes/registry_resource.go
@@ -31,6 +31,7 @@ var Resources = []Resource{
 	ResourceMetaResourceFactorAPIKey,
 	ResourceMetaResourceLicense,
 	ResourceMetaResourceSubscription,
+	ResourceMetaResourceDeploymentHost,
 	ResourceTelemetryResourceLogs,
 	ResourceTelemetryResourceTraces,
 	ResourceTelemetryResourceMetrics,
@@ -71,6 +72,7 @@ var (
 	ResourceMetaResourceFactorAPIKey                     = NewResourceMetaResource(KindFactorAPIKey, VerbCreate, VerbList, VerbRead, VerbUpdate, VerbDelete)
 	ResourceMetaResourceLicense                          = NewResourceMetaResource(KindLicense)
 	ResourceMetaResourceSubscription                     = NewResourceMetaResource(KindSubscription)
+	ResourceMetaResourceDeploymentHost                   = NewResourceMetaResource(KindDeploymentHost, VerbList, VerbUpdate)
 	ResourceTelemetryResourceLogs                        = NewResourceTelemetryResource(KindLogs)
 	ResourceTelemetryResourceTraces                      = NewResourceTelemetryResource(KindTraces)
 	ResourceTelemetryResourceMetrics                     = NewResourceTelemetryResource(KindMetrics)
--- a/pkg/types/querybuildertypes/querybuildertypesv5/validation.go
+++ b/pkg/types/querybuildertypes/querybuildertypesv5/validation.go
@@ -374,7 +374,7 @@ func (q *QueryBuilderQuery[T]) validateAggregations(cfg validationConfig) error
 	return nil
 }

-func (m MetricAggregation) ValidateForType() error {
+func (m MetricAggregation) ValidateForTypeAndTemporality() error {
 	if m.SpaceAggregation.IsPercentile() && !m.Type.IsPercentileSpaceAggregationAllowed() {
 		return errors.Newf(
 			errors.TypeInvalidInput,
@@ -384,6 +384,17 @@ func (m MetricAggregation) ValidateForType() error {
 			m.Type.StringValue(),
 		)
 	}
+	// reading a step's distribution out of a cumulative sketch would mean
+	// subtracting the previous point's sketch, which ClickHouse cannot do
+	if m.Type == metrictypes.ExpHistogramType && m.Temporality != metrictypes.Delta {
+		return errors.Newf(
+			errors.TypeUnsupported,
+			errors.CodeUnsupported,
+			"metric `%s` is an exponential histogram recorded with `%s` temporality, which cannot be queried; only `delta` exponential histograms are supported",
+			m.MetricName,
+			m.Temporality.StringValue(),
+		)
+	}
 	return nil
 }

--- a/pkg/types/querybuildertypes/querybuildertypesv5/validation_test.go
+++ b/pkg/types/querybuildertypes/querybuildertypesv5/validation_test.go
@@ -1517,10 +1517,11 @@ func TestNonAggregationFieldsSkipped(t *testing.T) {
 	})
 }

