Merge branch 'main' into fix/rendering-single-point

* fix: json qb array expression

* fix: comment

* fix: unnecessary casting of float64

* revert: changes

---------

Co-authored-by: Nityananda Gohain <nityanandagohain@gmail.com>

ee/query-service/app/api/api.go

@@ -10,6 +10,7 @@ import (
 	"github.com/SigNoz/signoz/ee/query-service/usage"
 	"github.com/SigNoz/signoz/pkg/alertmanager"
 	"github.com/SigNoz/signoz/pkg/global"
+	"github.com/SigNoz/signoz/pkg/http/handler"
 	"github.com/SigNoz/signoz/pkg/http/middleware"
 	querierAPI "github.com/SigNoz/signoz/pkg/querier"
 	baseapp "github.com/SigNoz/signoz/pkg/query-service/app"
@@ -106,7 +107,10 @@ func (ah *APIHandler) RegisterRoutes(router *mux.Router, am *middleware.AuthZ) {
 	router.HandleFunc("/api/v4/query_range", am.ViewAccess(ah.queryRangeV4)).Methods(http.MethodPost)
 
 	// v5
-	router.HandleFunc("/api/v5/query_range", am.ViewAccess(ah.queryRangeV5)).Methods(http.MethodPost)
+	router.Handle("/api/v5/query_range", handler.New(
+		am.ViewAccess(ah.queryRangeV5),
+		querierAPI.QueryRangeV5OpenAPIDef,
+	)).Methods(http.MethodPost)
 
 	router.HandleFunc("/api/v5/substitute_vars", am.ViewAccess(ah.QuerierAPI.ReplaceVariables)).Methods(http.MethodPost)
 

frontend/src/api/generated/services/query/index.ts

@@ -0,0 +1,107 @@
+/**
+ * ! Do not edit manually
+ * * The file has been auto-generated using Orval for SigNoz
+ * * regenerate with 'yarn generate:api'
+ * SigNoz
+ */
+import type {
+	MutationFunction,
+	UseMutationOptions,
+	UseMutationResult,
+} from 'react-query';
+import { useMutation } from 'react-query';
+
+import { GeneratedAPIInstance } from '../../../index';
+import type {
+	Querybuildertypesv5QueryRangeRequestDTO,
+	QueryRangeV5200,
+	RenderErrorResponseDTO,
+} from '../sigNoz.schemas';
+
+type AwaitedInput<T> = PromiseLike<T> | T;
+
+type Awaited<O> = O extends AwaitedInput<infer T> ? T : never;
+
+/**
+ * Execute a composite query over a time range. Supports builder queries (traces, logs, metrics), formulas, trace operators, PromQL, and ClickHouse SQL.
+ * @summary Query range
+ */
+export const queryRangeV5 = (
+	querybuildertypesv5QueryRangeRequestDTO: Querybuildertypesv5QueryRangeRequestDTO,
+	signal?: AbortSignal,
+) => {
+	return GeneratedAPIInstance<QueryRangeV5200>({
+		url: `/api/v5/query_range`,
+		method: 'POST',
+		headers: { 'Content-Type': 'application/json' },
+		data: querybuildertypesv5QueryRangeRequestDTO,
+		signal,
+	});
+};
+
+export const getQueryRangeV5MutationOptions = <
+	TError = RenderErrorResponseDTO,
+	TContext = unknown
+>(options?: {
+	mutation?: UseMutationOptions<
+		Awaited<ReturnType<typeof queryRangeV5>>,
+		TError,
+		{ data: Querybuildertypesv5QueryRangeRequestDTO },
+		TContext
+	>;
+}): UseMutationOptions<
+	Awaited<ReturnType<typeof queryRangeV5>>,
+	TError,
+	{ data: Querybuildertypesv5QueryRangeRequestDTO },
+	TContext
+> => {
+	const mutationKey = ['queryRangeV5'];
+	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 queryRangeV5>>,
+		{ data: Querybuildertypesv5QueryRangeRequestDTO }
+	> = (props) => {
+		const { data } = props ?? {};
+
+		return queryRangeV5(data);
+	};
+
+	return { mutationFn, ...mutationOptions };
+};
+
+export type QueryRangeV5MutationResult = NonNullable<
+	Awaited<ReturnType<typeof queryRangeV5>>
+>;
+export type QueryRangeV5MutationBody = Querybuildertypesv5QueryRangeRequestDTO;
+export type QueryRangeV5MutationError = RenderErrorResponseDTO;
+
+/**
+ * @summary Query range
+ */
+export const useQueryRangeV5 = <
+	TError = RenderErrorResponseDTO,
+	TContext = unknown
+>(options?: {
+	mutation?: UseMutationOptions<
+		Awaited<ReturnType<typeof queryRangeV5>>,
+		TError,
+		{ data: Querybuildertypesv5QueryRangeRequestDTO },
+		TContext
+	>;
+}): UseMutationResult<
+	Awaited<ReturnType<typeof queryRangeV5>>,
+	TError,
+	{ data: Querybuildertypesv5QueryRangeRequestDTO },
+	TContext
+> => {
+	const mutationOptions = getQueryRangeV5MutationOptions(options);
+
+	return useMutation(mutationOptions);
+};

frontend/src/container/DashboardContainer/visualization/panels/TimeSeriesPanel/utils.ts

@@ -14,9 +14,11 @@ import {
 	VisibilityMode,
 } from 'lib/uPlotV2/config/types';
 import { UPlotConfigBuilder } from 'lib/uPlotV2/config/UPlotConfigBuilder';
+import { isInvalidPlotValue } from 'lib/uPlotV2/utils/dataUtils';
 import { Widgets } from 'types/api/dashboard/getAll';
 import { MetricRangePayloadProps } from 'types/api/metrics/getQueryRange';
 import { Query } from 'types/api/queryBuilder/queryBuilderData';
+import { QueryData } from 'types/api/widgets/getQuery';
 
 import { PanelMode } from '../types';
 import { buildBaseConfig } from '../utils/baseConfigBuilder';
@@ -31,6 +33,22 @@ export const prepareChartData = (
 	return [timestampArr, ...yAxisValuesArr];
 };
 
+function hasSingleVisiblePointForSeries(series: QueryData): boolean {
+	const rawValues = series.values ?? [];
+	let validPointCount = 0;
+
+	for (const [, rawValue] of rawValues) {
+		if (!isInvalidPlotValue(rawValue)) {
+			validPointCount += 1;
+			if (validPointCount > 1) {
+				return false;
+			}
+		}
+	}
+
+	return true;
+}
+
 export const prepareUPlotConfig = ({
 	widget,
 	isDarkMode,
@@ -68,6 +86,7 @@ export const prepareUPlotConfig = ({
 	});
 
 	apiResponse.data?.result?.forEach((series) => {
+		const hasSingleVisiblePoint = hasSingleVisiblePointForSeries(series);
 		const baseLabelName = getLabelName(
 			series.metric,
 			series.queryName || '', // query
@@ -80,13 +99,15 @@ export const prepareUPlotConfig = ({
 
 		builder.addSeries({
 			scaleKey: 'y',
-			drawStyle: DrawStyle.Line,
+			drawStyle: hasSingleVisiblePoint ? DrawStyle.Points : DrawStyle.Line,
 			label: label,
 			colorMapping: widget.customLegendColors ?? {},
 			spanGaps: true,
 			lineStyle: LineStyle.Solid,
 			lineInterpolation: LineInterpolation.Spline,
-			showPoints: VisibilityMode.Never,
+			showPoints: hasSingleVisiblePoint
+				? VisibilityMode.Always
+				: VisibilityMode.Never,
 			pointSize: 5,
 			isDarkMode,
 			panelType: PANEL_TYPES.TIME_SERIES,

pkg/apiserver/signozapiserver/provider.go

@@ -18,7 +18,6 @@ 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/rawdataexport"
 	"github.com/SigNoz/signoz/pkg/modules/session"
 	"github.com/SigNoz/signoz/pkg/modules/user"
 	"github.com/SigNoz/signoz/pkg/types"
@@ -45,7 +44,6 @@ type provider struct {
 	gatewayHandler         gateway.Handler
 	fieldsHandler          fields.Handler
 	authzHandler           authz.Handler
-	rawDataExportHandler   rawdataexport.Handler
 }
 