-func TestMetricAggregationValidateForType(t *testing.T) {
+func TestMetricAggregationValidateForTypeAndTemporality(t *testing.T) {
 	cases := []struct {
 		name             string
 		metricType       metrictypes.Type
+		temporality      metrictypes.Temporality
 		spaceAggregation metrictypes.SpaceAggregation
 		comparisonParam  *metrictypes.ComparisonSpaceAggregationParam
 		wantErr          bool
@@ -1532,11 +1533,33 @@ func TestMetricAggregationValidateForType(t *testing.T) {
 			wantErr:          false,
 		},
 		{
-			name:             "percentile on exponential histogram is allowed",
+			name:             "percentile on delta exponential histogram is allowed",
 			metricType:       metrictypes.ExpHistogramType,
+			temporality:      metrictypes.Delta,
 			spaceAggregation: metrictypes.SpaceAggregationPercentile99,
 			wantErr:          false,
 		},
+		{
+			name:             "cumulative exponential histogram is not allowed",
+			metricType:       metrictypes.ExpHistogramType,
+			temporality:      metrictypes.Cumulative,
+			spaceAggregation: metrictypes.SpaceAggregationPercentile99,
+			wantErr:          true,
+		},
+		{
+			name:             "exponential histogram with unresolved temporality is not allowed",
+			metricType:       metrictypes.ExpHistogramType,
+			temporality:      metrictypes.Unknown,
+			spaceAggregation: metrictypes.SpaceAggregationPercentile99,
+			wantErr:          true,
+		},
+		{
+			name:             "cumulative histogram is unaffected by the exponential histogram rule",
+			metricType:       metrictypes.HistogramType,
+			temporality:      metrictypes.Cumulative,
+			spaceAggregation: metrictypes.SpaceAggregationPercentile95,
+			wantErr:          false,
+		},
 		{
 			name:             "percentile on summary is not allowed",
 			metricType:       metrictypes.SummaryType,
@@ -1562,10 +1585,11 @@ func TestMetricAggregationValidateForType(t *testing.T) {
 			agg := MetricAggregation{
 				MetricName:                      "test_metric",
 				Type:                            tc.metricType,
+				Temporality:                     tc.temporality,
 				SpaceAggregation:                tc.spaceAggregation,
 				ComparisonSpaceAggregationParam: tc.comparisonParam,
 			}
-			err := agg.ValidateForType()
+			err := agg.ValidateForTypeAndTemporality()
 			if tc.wantErr && err == nil {
 				t.Errorf("expected error, got nil")
 			}
--- a/pkg/types/quickfiltertypes/filter.go
+++ b/pkg/types/quickfiltertypes/filter.go
@@ -5,9 +5,9 @@ import (
 	"time"

 	"github.com/SigNoz/signoz/pkg/errors"
-	v3 "github.com/SigNoz/signoz/pkg/query-service/model/v3"
 	"github.com/SigNoz/signoz/pkg/types"
 	"github.com/SigNoz/signoz/pkg/types/aiobservabilitytypes"
+	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
 	"github.com/SigNoz/signoz/pkg/valuer"
 	"github.com/uptrace/bun"
 )
@@ -70,18 +70,27 @@ type StorableQuickFilter struct {
 }

 type SignalFilters struct {
-	Signal  Signal            `json:"signal"`
-	Filters []v3.AttributeKey `json:"filters"`
+	Signal  Signal                             `json:"signal"`
+	Filters []telemetrytypes.TelemetryFieldKey `json:"filters"`
 }

 type UpdatableQuickFilters struct {
-	Signal  Signal            `json:"signal"`
-	Filters []v3.AttributeKey `json:"filters"`
+	Signal  Signal                             `json:"signal"`
+	Filters []telemetrytypes.TelemetryFieldKey `json:"filters"`
+}
+
+func validateFilters(filters []telemetrytypes.TelemetryFieldKey) error {
+	for _, filter := range filters {
+		if filter.Name == "" {
+			return errors.Newf(errors.TypeInvalidInput, errors.CodeInvalidInput, "filter name is required")
+		}
+	}
+	return nil
 }

 // NewStorableQuickFilter creates a new StorableQuickFilter after validation.
-func NewStorableQuickFilter(orgID valuer.UUID, signal Signal, filterJSON []byte) (*StorableQuickFilter, error) {
-	if orgID.StringValue() == "" {
+func NewStorableQuickFilter(orgID valuer.UUID, signal Signal, filters []telemetrytypes.TelemetryFieldKey) (*StorableQuickFilter, error) {
+	if orgID.IsZero() {
 		return nil, errors.Newf(errors.TypeInvalidInput, errors.CodeInvalidInput, "orgID is required")
 	}

@@ -89,9 +98,13 @@ func NewStorableQuickFilter(orgID valuer.UUID, signal Signal, filterJSON []byte)
 		return nil, err
 	}

-	var filters []v3.AttributeKey
-	if err := json.Unmarshal(filterJSON, &filters); err != nil {
-		return nil, errors.Wrapf(err, errors.TypeInvalidInput, errors.CodeInvalidInput, "invalid filter JSON")
+	if err := validateFilters(filters); err != nil {
+		return nil, err
+	}
+
+	filterJSON, err := json.Marshal(filters)
+	if err != nil {
+		return nil, errors.Wrapf(err, errors.TypeInternal, errors.CodeInternal, "error marshalling filters")
 	}

 	now := time.Now()
@@ -109,16 +122,12 @@ func NewStorableQuickFilter(orgID valuer.UUID, signal Signal, filterJSON []byte)
 	}, nil
 }