 func NewFactory(
@@ -65,7 +63,6 @@ func NewFactory(
 	gatewayHandler gateway.Handler,
 	fieldsHandler fields.Handler,
 	authzHandler authz.Handler,
-	rawDataExportHandler rawdataexport.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(
@@ -88,7 +85,6 @@ func NewFactory(
 			gatewayHandler,
 			fieldsHandler,
 			authzHandler,
-			rawDataExportHandler,
 		)
 	})
 }
@@ -113,7 +109,6 @@ func newProvider(
 	gatewayHandler gateway.Handler,
 	fieldsHandler fields.Handler,
 	authzHandler authz.Handler,
-	rawDataExportHandler rawdataexport.Handler,
 ) (apiserver.APIServer, error) {
 	settings := factory.NewScopedProviderSettings(providerSettings, "github.com/SigNoz/signoz/pkg/apiserver/signozapiserver")
 	router := mux.NewRouter().UseEncodedPath()
@@ -136,7 +131,6 @@ func newProvider(
 		gatewayHandler:         gatewayHandler,
 		fieldsHandler:          fieldsHandler,
 		authzHandler:           authzHandler,
-		rawDataExportHandler:   rawDataExportHandler,
 	}
 
 	provider.authZ = middleware.NewAuthZ(settings.Logger(), orgGetter, authz)
@@ -205,10 +199,6 @@ func (provider *provider) AddToRouter(router *mux.Router) error {
 		return err
 	}
 
-	if err := provider.addRawDataExportRoutes(router); err != nil {
-		return err
-	}
-
 	return nil
 }
 

pkg/apiserver/signozapiserver/rawDataExport.go

@@ -1,46 +0,0 @@
-package signozapiserver
-
-import (
-	"net/http"
-
-	"github.com/SigNoz/signoz/pkg/http/handler"
-	"github.com/SigNoz/signoz/pkg/types"
-	v5 "github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
-	"github.com/gorilla/mux"
-)
-
-func (provider *provider) addRawDataExportRoutes(router *mux.Router) error {
-	if err := router.Handle("/api/v1/export_raw_data", handler.New(provider.authZ.ViewAccess(provider.rawDataExportHandler.ExportRawData), handler.OpenAPIDef{
-		ID:                  "HandleExportRawDataGET",
-		Tags:                []string{"logs", "traces"},
-		Summary:             "Export raw data",
-		Description:         "This endpoints allows simple query exporting raw data for traces and logs",
-		Request:             new(types.ExportRawDataQueryParams),
-		RequestContentType:  "application/json",
-		Response:            nil,
-		ResponseContentType: "application/json",
-		SuccessStatusCode:   http.StatusOK,
-		ErrorStatusCodes:    []int{http.StatusBadRequest},
-	})).Methods(http.MethodGet).GetError(); err != nil {
-		return err
-	}
-	if err := router.Handle("/api/v1/export_raw_data", handler.New(provider.authZ.ViewAccess(provider.rawDataExportHandler.ExportRawData), handler.OpenAPIDef{
-		ID:          "HandleExportRawDataPOST",
-		Tags:        []string{"logs", "traces"},
-		Summary:     "Export raw data",
-		Description: "This endpoints allows complex query exporting raw data for traces and logs",
-		Request: new(struct {
-			v5.QueryRangeRequest
-			types.ExportRawDataFormatQueryParam
-		}),
-		RequestContentType:  "application/json",
-		Response:            nil,
-		ResponseContentType: "application/json",
-		SuccessStatusCode:   http.StatusOK,
-		ErrorStatusCodes:    []int{http.StatusBadRequest},
-	})).Methods(http.MethodPost).GetError(); err != nil {
-		return err
-	}
-
-	return nil
-}

pkg/http/handler/handler.go

@@ -7,6 +7,7 @@ import (
 	"github.com/SigNoz/signoz/pkg/errors"
 	"github.com/SigNoz/signoz/pkg/http/render"
 	"github.com/swaggest/openapi-go"
+	"github.com/swaggest/openapi-go/openapi3"
 )
 
 type ServeOpenAPIFunc func(openapi.OperationContext)
@@ -59,7 +60,39 @@ func (handler *handler) ServeOpenAPI(opCtx openapi.OperationContext) {
 	}
 
 	// Add request structure
-	opCtx.AddReqStructure(handler.openAPIDef.Request, openapi.WithContentType(handler.openAPIDef.RequestContentType))
+	reqOpts := []openapi.ContentOption{openapi.WithContentType(handler.openAPIDef.RequestContentType)}
+	if len(handler.openAPIDef.RequestExamples) > 0 {
+		reqOpts = append(reqOpts, openapi.WithCustomize(func(cor openapi.ContentOrReference) {
+			rbOrRef, ok := cor.(*openapi3.RequestBodyOrRef)
+			if !ok || rbOrRef.RequestBody == nil {
+				return
+			}
+			ct := handler.openAPIDef.RequestContentType
+			if ct == "" {
+				ct = "application/json"
+			}
+			mt, exists := rbOrRef.RequestBody.Content[ct]
+			if !exists {
+				return
+			}
+			if mt.Examples == nil {
+				mt.Examples = make(map[string]openapi3.ExampleOrRef)
+			}
+			for _, ex := range handler.openAPIDef.RequestExamples {
+				val := ex.Value
+				oaExample := openapi3.Example{Value: &val}
+				if ex.Summary != "" {
+					oaExample.WithSummary(ex.Summary)
+				}
+				if ex.Description != "" {
+					oaExample.WithDescription(ex.Description)
+				}
+				mt.Examples[ex.Name] = openapi3.ExampleOrRef{Example: &oaExample}
+			}
+			rbOrRef.RequestBody.Content[ct] = mt
+		}))
+	}
+	opCtx.AddReqStructure(handler.openAPIDef.Request, reqOpts...)
 
 	// Add request query structure
 	opCtx.AddReqStructure(handler.openAPIDef.RequestQuery)

pkg/http/handler/openapi.go

@@ -9,6 +9,14 @@ import (
 	"github.com/swaggest/rest/openapi"
 )
 
+// OpenAPIExample is a named example for an OpenAPI operation.
+type OpenAPIExample struct {
+	Name        string
+	Summary     string
+	Description string
+	Value       any
+}
+
 // Def is the definition of an OpenAPI operation
 type OpenAPIDef struct {
 	ID                  string
@@ -18,6 +26,7 @@ type OpenAPIDef struct {
 	Request             any
 	RequestQuery        any
 	RequestContentType  string
+	RequestExamples     []OpenAPIExample
 	Response            any
 	ResponseContentType string
 	SuccessStatusCode   int

pkg/modules/rawdataexport/implrawdataexport/handler.go

@@ -6,18 +6,17 @@ import (
 	"fmt"
 	"io"
 	"net/http"
+	"net/url"
 	"strconv"
 	"strings"
-	"sync"
 	"time"
 	"unicode"
 	"unicode/utf8"
 
 	"github.com/SigNoz/signoz/pkg/errors"
-	"github.com/SigNoz/signoz/pkg/http/binding"
 	"github.com/SigNoz/signoz/pkg/http/render"
 	"github.com/SigNoz/signoz/pkg/modules/rawdataexport"
-	"github.com/SigNoz/signoz/pkg/types"
+	"github.com/SigNoz/signoz/pkg/telemetrylogs"
 	"github.com/SigNoz/signoz/pkg/types/authtypes"
 	qbtypes "github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
 	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
@@ -35,27 +34,31 @@ func NewHandler(module rawdataexport.Module) rawdataexport.Handler {
 // ExportRawData handles data export requests.
 //
 // API Documentation:
-// Endpoint: GET /api/v1/export_raw_data - logs and traces only (simple queries via query params)
-// Endpoint: POST /api/v1/export_raw_data - logs, traces, and trace operator (full QueryRangeRequest in JSON body)
+// Endpoint: GET /api/v1/export_raw_data
 //
-// GET: Converts query params to QueryRangeRequest and delegates to common export logic. No composite_query/trace operator.
+// Query Parameters:
 //
-// GET Query Parameters:
+//   - source (optional): Type of data to export ["logs" (default), "metrics", "traces"]
+//     Note: Currently only "logs" is fully supported
 //
-//   - source (optional): ["logs" (default) or "traces"] - metrics not supported
 //   - format (optional): Output format ["csv" (default), "jsonl"]
-//   - start (required): Start time (Unix timestamp in nanoseconds)
-//   - end (required): End time (Unix timestamp in nanoseconds)
-//   - limit (optional): Max rows to export (cannot exceed MAX_EXPORT_ROW_COUNT_LIMIT)
-//   - filter (optional): Filter expression
-//   - columns (optional): Columns to include
-//   - order_by (optional): Sorting ["column:direction"]
 //
-// POST Request Body (QueryRangeRequest):
+//   - start (required): Start time for query (Unix timestamp in nanoseconds)
 //
-//   - Accepts a full QueryRangeRequest JSON body with composite_query containing QueryEnvelope array
-//   - Supports builder_query and builder_trace_operator types
-//   - format query param still controls output format
+//   - end (required): End time for query (Unix timestamp in nanoseconds)
+//
+//   - limit (optional): Maximum number of rows to export
+//     Constraints: Must be positive and cannot exceed MAX_EXPORT_ROW_COUNT_LIMIT
+//
+//   - filter (optional): Filter expression to apply to the query
+//
+//   - columns (optional): Specific columns to include in export
+//     Default: all columns are returned
+//     Format: ["context.field:type", "context.field", "field"]
+//
+//   - order_by (optional): Sorting specification ["column:direction" or "context.field:type:direction"]
+//     Direction: "asc" or "desc"
+//     Default: ["timestamp:desc", "id:desc"]
 //
 // Response Headers:
 //   - Content-Type: "text/csv" or "application/x-ndjson"
@@ -83,45 +86,75 @@ func NewHandler(module rawdataexport.Module) rawdataexport.Handler {
 //	Export with filter and ordering:
 //	  GET /api/v1/export_raw_data?start=1693612800000000000&end=1693699199000000000
 //	      &filter=severity="error"&order_by=timestamp:desc&limit=1000
-//
-//	Export with composite query (POST only):
-//	  POST /api/v1/export_raw_data?format=csv
-//	  Body: {"start":1693612800000000000,"end":1693699199000000000,"composite_query":{"queries":[...]}}
 func (handler *handler) ExportRawData(rw http.ResponseWriter, r *http.Request) {
-	var queryRangeRequest qbtypes.QueryRangeRequest
-	var format string
-
-	if r.Method == http.MethodGet {
-		var params types.ExportRawDataQueryParams
-		if err := binding.Query.BindQuery(r.URL.Query(), &params); err != nil {
-			render.Error(rw, err)
-			return
-		}
-		format = params.Format
-		var err error
-		queryRangeRequest, err = buildQueryRangeRequest(&params)
-		if err != nil {
-			render.Error(rw, err)
-			return
-		}
-	} else {
-		var formatParam types.ExportRawDataFormatQueryParam
-		if err := binding.Query.BindQuery(r.URL.Query(), &formatParam); err != nil {
-			render.Error(rw, err)
-			return
-		}
-		format = formatParam.Format
-		if err := json.NewDecoder(r.Body).Decode(&queryRangeRequest); err != nil {
-			render.Error(rw, errors.NewInvalidInputf(errors.CodeInvalidInput, "invalid request body: %v", err))
-			return
-		}
-	}
-
-	if err := validateAndApplyExportLimits(&queryRangeRequest); err != nil {
+	source, err := getExportQuerySource(r.URL.Query())
+	if err != nil {
 		render.Error(rw, err)
 		return
 	}
 
+	switch source {
+	case "logs":
+		handler.exportLogs(rw, r)
+	case "traces":
+		handler.exportTraces(rw, r)
+	case "metrics":
+		handler.exportMetrics(rw, r)
+	default:
+		render.Error(rw, errors.NewInvalidInputf(errors.CodeInvalidInput, "invalid source: must be logs"))
+	}
+}
+
+func (handler *handler) exportMetrics(rw http.ResponseWriter, r *http.Request) {
+	render.Error(rw, errors.Newf(errors.TypeUnsupported, errors.CodeUnsupported, "metrics export is not yet supported"))
+}
+
+func (handler *handler) exportTraces(rw http.ResponseWriter, r *http.Request) {
+	render.Error(rw, errors.Newf(errors.TypeUnsupported, errors.CodeUnsupported, "traces export is not yet supported"))
+}
+
+func (handler *handler) exportLogs(rw http.ResponseWriter, r *http.Request) {
+	// Set up response headers
+	rw.Header().Set("Cache-Control", "no-cache")
+	rw.Header().Set("Vary", "Accept-Encoding") // Indicate that response varies based on Accept-Encoding
+	rw.Header().Set("Access-Control-Expose-Headers", "Content-Disposition, X-Response-Complete")
+	rw.Header().Set("Trailer", "X-Response-Complete")
+	rw.Header().Set("Transfer-Encoding", "chunked")
+
+	queryParams := r.URL.Query()
+
+	startTime, endTime, err := getExportQueryTimeRange(queryParams)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	limit, err := getExportQueryLimit(queryParams)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	format, err := getExportQueryFormat(queryParams)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	// Set appropriate content type and filename
+	filename := fmt.Sprintf("data_exported_%s.%s", time.Now().Format("2006-01-02_150405"), format)
+	rw.Header().Set("Content-Disposition", fmt.Sprintf("attachment; filename=\"%s\"", filename))
+
+	filterExpression := queryParams.Get("filter")
+
+	orderByExpression, err := getExportQueryOrderBy(queryParams)
+	if err != nil {
+		render.Error(rw, err)
+		return
+	}
+
+	columns := getExportQueryColumns(queryParams)
+
 	claims, err := authtypes.ClaimsFromContext(r.Context())
 	if err != nil {
 		render.Error(rw, err)
@@ -134,145 +167,70 @@ func (handler *handler) ExportRawData(rw http.ResponseWriter, r *http.Request) {
 		return
 	}
 
-	setExportResponseHeaders(rw, format)
+	queryRangeRequest := qbtypes.QueryRangeRequest{
+		Start:       startTime,
+		End:         endTime,
+		RequestType: qbtypes.RequestTypeRaw,
+		CompositeQuery: qbtypes.CompositeQuery{
+			Queries: []qbtypes.QueryEnvelope{
+				{
+					Type: qbtypes.QueryTypeBuilder,
+					Spec: nil,
+				},
+			},
+		},
+	}
 
+	spec := qbtypes.QueryBuilderQuery[qbtypes.LogAggregation]{
+		Signal: telemetrytypes.SignalLogs,
+		Name:   "raw",
+		Filter: &qbtypes.Filter{
+			Expression: filterExpression,
+		},
+		Limit: limit,
+		Order: orderByExpression,
+	}
+
+	spec.SelectFields = columns
+
+	queryRangeRequest.CompositeQuery.Queries[0].Spec = spec
+
+	// This will signal Export module to stop sending data
 	doneChan := make(chan any)
 	defer close(doneChan)
 	rowChan, errChan := handler.module.ExportRawData(r.Context(), orgID, &queryRangeRequest, doneChan)
 
-	isComplete, err := handler.executeExport(rowChan, errChan, format, rw)
-	if err != nil {
-		render.Error(rw, err)
-		return
-	}
-	rw.Header().Set("X-Response-Complete", strconv.FormatBool(isComplete))
-}
+	var isComplete bool
 