-// Update updates an existing StorableQuickFilter with new filter data after validation.
-func (quickfilter *StorableQuickFilter) Update(filterJSON []byte) error {
-	var filters []v3.AttributeKey
-	if err := json.Unmarshal(filterJSON, &filters); err != nil {
-		return errors.Wrapf(err, errors.TypeInvalidInput, errors.CodeInvalidInput, "invalid filter JSON")
+// NewSignalFiltersFromSignal creates a SignalFilters with no filters for a signal.
+func NewSignalFiltersFromSignal(signal Signal) *SignalFilters {
+	return &SignalFilters{
+		Signal:  signal,
+		Filters: []telemetrytypes.TelemetryFieldKey{},
 	}
-
-	quickfilter.Filter = string(filterJSON)
-	quickfilter.UpdatedAt = time.Now()
-	return nil
 }

 // NewSignalFilterFromStorableQuickFilter converts a StorableQuickFilter to a SignalFilters object.
@@ -127,7 +136,7 @@ func NewSignalFilterFromStorableQuickFilter(storableQuickFilter *StorableQuickFi
 		return nil, errors.Newf(errors.TypeInvalidInput, errors.CodeInvalidInput, "storableQuickFilter cannot be nil")
 	}

-	var filters []v3.AttributeKey
+	var filters []telemetrytypes.TelemetryFieldKey
 	if storableQuickFilter.Filter != "" {
 		err := json.Unmarshal([]byte(storableQuickFilter.Filter), &filters)
 		if err != nil {
@@ -143,170 +152,88 @@ func NewSignalFilterFromStorableQuickFilter(storableQuickFilter *StorableQuickFi

 // NewDefaultQuickFilter generates default filters for all supported signals.
 func NewDefaultQuickFilter(orgID valuer.UUID) ([]*StorableQuickFilter, error) {
-	tracesFilters := []map[string]interface{}{
-		{"key": "duration_nano", "dataType": "float64", "type": "tag"},
-		{"key": "deployment.environment", "dataType": "string", "type": "resource"},
-		{"key": "hasError", "dataType": "bool", "type": "tag"},
-		{"key": "service.name", "dataType": "string", "type": "resource"},
-		{"key": "name", "dataType": "string", "type": "tag"},
-		{"key": "rpc.method", "dataType": "string", "type": "tag"},
-		{"key": "response_status_code", "dataType": "string", "type": "tag"},
-		{"key": "http_host", "dataType": "string", "type": "tag"},
-		{"key": "http.method", "dataType": "string", "type": "tag"},
-		{"key": "http.route", "dataType": "string", "type": "tag"},
-		{"key": "http_url", "dataType": "string", "type": "tag"},
-		{"key": "trace_id", "dataType": "string", "type": "tag"},
+	tracesFilters := []telemetrytypes.TelemetryFieldKey{
+		{Name: "duration_nano", FieldContext: telemetrytypes.FieldContextAttribute, FieldDataType: telemetrytypes.FieldDataTypeNumber},
+		{Name: "deployment.environment", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "hasError", FieldContext: telemetrytypes.FieldContextAttribute, FieldDataType: telemetrytypes.FieldDataTypeBool},
+		{Name: "service.name", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "name", FieldContext: telemetrytypes.FieldContextAttribute, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "rpc.method", FieldContext: telemetrytypes.FieldContextAttribute, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "response_status_code", FieldContext: telemetrytypes.FieldContextAttribute, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "http_host", FieldContext: telemetrytypes.FieldContextAttribute, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "http.method", FieldContext: telemetrytypes.FieldContextAttribute, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "http.route", FieldContext: telemetrytypes.FieldContextAttribute, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "http_url", FieldContext: telemetrytypes.FieldContextAttribute, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "trace_id", FieldContext: telemetrytypes.FieldContextAttribute, FieldDataType: telemetrytypes.FieldDataTypeString},
 	}