-// validateAndApplyExportLimits validates query types and applies default/max limits to all queries.
-func validateAndApplyExportLimits(req *qbtypes.QueryRangeRequest) error {
-	isTraceOperatorQueryPresent := false
-
-	// Check if the trace operator query is present
-	queries := req.CompositeQuery.Queries
-	for idx := range len(queries) {
-		if _, ok := queries[idx].Spec.(qbtypes.QueryBuilderTraceOperator); ok {
-			isTraceOperatorQueryPresent = true
-			break
-		}
-	}
-
-	// If the trace operator query is not present, and there are multiple queries, return an error
-	if !isTraceOperatorQueryPresent && len(queries) > 1 {
-		return errors.NewInvalidInputf(errors.CodeInvalidInput, "multiple queries not allowed without a trace operator query")
-	}
-
-	for idx := range queries {
-		switch spec := queries[idx].Spec.(type) {
-		case qbtypes.QueryBuilderQuery[qbtypes.LogAggregation],
-			qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation],
-			qbtypes.QueryBuilderTraceOperator:
-			limit := queries[idx].GetLimit()
-			if limit == 0 {
-				limit = DefaultExportRowCountLimit
-			} else if limit < 0 {
-				return errors.NewInvalidInputf(errors.CodeInvalidInput, "limit must be positive")
-			} else if limit > MaxExportRowCountLimit {
-				return errors.NewInvalidInputf(errors.CodeInvalidInput, "limit cannot be more than %d", MaxExportRowCountLimit)
-			}
-			queries[idx].SetLimit(limit)
-		default:
-			return errors.NewInvalidInputf(errors.CodeInvalidInput, "unsupported query type: %T", spec)
-		}
-	}
-	return nil
-}
-
-// buildQueryRangeRequest builds a QueryRangeRequest from already-bound and validated GET query params.
-func buildQueryRangeRequest(params *types.ExportRawDataQueryParams) (qbtypes.QueryRangeRequest, error) {
-	orderBy, err := parseExportQueryOrderBy(params.OrderBy)
-	if err != nil {
-		return qbtypes.QueryRangeRequest{}, err
-	}
-
-	columns := parseExportQueryColumns(params.Columns)
-
-	var filter *qbtypes.Filter
-	if params.Filter != "" {
-		filter = &qbtypes.Filter{Expression: params.Filter}
-	}
-
-	var query qbtypes.QueryEnvelope
-	switch params.Source {
-	case "logs":
-		query = qbtypes.QueryEnvelope{
-			Type: qbtypes.QueryTypeBuilder,
-			Spec: qbtypes.QueryBuilderQuery[qbtypes.LogAggregation]{
-				Signal:       telemetrytypes.SignalLogs,
-				Filter:       filter,
-				Limit:        params.Limit,
-				Order:        orderBy,
-				SelectFields: columns,
-			},
-		}
-	case "traces":
-		query = qbtypes.QueryEnvelope{
-			Type: qbtypes.QueryTypeBuilder,
-			Spec: qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{
-				Signal:       telemetrytypes.SignalTraces,
-				Filter:       filter,
-				Limit:        params.Limit,
-				Order:        orderBy,
-				SelectFields: columns,
-			},
-		}
-	}
-
-	return qbtypes.QueryRangeRequest{
-		Start:       params.Start,
-		End:         params.End,
-		RequestType: qbtypes.RequestTypeRaw,
-		CompositeQuery: qbtypes.CompositeQuery{
-			Queries: []qbtypes.QueryEnvelope{query},
-		},
-	}, nil
-}
-
-// setExportResponseHeaders sets common HTTP headers for export responses.
-func setExportResponseHeaders(rw http.ResponseWriter, format string) {
-	rw.Header().Set("Cache-Control", "no-cache")
-	rw.Header().Set("Vary", "Accept-Encoding")
-	rw.Header().Set("Access-Control-Expose-Headers", "Content-Disposition, X-Response-Complete")
-	rw.Header().Set("Trailer", "X-Response-Complete")
-	rw.Header().Set("Transfer-Encoding", "chunked")
-	filename := fmt.Sprintf("data_exported_%s.%s", time.Now().Format("2006-01-02_150405"), format)
-	rw.Header().Set("Content-Disposition", fmt.Sprintf("attachment; filename=\"%s\"", filename))
-}
-
-// executeExport streams data from rowChan to the response writer in the specified format.
-func (handler *handler) executeExport(rowChan <-chan *qbtypes.RawRow, errChan <-chan error, format string, rw http.ResponseWriter) (bool, error) {
 	switch format {
 	case "csv", "":
 		rw.Header().Set("Content-Type", "text/csv")
 		csvWriter := csv.NewWriter(rw)
-		isComplete, err := handler.exportRawDataCSV(rowChan, errChan, csvWriter)
+		isComplete, err = handler.exportLogsCSV(rowChan, errChan, csvWriter)
 		if err != nil {
-			return false, err
+			render.Error(rw, err)
+			return
 		}
 		csvWriter.Flush()
-		return isComplete, nil
 	case "jsonl":
 		rw.Header().Set("Content-Type", "application/x-ndjson")
-		return handler.exportRawDataJSONL(rowChan, errChan, rw)
+		isComplete, err = handler.exportLogsJSONL(rowChan, errChan, rw)
+		if err != nil {
+			render.Error(rw, err)
+			return
+		}
 	default:
-		return false, errors.NewInvalidInputf(errors.CodeInvalidInput, "invalid format: must be csv or jsonl")
+		render.Error(rw, errors.NewInvalidInputf(errors.CodeInvalidInput, "invalid format: must be csv or jsonl"))
+		return
 	}
+
+	rw.Header().Set("X-Response-Complete", strconv.FormatBool(isComplete))
 }
 
-// exportRawDataCSV is a generic CSV export function that works with any raw data (logs, traces, etc.)
-func (handler *handler) exportRawDataCSV(rowChan <-chan *qbtypes.RawRow, errChan <-chan error, csvWriter *csv.Writer) (bool, error) {
+func (handler *handler) exportLogsCSV(rowChan <-chan *qbtypes.RawRow, errChan <-chan error, csvWriter *csv.Writer) (bool, error) {
+	var header []string
 
-	headerToIndexMapping := make(map[string]int)
-	var once sync.Once
+	headerToIndexMapping := make(map[string]int, len(header))
 
 	totalBytes := uint64(0)
 	for {
@@ -281,14 +239,18 @@ func (handler *handler) exportRawDataCSV(rowChan <-chan *qbtypes.RawRow, errChan
 			if !ok {
 				return true, nil
 			}
-			once.Do(func() {
-				header := constructCSVHeaderFromQueryResponse(row.Data)
-				_ = csvWriter.Write(header)
-				// We ignore the error here, as it will get caught in the next iteration
+			if header == nil {
+				// Initialize and write header for CSV
+				header = constructCSVHeaderFromQueryResponse(row.Data)
+
+				if err := csvWriter.Write(header); err != nil {
+					return false, err
+				}
+
 				for i, col := range header {
 					headerToIndexMapping[col] = i
 				}
-			})
+			}
 			record := constructCSVRecordFromQueryResponse(row.Data, headerToIndexMapping)
 			if err := csvWriter.Write(record); err != nil {
 				return false, err
@@ -306,8 +268,8 @@ func (handler *handler) exportRawDataCSV(rowChan <-chan *qbtypes.RawRow, errChan
 	}
 }
 
-// exportRawDataJSONL is a generic JSONL export function that works with any raw data (logs, traces, etc.)
-func (handler *handler) exportRawDataJSONL(rowChan <-chan *qbtypes.RawRow, errChan <-chan error, writer io.Writer) (bool, error) {
+func (handler *handler) exportLogsJSONL(rowChan <-chan *qbtypes.RawRow, errChan <-chan error, writer io.Writer) (bool, error) {
+
 	totalBytes := uint64(0)
 	for {
 		select {
@@ -315,11 +277,9 @@ func (handler *handler) exportRawDataJSONL(rowChan <-chan *qbtypes.RawRow, errCh
 			if !ok {
 				return true, nil
 			}
-			jsonBytes, err := json.Marshal(row.Data)
-			if err != nil {
-				return false, errors.NewUnexpectedf(errors.CodeInternal, "error marshaling JSON: %s", err)
-			}
-			totalBytes += uint64(len(jsonBytes)) + 1
+			// Handle JSON format (JSONL - one object per line)
+			jsonBytes, _ := json.Marshal(row.Data)
+			totalBytes += uint64(len(jsonBytes)) + 1 // +1 for newline
 
 			if _, err := writer.Write(jsonBytes); err != nil {
 				return false, errors.NewUnexpectedf(errors.CodeInternal, "error writing JSON: %s", err)
@@ -339,6 +299,69 @@ func (handler *handler) exportRawDataJSONL(rowChan <-chan *qbtypes.RawRow, errCh
 	}
 }
 