-	logsFilters := []map[string]interface{}{
-		{"key": "severity_text", "dataType": "string", "type": "resource"},
-		{"key": "deployment.environment", "dataType": "string", "type": "resource"},
-		{"key": "service.name", "dataType": "string", "type": "resource"},
-		{"key": "host.name", "dataType": "string", "type": "resource"},
-		{"key": "k8s.cluster.name", "dataType": "string", "type": "resource"},
-		{"key": "k8s.deployment.name", "dataType": "string", "type": "resource"},
-		{"key": "k8s.namespace.name", "dataType": "string", "type": "resource"},
-		{"key": "k8s.pod.name", "dataType": "string", "type": "resource"},
+	logsFilters := []telemetrytypes.TelemetryFieldKey{
+		{Name: "severity_text", FieldContext: telemetrytypes.FieldContextLog, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "deployment.environment", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "service.name", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "host.name", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "k8s.cluster.name", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "k8s.deployment.name", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "k8s.namespace.name", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "k8s.pod.name", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString},
 	}

-	apiMonitoringFilters := []map[string]interface{}{
-		{"key": "deployment.environment", "dataType": "string", "type": "resource"},
-		{"key": "service.name", "dataType": "string", "type": "resource"},
-		{"key": "rpc.method", "dataType": "string", "type": "tag"},
+	apiMonitoringFilters := []telemetrytypes.TelemetryFieldKey{
+		{Name: "deployment.environment", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "service.name", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "rpc.method", FieldContext: telemetrytypes.FieldContextAttribute, FieldDataType: telemetrytypes.FieldDataTypeString},
 	}

-	exceptionsFilters := []map[string]interface{}{
-		{"key": "deployment.environment", "dataType": "string", "type": "resource"},
-		{"key": "service.name", "dataType": "string", "type": "resource"},
-		{"key": "host.name", "dataType": "string", "type": "resource"},
-		{"key": "k8s.cluster.name", "dataType": "string", "type": "resource"},
-		{"key": "k8s.deployment.name", "dataType": "string", "type": "resource"},
-		{"key": "k8s.namespace.name", "dataType": "string", "type": "resource"},
-		{"key": "k8s.pod.name", "dataType": "string", "type": "resource"},
+	exceptionsFilters := []telemetrytypes.TelemetryFieldKey{
+		{Name: "deployment.environment", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "service.name", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "host.name", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "k8s.cluster.name", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "k8s.deployment.name", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "k8s.namespace.name", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "k8s.pod.name", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString},
 	}

-	meterFilters := []map[string]interface{}{
-		{"key": "deployment.environment", "dataType": "float64", "type": "Sum"},
-		{"key": "service.name", "dataType": "float64", "type": "Sum"},
-		{"key": "host.name", "dataType": "float64", "type": "Sum"},
+	// Meter keys are label names with no context or datatype: the meter fields
+	// API returns them as name+signal only, so the defaults mirror that shape.
+	meterFilters := []telemetrytypes.TelemetryFieldKey{
+		{Name: "deployment.environment", Signal: telemetrytypes.SignalMetrics},
+		{Name: "service.name", Signal: telemetrytypes.SignalMetrics},
+		{Name: "host.name", Signal: telemetrytypes.SignalMetrics},
 	}

 	// AI observability (builder_ai_query trace explorer), ordered by expected
 	// usage: env scoping, the LLM identity keys, then service and the rest.
-	aiObservabilityFilters := []map[string]interface{}{
-		{"key": "deployment.environment", "dataType": "string", "type": "resource"},
-		{"key": aiobservabilitytypes.GenAIOperationName, "dataType": "string", "type": "tag"},
-		{"key": aiobservabilitytypes.GenAIProviderName, "dataType": "string", "type": "tag"},
-		{"key": aiobservabilitytypes.GenAIRequestModel, "dataType": "string", "type": "tag"},
-		{"key": "service.name", "dataType": "string", "type": "resource"},
-		{"key": aiobservabilitytypes.GenAIToolName, "dataType": "string", "type": "tag"},
-		{"key": aiobservabilitytypes.GenAIAgentName, "dataType": "string", "type": "tag"},
+	aiObservabilityFilters := []telemetrytypes.TelemetryFieldKey{
+		{Name: "deployment.environment", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: aiobservabilitytypes.GenAIOperationName, FieldContext: telemetrytypes.FieldContextAttribute, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: aiobservabilitytypes.GenAIProviderName, FieldContext: telemetrytypes.FieldContextAttribute, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: aiobservabilitytypes.GenAIRequestModel, FieldContext: telemetrytypes.FieldContextAttribute, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: "service.name", FieldContext: telemetrytypes.FieldContextResource, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: aiobservabilitytypes.GenAIToolName, FieldContext: telemetrytypes.FieldContextAttribute, FieldDataType: telemetrytypes.FieldDataTypeString},
+		{Name: aiobservabilitytypes.GenAIAgentName, FieldContext: telemetrytypes.FieldContextAttribute, FieldDataType: telemetrytypes.FieldDataTypeString},
 	}

-	tracesJSON, err := json.Marshal(tracesFilters)
-	if err != nil {
-		return nil, errors.Wrapf(err, errors.TypeInternal, errors.CodeInternal, "failed to marshal traces filters")
+	defaults := []struct {
+		signal  Signal
+		filters []telemetrytypes.TelemetryFieldKey
+	}{
+		{SignalTraces, tracesFilters},
+		{SignalLogs, logsFilters},
+		{SignalApiMonitoring, apiMonitoringFilters},
+		{SignalExceptions, exceptionsFilters},
+		{SignalMeter, meterFilters},
+		{SignalAiObservability, aiObservabilityFilters},
 	}

-	logsJSON, err := json.Marshal(logsFilters)
-	if err != nil {
-		return nil, errors.Wrapf(err, errors.TypeInternal, errors.CodeInternal, "failed to marshal logs filters")
+	storableQuickFilters := make([]*StorableQuickFilter, 0, len(defaults))
+	for _, def := range defaults {
+		storableQuickFilter, err := NewStorableQuickFilter(orgID, def.signal, def.filters)
+		if err != nil {
+			return nil, err
+		}
+		storableQuickFilters = append(storableQuickFilters, storableQuickFilter)
 	}

-	apiMonitoringJSON, err := json.Marshal(apiMonitoringFilters)
-	if err != nil {
-		return nil, errors.Wrapf(err, errors.TypeInternal, errors.CodeInternal, "failed to marshal api monitoring filters")
-	}
-
-	exceptionsJSON, err := json.Marshal(exceptionsFilters)
-	if err != nil {
-		return nil, errors.Wrapf(err, errors.TypeInternal, errors.CodeInternal, "failed to marshal exceptions filters")
-	}
-
-	meterJSON, err := json.Marshal(meterFilters)
-	if err != nil {
-		return nil, errors.Wrapf(err, errors.TypeInternal, errors.CodeInternal, "failed to marshal meter filters")
-	}
-
-	aiObservabilityJSON, err := json.Marshal(aiObservabilityFilters)
-	if err != nil {
-		return nil, errors.Wrapf(err, errors.TypeInternal, errors.CodeInternal, "failed to marshal ai observability filters")
-	}
-
-	timeRightNow := time.Now()
-
-	return []*StorableQuickFilter{
-		{
-			Identifiable: types.Identifiable{
-				ID: valuer.GenerateUUID(),
-			},
-			OrgID:  orgID,
-			Filter: string(tracesJSON),
-			Signal: SignalTraces,
-			TimeAuditable: types.TimeAuditable{
-				CreatedAt: timeRightNow,
-				UpdatedAt: timeRightNow,
-			},
-		},
-		{
-			Identifiable: types.Identifiable{
-				ID: valuer.GenerateUUID(),
-			},
-			OrgID:  orgID,
-			Filter: string(logsJSON),
-			Signal: SignalLogs,
-			TimeAuditable: types.TimeAuditable{
-				CreatedAt: timeRightNow,
-				UpdatedAt: timeRightNow,
-			},
-		},
-		{
-			Identifiable: types.Identifiable{
-				ID: valuer.GenerateUUID(),
-			},
-			OrgID:  orgID,
-			Filter: string(apiMonitoringJSON),
-			Signal: SignalApiMonitoring,
-			TimeAuditable: types.TimeAuditable{
-				CreatedAt: timeRightNow,
-				UpdatedAt: timeRightNow,
-			},
-		},
-		{
-			Identifiable: types.Identifiable{
-				ID: valuer.GenerateUUID(),
-			},
-			OrgID:  orgID,
-			Filter: string(exceptionsJSON),
-			Signal: SignalExceptions,
-			TimeAuditable: types.TimeAuditable{
-				CreatedAt: timeRightNow,
-				UpdatedAt: timeRightNow,
-			},
-		},
-		{
-			Identifiable: types.Identifiable{
-				ID: valuer.GenerateUUID(),
-			},
-			OrgID:  orgID,
-			Filter: string(meterJSON),
-			Signal: SignalMeter,
-			TimeAuditable: types.TimeAuditable{
-				CreatedAt: timeRightNow,
-				UpdatedAt: timeRightNow,
-			},
-		},
-		{
-			Identifiable: types.Identifiable{
-				ID: valuer.GenerateUUID(),
-			},
-			OrgID:  orgID,
-			Filter: string(aiObservabilityJSON),
-			Signal: SignalAiObservability,
-			TimeAuditable: types.TimeAuditable{
-				CreatedAt: timeRightNow,
-				UpdatedAt: timeRightNow,
-			},
-		},
-	}, nil
+	return storableQuickFilters, nil
 }
--- a/pkg/types/savedviewtypes/savedview.go
+++ b/pkg/types/savedviewtypes/savedview.go
@@ -23,10 +23,11 @@ var (
 const savedViewNameSuffixLen = 8