+func getExportQuerySource(queryParams url.Values) (string, error) {
+	switch queryParams.Get("source") {
+	case "logs", "":
+		return "logs", nil
+	case "metrics":
+		return "metrics", errors.NewInvalidInputf(errors.CodeInvalidInput, "metrics export not yet supported")
+	case "traces":
+		return "traces", errors.NewInvalidInputf(errors.CodeInvalidInput, "traces export not yet supported")
+	default:
+		return "", errors.NewInvalidInputf(errors.CodeInvalidInput, "invalid source: must be logs, metrics or traces")
+	}
+}
+
+func getExportQueryFormat(queryParams url.Values) (string, error) {
+	switch queryParams.Get("format") {
+	case "csv", "":
+		return "csv", nil
+	case "jsonl":
+		return "jsonl", nil
+	default:
+		return "", errors.NewInvalidInputf(errors.CodeInvalidInput, "invalid format: must be csv or jsonl")
+	}
+}
+
+func getExportQueryLimit(queryParams url.Values) (int, error) {
+
+	limitStr := queryParams.Get("limit")
+	if limitStr == "" {
+		return DefaultExportRowCountLimit, nil
+	} else {
+		limit, err := strconv.Atoi(limitStr)
+		if err != nil {
+			return 0, errors.NewInvalidInputf(errors.CodeInvalidInput, "invalid limit format: %s", err.Error())
+		}
+		if limit <= 0 {
+			return 0, errors.NewInvalidInputf(errors.CodeInvalidInput, "limit must be positive")
+		}
+		if limit > MaxExportRowCountLimit {
+			return 0, errors.NewInvalidInputf(errors.CodeInvalidInput, "limit cannot be more than %d", MaxExportRowCountLimit)
+		}
+		return limit, nil
+	}
+}
+
+func getExportQueryTimeRange(queryParams url.Values) (uint64, uint64, error) {
+
+	startTimeStr := queryParams.Get("start")
+	endTimeStr := queryParams.Get("end")
+
+	if startTimeStr == "" || endTimeStr == "" {
+		return 0, 0, errors.NewInvalidInputf(errors.CodeInvalidInput, "start and end time are required")
+	}
+	startTime, err := strconv.ParseUint(startTimeStr, 10, 64)
+	if err != nil {
+		return 0, 0, errors.NewInvalidInputf(errors.CodeInvalidInput, "invalid start time format: %s", err.Error())
+	}
+	endTime, err := strconv.ParseUint(endTimeStr, 10, 64)
+	if err != nil {
+		return 0, 0, errors.NewInvalidInputf(errors.CodeInvalidInput, "invalid end time format: %s", err.Error())
+	}
+	return startTime, endTime, nil
+}
+
 func constructCSVHeaderFromQueryResponse(data map[string]any) []string {
 	header := make([]string, 0, len(data))
 	for key := range data {
@@ -404,12 +427,9 @@ func constructCSVRecordFromQueryResponse(data map[string]any, headerToIndexMappi
 				valueStr = v.String()
 
 			default:
-				jsonBytes, err := json.Marshal(v)
-				if err != nil {
-					valueStr = fmt.Sprintf("%v", v)
-				} else {
-					valueStr = string(jsonBytes)
-				}
+				// For all other complex types (maps, structs, etc.)
+				jsonBytes, _ := json.Marshal(v)
+				valueStr = string(jsonBytes)
 			}
 
 			record[index] = sanitizeForCSV(valueStr)
@@ -418,17 +438,23 @@ func constructCSVRecordFromQueryResponse(data map[string]any, headerToIndexMappi
 	return record
 }
 
-// parseExportQueryColumns converts bound column strings to TelemetryFieldKey structs.
-// Each column should be in the format "context.field:type" or "context.field" or "field"
-func parseExportQueryColumns(columnParams []string) []telemetrytypes.TelemetryFieldKey {
+// getExportQueryColumns parses the "columns" query parameters and returns a slice of TelemetryFieldKey structs.
+// Each column should be a valid telemetry field key in the format "context.field:type" or "context.field" or "field"
+func getExportQueryColumns(queryParams url.Values) []telemetrytypes.TelemetryFieldKey {
+	columnParams := queryParams["columns"]
+
 	columns := make([]telemetrytypes.TelemetryFieldKey, 0, len(columnParams))
+
 	for _, columnStr := range columnParams {
+		// Skip empty strings
 		columnStr = strings.TrimSpace(columnStr)
 		if columnStr == "" {
 			continue
 		}
+
 		columns = append(columns, telemetrytypes.GetFieldKeyFromKeyText(columnStr))
 	}
+
 	return columns
 }
 
@@ -440,24 +466,51 @@ func getsizeOfStringSlice(slice []string) uint64 {
 	return totalBytes
 }
 
-// parseExportQueryOrderBy converts a bound order_by string to an OrderBy slice.
-// The string should be in the format "column:direction" and is assumed already validated.
-func parseExportQueryOrderBy(orderByParam string) ([]qbtypes.OrderBy, error) {
+// getExportQueryOrderBy parses the "order_by" query parameters and returns a slice of OrderBy structs.
+// Each "order_by" parameter should be in the format "column:direction"
+// Each "column" should be a valid telemetry field key in the format "context.field:type" or "context.field" or "field"
+func getExportQueryOrderBy(queryParams url.Values) ([]qbtypes.OrderBy, error) {
+	orderByParam := queryParams.Get("order_by")
+
 	orderByParam = strings.TrimSpace(orderByParam)
 	if orderByParam == "" {
-		return []qbtypes.OrderBy{}, nil
+		return telemetrylogs.DefaultLogsV2SortingOrder, nil
 	}
 
 	parts := strings.Split(orderByParam, ":")
+	if len(parts) != 2 && len(parts) != 3 {
+		return nil, errors.NewInvalidInputf(errors.CodeInvalidInput, "invalid order_by format: %s, should be <column>:<direction>", orderByParam)
+	}
+
 	column := strings.Join(parts[:len(parts)-1], ":")
 	direction := parts[len(parts)-1]
 
-	return []qbtypes.OrderBy{
+	orderDirection, ok := qbtypes.OrderDirectionMap[direction]
+	if !ok {
+		return nil, errors.NewInvalidInputf(errors.CodeInvalidInput, "invalid order_by direction: %s, should be one of %s, %s", direction, qbtypes.OrderDirectionAsc, qbtypes.OrderDirectionDesc)
+	}
+
+	orderByKey := telemetrytypes.GetFieldKeyFromKeyText(column)
+
+	orderBy := []qbtypes.OrderBy{
 		{
 			Key: qbtypes.OrderByKey{
-				TelemetryFieldKey: telemetrytypes.GetFieldKeyFromKeyText(column),
+				TelemetryFieldKey: orderByKey,
 			},
-			Direction: qbtypes.OrderDirectionMap[direction],
+			Direction: orderDirection,
 		},
-	}, nil
+	}
+
+	// If we are ordering by the timestamp column, also order by the ID column
+	if orderByKey.Name == telemetrylogs.LogsV2TimestampColumn {
+		orderBy = append(orderBy, qbtypes.OrderBy{
+			Key: qbtypes.OrderByKey{
+				TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{
+					Name: telemetrylogs.LogsV2IDColumn,
+				},
+			},
+			Direction: orderDirection,
+		})
+	}
+	return orderBy, nil
 }

pkg/modules/rawdataexport/implrawdataexport/handler_test.go

@@ -2,162 +2,261 @@ package implrawdataexport
 
 import (
 	"net/url"
+	"strconv"
 	"testing"
 
-	"github.com/SigNoz/signoz/pkg/http/binding"
-	"github.com/SigNoz/signoz/pkg/types"
+	"github.com/SigNoz/signoz/pkg/telemetrylogs"
 	qbtypes "github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
 	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
 	"github.com/stretchr/testify/assert"
 )
 