 var (
-	SourceTraces  = Source{valuer.NewString("traces")}
-	SourceLogs    = Source{valuer.NewString("logs")}
-	SourceMetrics = Source{valuer.NewString("metrics")}
-	SourceMeter   = Source{valuer.NewString("meter")}
+	SourceTraces          = Source{valuer.NewString("traces")}
+	SourceLogs            = Source{valuer.NewString("logs")}
+	SourceMetrics         = Source{valuer.NewString("metrics")}
+	SourceMeter           = Source{valuer.NewString("meter")}
+	SourceAIObservability = Source{valuer.NewString("ai_observability")}
 )

 type SavedView struct {
@@ -117,12 +118,13 @@ func (Source) Enum() []any {
 		SourceLogs,
 		SourceMetrics,
 		SourceMeter,
+		SourceAIObservability,
 	}
 }

 func (s Source) Validate() error {
 	switch s {
-	case SourceTraces, SourceLogs, SourceMetrics, SourceMeter:
+	case SourceTraces, SourceLogs, SourceMetrics, SourceMeter, SourceAIObservability:
 		return nil
 	default:
 		return errors.NewInvalidInputf(ErrCodeSavedViewInvalidInput, "invalid source: %s", s.StringValue())
--- a/pkg/types/savedviewtypes/savedview_test.go
+++ b/pkg/types/savedviewtypes/savedview_test.go
@@ -39,6 +39,7 @@ func TestSourceValidate(t *testing.T) {
 		{name: "logs", source: SourceLogs},
 		{name: "metrics", source: SourceMetrics},
 		{name: "meter", source: SourceMeter},
+		{name: "ai_observability", source: SourceAIObservability},
 		{name: "unknown is rejected", source: Source{valuer.NewString("bogus")}, expectError: true},
 	}

--- a/pkg/types/savedviewtypes/spec_test.go
+++ b/pkg/types/savedviewtypes/spec_test.go
@@ -173,6 +173,21 @@ func TestSavedViewSpecValidate(t *testing.T) {
 			},
 			expectError: false,
 		},
+		{
+			name: "builder_ai_query is valid",
+			spec: SavedViewSpec{
+				DisplayName: "My View",
+				PanelType:   PanelTypeList,
+				RequestType: qbtypes.RequestTypeRaw,
+				Queries: []qbtypes.QueryEnvelope{{
+					Type: qbtypes.QueryTypeBuilderAI,
+					Spec: qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
+						Signal: telemetrytypes.SignalTraces,
+					},
+				}},
+			},
+			expectError: false,
+		},
 		{
 			name: "graph panel query with no aggregation is still rejected",
 			spec: SavedViewSpec{
--- a/Show More
+++ b/Show More