-func TestExportRawDataQueryParams_BindingDefaults(t *testing.T) {
-	var params types.ExportRawDataQueryParams
-	err := binding.Query.BindQuery(url.Values{}, &params)
-	assert.NoError(t, err)
-	assert.Equal(t, "logs", params.Source)
-	assert.Equal(t, "csv", params.Format)
-	assert.Equal(t, DefaultExportRowCountLimit, params.Limit)
-}
-
-
-func logQuery(limit int) qbtypes.QueryEnvelope {
-	return qbtypes.QueryEnvelope{
-		Type: qbtypes.QueryTypeBuilder,
-		Spec: qbtypes.QueryBuilderQuery[qbtypes.LogAggregation]{Limit: limit},
-	}
-}
-
-func traceQuery(limit int) qbtypes.QueryEnvelope {
-	return qbtypes.QueryEnvelope{
-		Type: qbtypes.QueryTypeBuilder,
-		Spec: qbtypes.QueryBuilderQuery[qbtypes.TraceAggregation]{Limit: limit},
-	}
-}
-
-func traceOperatorQuery(limit int) qbtypes.QueryEnvelope {
-	return qbtypes.QueryEnvelope{
-		Type: qbtypes.QueryTypeTraceOperator,
-		Spec: qbtypes.QueryBuilderTraceOperator{Limit: limit},
-	}
-}
-
-func makeRequest(queries ...qbtypes.QueryEnvelope) qbtypes.QueryRangeRequest {
-	return qbtypes.QueryRangeRequest{
-		CompositeQuery: qbtypes.CompositeQuery{Queries: queries},
-	}
-}
-
-func TestValidateAndApplyExportLimits(t *testing.T) {
+func TestGetExportQuerySource(t *testing.T) {
 	tests := []struct {
-		name          string
-		req           qbtypes.QueryRangeRequest
-		expectedError bool
-		// assertions on each query after the call (indexed)
-		checkQueries func(t *testing.T, queries []qbtypes.QueryEnvelope)
+		name           string
+		queryParams    url.Values
+		expectedSource string
+		expectedError  bool
 	}{
 		{
-			name: "single log query, zero limit gets default",
-			req:  makeRequest(logQuery(0)),
-			checkQueries: func(t *testing.T, q []qbtypes.QueryEnvelope) {
-				assert.Equal(t, DefaultExportRowCountLimit, q[0].GetLimit())
-			},
+			name:           "default logs source",
+			queryParams:    url.Values{},
+			expectedSource: "logs",
+			expectedError:  false,
 		},
 		{
-			name: "single log query, valid limit kept",
-			req:  makeRequest(logQuery(1000)),
-			checkQueries: func(t *testing.T, q []qbtypes.QueryEnvelope) {
-				assert.Equal(t, 1000, q[0].GetLimit())
-			},
+			name:           "explicit logs source",
+			queryParams:    url.Values{"source": {"logs"}},
+			expectedSource: "logs",
+			expectedError:  false,
 		},
 		{
-			name: "single log query, max limit kept",
-			req:  makeRequest(logQuery(MaxExportRowCountLimit)),
-			checkQueries: func(t *testing.T, q []qbtypes.QueryEnvelope) {
-				assert.Equal(t, MaxExportRowCountLimit, q[0].GetLimit())
-			},
+			name:           "metrics source - not supported",
+			queryParams:    url.Values{"source": {"metrics"}},
+			expectedSource: "metrics",
+			expectedError:  true,
 		},
 		{
-			name:          "single log query, limit exceeds max",
-			req:           makeRequest(logQuery(MaxExportRowCountLimit + 1)),
+			name:           "traces source - not supported",
+			queryParams:    url.Values{"source": {"traces"}},
+			expectedSource: "traces",
+			expectedError:  true,
+		},
+		{
+			name:           "invalid source",
+			queryParams:    url.Values{"source": {"invalid"}},
+			expectedSource: "",
+			expectedError:  true,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			source, err := getExportQuerySource(tt.queryParams)
+			assert.Equal(t, tt.expectedSource, source)
+			if tt.expectedError {
+				assert.Error(t, err)
+			} else {
+				assert.NoError(t, err)
+			}
+		})
+	}
+}
+
+func TestGetExportQueryFormat(t *testing.T) {
+	tests := []struct {
+		name           string
+		queryParams    url.Values
+		expectedFormat string
+		expectedError  bool
+	}{
+		{
+			name:           "default csv format",
+			queryParams:    url.Values{},
+			expectedFormat: "csv",
+			expectedError:  false,
+		},
+		{
+			name:           "explicit csv format",
+			queryParams:    url.Values{"format": {"csv"}},
+			expectedFormat: "csv",
+			expectedError:  false,
+		},
+		{
+			name:           "jsonl format",
+			queryParams:    url.Values{"format": {"jsonl"}},
+			expectedFormat: "jsonl",
+			expectedError:  false,
+		},
+		{
+			name:           "invalid format",
+			queryParams:    url.Values{"format": {"xml"}},
+			expectedFormat: "",
+			expectedError:  true,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			format, err := getExportQueryFormat(tt.queryParams)
+			assert.Equal(t, tt.expectedFormat, format)
+			if tt.expectedError {
+				assert.Error(t, err)
+			} else {
+				assert.NoError(t, err)
+			}
+		})
+	}
+}
+
+func TestGetExportQueryLimit(t *testing.T) {
+	tests := []struct {
+		name          string
+		queryParams   url.Values
+		expectedLimit int
+		expectedError bool
+	}{
+		{
+			name:          "default limit",
+			queryParams:   url.Values{},
+			expectedLimit: DefaultExportRowCountLimit,
+			expectedError: false,
+		},
+		{
+			name:          "valid limit",
+			queryParams:   url.Values{"limit": {"5000"}},
+			expectedLimit: 5000,
+			expectedError: false,
+		},
+		{
+			name:          "maximum limit",
+			queryParams:   url.Values{"limit": {strconv.Itoa(MaxExportRowCountLimit)}},
+			expectedLimit: MaxExportRowCountLimit,
+			expectedError: false,
+		},
+		{
+			name:          "limit exceeds maximum",
+			queryParams:   url.Values{"limit": {"100000"}},
+			expectedLimit: 0,
 			expectedError: true,
 		},
 		{
-			name:          "single log query, negative limit",
-			req:           makeRequest(logQuery(-1)),
+			name:          "invalid limit format",
+			queryParams:   url.Values{"limit": {"invalid"}},
+			expectedLimit: 0,
 			expectedError: true,
 		},
 		{
-			name: "single trace query, zero limit gets default",
-			req:  makeRequest(traceQuery(0)),
-			checkQueries: func(t *testing.T, q []qbtypes.QueryEnvelope) {
-				assert.Equal(t, DefaultExportRowCountLimit, q[0].GetLimit())
-			},
-		},
-		{
-			name:          "multiple queries without trace operator",
-			req:           makeRequest(logQuery(0), traceQuery(0)),
-			expectedError: true,
-		},
-		{
-			name: "trace operator with other queries — non-operator disabled",
-			req:  makeRequest(logQuery(500), traceOperatorQuery(1000)),
-			checkQueries: func(t *testing.T, q []qbtypes.QueryEnvelope) {
-				assert.True(t, q[0].GetDisabled(), "log query should be disabled")
-				assert.False(t, q[1].GetDisabled(), "trace operator should stay enabled")
-				assert.Equal(t, 1000, q[1].GetLimit())
-			},
-		},
-		{
-			name: "trace operator alone, zero limit gets default",
-			req:  makeRequest(traceOperatorQuery(0)),
-			checkQueries: func(t *testing.T, q []qbtypes.QueryEnvelope) {
-				assert.Equal(t, DefaultExportRowCountLimit, q[0].GetLimit())
-			},
-		},
-		{
-			name:          "unsupported query type",
-			req:           makeRequest(qbtypes.QueryEnvelope{Type: qbtypes.QueryTypeBuilder, Spec: qbtypes.QueryBuilderQuery[qbtypes.MetricAggregation]{}}),
+			name:          "negative limit",
+			queryParams:   url.Values{"limit": {"-100"}},
+			expectedLimit: 0,
 			expectedError: true,
 		},
 	}
 
 	for _, tt := range tests {
 		t.Run(tt.name, func(t *testing.T) {
-			err := validateAndApplyExportLimits(&tt.req)
+			limit, err := getExportQueryLimit(tt.queryParams)
+			assert.Equal(t, tt.expectedLimit, limit)
 			if tt.expectedError {
 				assert.Error(t, err)
 			} else {
 				assert.NoError(t, err)
-				if tt.checkQueries != nil {
-					tt.checkQueries(t, tt.req.CompositeQuery.Queries)
-				}
 			}
 		})
 	}
 }
 
-func TestParseExportQueryColumns(t *testing.T) {
+func TestGetExportQueryTimeRange(t *testing.T) {
+	tests := []struct {
+		name              string
+		queryParams       url.Values
+		expectedStartTime uint64
+		expectedEndTime   uint64
+		expectedError     bool
+	}{
+		{
+			name: "valid time range",
+			queryParams: url.Values{
+				"start": {"1640995200"},
+				"end":   {"1641081600"},
+			},
+			expectedStartTime: 1640995200,
+			expectedEndTime:   1641081600,
+			expectedError:     false,
+		},
+		{
+			name:          "missing start time",
+			queryParams:   url.Values{"end": {"1641081600"}},
+			expectedError: true,
+		},
+		{
+			name:          "missing end time",
+			queryParams:   url.Values{"start": {"1640995200"}},
+			expectedError: true,
+		},
+		{
+			name:          "missing both times",
+			queryParams:   url.Values{},
+			expectedError: true,
+		},
+		{
+			name: "invalid start time format",
+			queryParams: url.Values{
+				"start": {"invalid"},
+				"end":   {"1641081600"},
+			},
+			expectedError: true,
+		},
+		{
+			name: "invalid end time format",
+			queryParams: url.Values{
+				"start": {"1640995200"},
+				"end":   {"invalid"},
+			},
+			expectedError: true,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			startTime, endTime, err := getExportQueryTimeRange(tt.queryParams)
+			if tt.expectedError {
+				assert.Error(t, err)
+			} else {
+				assert.NoError(t, err)
+				assert.Equal(t, tt.expectedStartTime, startTime)
+				assert.Equal(t, tt.expectedEndTime, endTime)
+			}
+		})
+	}
+}
+
+func TestGetExportQueryColumns(t *testing.T) {
 	tests := []struct {
 		name            string
-		input           []string
+		queryParams     url.Values
 		expectedColumns []telemetrytypes.TelemetryFieldKey
 	}{
 		{
-			name:            "empty input",
-			input:           []string{},
+			name:            "no columns specified",
+			queryParams:     url.Values{},
 			expectedColumns: []telemetrytypes.TelemetryFieldKey{},
 		},
 		{
-			name:  "single column",
-			input: []string{"timestamp"},
+			name: "single column",
+			queryParams: url.Values{
+				"columns": {"timestamp"},
+			},
 			expectedColumns: []telemetrytypes.TelemetryFieldKey{
 				{Name: "timestamp"},
 			},
 		},
 		{
-			name:  "multiple columns",
-			input: []string{"timestamp", "message", "level"},
+			name: "multiple columns",
+			queryParams: url.Values{
+				"columns": {"timestamp", "message", "level"},
+			},
 			expectedColumns: []telemetrytypes.TelemetryFieldKey{
 				{Name: "timestamp"},
 				{Name: "message"},
@@ -165,90 +264,211 @@ func TestParseExportQueryColumns(t *testing.T) {
 			},
 		},
 		{
-			name:  "empty entry is skipped",
-			input: []string{"timestamp", "", "level"},
+			name: "empty column name (should be skipped)",
+			queryParams: url.Values{
+				"columns": {"timestamp", "", "level"},
+			},
 			expectedColumns: []telemetrytypes.TelemetryFieldKey{
 				{Name: "timestamp"},
 				{Name: "level"},
 			},
 		},
 		{
-			name:  "whitespace-only entry is skipped",
-			input: []string{"timestamp", "   ", "level"},
+			name: "whitespace column name (should be skipped)",
+			queryParams: url.Values{
+				"columns": {"timestamp", "   ", "level"},
+			},
 			expectedColumns: []telemetrytypes.TelemetryFieldKey{
 				{Name: "timestamp"},
 				{Name: "level"},
 			},
 		},
 		{
-			name:  "column with context and type",
-			input: []string{"attribute.user:string"},
+			name: "valid column name with data type",
+			queryParams: url.Values{
+				"columns": {"timestamp", "attribute.user:string", "level"},
+			},
 			expectedColumns: []telemetrytypes.TelemetryFieldKey{
+				{Name: "timestamp"},
 				{Name: "user", FieldContext: telemetrytypes.FieldContextAttribute, FieldDataType: telemetrytypes.FieldDataTypeString},
+				{Name: "level"},
 			},
 		},
 		{
-			name:  "column with context, dot-notation name",
-			input: []string{"attribute.user.string"},
+			name: "valid column name with dot notation",
+			queryParams: url.Values{
+				"columns": {"timestamp", "attribute.user.string", "level"},
+			},
 			expectedColumns: []telemetrytypes.TelemetryFieldKey{
+				{Name: "timestamp"},
 				{Name: "user.string", FieldContext: telemetrytypes.FieldContextAttribute},
+				{Name: "level"},
 			},
 		},
 	}
 
 	for _, tt := range tests {
 		t.Run(tt.name, func(t *testing.T) {
-			columns := parseExportQueryColumns(tt.input)
+			columns := getExportQueryColumns(tt.queryParams)
 			assert.Equal(t, len(tt.expectedColumns), len(columns))
-			for i, expected := range tt.expectedColumns {
-				assert.Equal(t, expected, columns[i])
+			for i, expectedCol := range tt.expectedColumns {
+				assert.Equal(t, expectedCol, columns[i])
 			}
 		})
 	}
 }
 
-func TestParseExportQueryOrderBy(t *testing.T) {
+func TestGetExportQueryOrderBy(t *testing.T) {
 	tests := []struct {
 		name          string
-		input         string
+		queryParams   url.Values
 		expectedOrder []qbtypes.OrderBy
 		expectedError bool
 	}{
 		{
-			name:          "empty string returns empty slice",
-			input:         "",
-			expectedOrder: []qbtypes.OrderBy{},
-			expectedError: false,
-		},
-		{
-			name:  "simple column asc",
-			input: "timestamp:asc",
-			expectedOrder: []qbtypes.OrderBy{
-				{
-					Direction: qbtypes.OrderDirectionAsc,
-					Key: qbtypes.OrderByKey{
-						TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{Name: "timestamp"},
-					},
-				},
-			},
-			expectedError: false,
-		},
-		{
-			name:  "simple column desc",
-			input: "timestamp:desc",
+			name:        "no order specified",
+			queryParams: url.Values{},
 			expectedOrder: []qbtypes.OrderBy{
 				{
 					Direction: qbtypes.OrderDirectionDesc,
 					Key: qbtypes.OrderByKey{
-						TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{Name: "timestamp"},
+						TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{
+							Name: telemetrylogs.LogsV2TimestampColumn,
+						},
+					},
+				},
+				{
+					Direction: qbtypes.OrderDirectionDesc,
+					Key: qbtypes.OrderByKey{
+						TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{
+							Name: telemetrylogs.LogsV2IDColumn,
+						},
 					},
 				},
 			},
 			expectedError: false,
 		},
 		{
-			name:  "column with context and type qualifier",
-			input: "attribute.user:string:desc",
+			name: "single order error, direction not specified",
+			queryParams: url.Values{
+				"order_by": {"timestamp"},
+			},
+			expectedOrder: nil,
+			expectedError: true,
+		},
+		{
+			name: "single order no error",
+			queryParams: url.Values{
+				"order_by": {"timestamp:asc"},
+			},
+			expectedOrder: []qbtypes.OrderBy{
+				{
+					Direction: qbtypes.OrderDirectionAsc,
+					Key: qbtypes.OrderByKey{
+						TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{
+							Name: telemetrylogs.LogsV2TimestampColumn,
+						},
+					},
+				},
+				{
+					Direction: qbtypes.OrderDirectionAsc,
+					Key: qbtypes.OrderByKey{
+						TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{
+							Name: telemetrylogs.LogsV2IDColumn,
+						},
+					},
+				},
+			},
+			expectedError: false,
+		},
+		{
+			name: "multiple orders",
+			queryParams: url.Values{
+				"order_by": {"timestamp:asc", "body:desc", "id:asc"},
+			},
+			expectedOrder: []qbtypes.OrderBy{
+				{
+					Direction: qbtypes.OrderDirectionAsc,
+					Key: qbtypes.OrderByKey{
+						TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{
+							Name: telemetrylogs.LogsV2TimestampColumn,
+						},
+					},
+				},
+				{
+					Direction: qbtypes.OrderDirectionAsc,
+					Key: qbtypes.OrderByKey{
+						TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{
+							Name: telemetrylogs.LogsV2IDColumn,
+						},
+					},
+				},
+			},
+			expectedError: false,
+		},
+		{
+			name: "empty order name (should be skipped)",
+			queryParams: url.Values{
+				"order_by": {"timestamp:asc", "", "id:asc"},
+			},
+			expectedOrder: []qbtypes.OrderBy{
+				{
+					Direction: qbtypes.OrderDirectionAsc,
+					Key: qbtypes.OrderByKey{
+						TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{
+							Name: telemetrylogs.LogsV2TimestampColumn,
+						},
+					},
+				},
+				{
+					Direction: qbtypes.OrderDirectionAsc,
+					Key: qbtypes.OrderByKey{
+						TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{
+							Name: telemetrylogs.LogsV2IDColumn,
+						},
+					},
+				},
+			},
+			expectedError: false,
+		},
+		{
+			name: "whitespace order name (should be skipped)",
+			queryParams: url.Values{
+				"order_by": {"timestamp:asc", "   ", "id:asc"},
+			},
+			expectedOrder: []qbtypes.OrderBy{
+				{
+					Direction: qbtypes.OrderDirectionAsc,
+					Key: qbtypes.OrderByKey{
+						TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{
+							Name: telemetrylogs.LogsV2TimestampColumn,
+						},
+					},
+				},
+				{
+					Direction: qbtypes.OrderDirectionAsc,
+					Key: qbtypes.OrderByKey{
+						TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{
+							Name: telemetrylogs.LogsV2IDColumn,
+						},
+					},
+				},
+			},
+			expectedError: false,
+		},
+		{
+			name: "invalid order name (should error out)",
+			queryParams: url.Values{
+				"order_by": {"attributes.user:", "id:asc"},
+			},
+			expectedOrder: nil,
+			expectedError: true,
+		},
+		{
+			name: "valid order name (should be included)",
+			queryParams: url.Values{
+				"order_by": {"attribute.user:string:desc", "id:asc"},
+			},
 			expectedOrder: []qbtypes.OrderBy{
 				{
 					Direction: qbtypes.OrderDirectionDesc,
@@ -264,8 +484,10 @@ func TestParseExportQueryOrderBy(t *testing.T) {
 			expectedError: false,
 		},
 		{
-			name:  "column with context, dot-notation name",
-			input: "attribute.user.string:desc",
+			name: "valid order name (should be included)",
+			queryParams: url.Values{
+				"order_by": {"attribute.user.string:desc", "id:asc"},
+			},
 			expectedOrder: []qbtypes.OrderBy{
 				{
 					Direction: qbtypes.OrderDirectionDesc,
@@ -279,35 +501,18 @@ func TestParseExportQueryOrderBy(t *testing.T) {
 			},
 			expectedError: false,
 		},
-		{
-			name:  "resource with context and type",
-			input: "resource.service.name:string:asc",
-			expectedOrder: []qbtypes.OrderBy{
-				{
-					Direction: qbtypes.OrderDirectionAsc,
-					Key: qbtypes.OrderByKey{
-						TelemetryFieldKey: telemetrytypes.TelemetryFieldKey{
-							Name:          "service.name",
-							FieldContext:  telemetrytypes.FieldContextResource,
-							FieldDataType: telemetrytypes.FieldDataTypeString,
-						},
-					},
-				},
-			},
-			expectedError: false,
-		},
 	}
 
 	for _, tt := range tests {
 		t.Run(tt.name, func(t *testing.T) {
-			order, err := parseExportQueryOrderBy(tt.input)
+			order, err := getExportQueryOrderBy(tt.queryParams)
 			if tt.expectedError {
 				assert.Error(t, err)
 			} else {
 				assert.NoError(t, err)
 				assert.Equal(t, len(tt.expectedOrder), len(order))
-				for i, expected := range tt.expectedOrder {
-					assert.Equal(t, expected, order[i])
+				for i, expectedOrd := range tt.expectedOrder {
+					assert.Equal(t, expectedOrd, order[i])
 				}
 			}
 		})
@@ -324,8 +529,10 @@ func TestConstructCSVHeaderFromQueryResponse(t *testing.T) {
 
 	header := constructCSVHeaderFromQueryResponse(data)
 
+	// Since map iteration order is not guaranteed, check that all expected keys are present
 	expectedKeys := []string{"timestamp", "message", "level", "id"}
 	assert.Equal(t, len(expectedKeys), len(header))
+
 	for _, key := range expectedKeys {
 		assert.Contains(t, header, key)
 	}

pkg/modules/rawdataexport/implrawdataexport/module.go

@@ -23,26 +23,8 @@ func NewModule(querier querier.Querier) rawdataexport.Module {
 
 func (m *Module) ExportRawData(ctx context.Context, orgID valuer.UUID, rangeRequest *qbtypes.QueryRangeRequest, doneChan chan any) (chan *qbtypes.RawRow, chan error) {
 
-	isTraceOperatorQueryPresent := false
-	traceOperatorQueryIndex := -1
-
-	queries := rangeRequest.CompositeQuery.Queries
-	for idx := range len(queries) {
-		if _, ok := queries[idx].Spec.(qbtypes.QueryBuilderTraceOperator); ok {
-			isTraceOperatorQueryPresent = true
-			traceOperatorQueryIndex = idx
-			break
-		}
-	}
-
-	// If the trace operator query is present, mark the queries other than trace operator as disabled
-	if isTraceOperatorQueryPresent {
-		for idx := range len(queries) {
-			if idx != traceOperatorQueryIndex {
-				queries[idx].SetDisabled(true)
-			}
-		}
-	}
+	spec := rangeRequest.CompositeQuery.Queries[0].Spec.(qbtypes.QueryBuilderQuery[qbtypes.LogAggregation])
+	rowCountLimit := spec.Limit
 
 	rowChan := make(chan *qbtypes.RawRow, 1)
 	errChan := make(chan error, 1)
@@ -56,62 +38,52 @@ func (m *Module) ExportRawData(ctx context.Context, orgID valuer.UUID, rangeRequ
 		defer close(errChan)
 		defer close(rowChan)
 
-		if isTraceOperatorQueryPresent {
-			// If the trace operator query is present, we need to export the data for the trace operator query only
-			exportRawDataForSingleQuery(m.querier, contextWithTimeout, orgID, rangeRequest, rowChan, errChan, doneChan, traceOperatorQueryIndex)
-		} else {
-			// If the trace operator query is not present, we need to export the data for the first query only
-			exportRawDataForSingleQuery(m.querier, contextWithTimeout, orgID, rangeRequest, rowChan, errChan, doneChan, 0)
+		rowCount := 0
+
+		for rowCount < rowCountLimit {
+			spec.Limit = min(ChunkSize, rowCountLimit-rowCount)
+			spec.Offset = rowCount
+
+			rangeRequest.CompositeQuery.Queries[0].Spec = spec
+
+			response, err := m.querier.QueryRange(contextWithTimeout, orgID, rangeRequest)
+			if err != nil {
+				errChan <- err
+				return
+			}
+
+			newRowsCount := 0
+			for _, result := range response.Data.Results {
+				resultData, ok := result.(*qbtypes.RawData)
+				if !ok {
+					errChan <- errors.NewInternalf(errors.CodeInternal, "expected RawData, got %T", result)
+					return
+				}
+
+				newRowsCount += len(resultData.Rows)
+				for _, row := range resultData.Rows {
+					select {
+					case rowChan <- row:
+					case <-doneChan:
+						return
+					case <-ctx.Done():
+						errChan <- ctx.Err()
+						return
+					}
+				}
+
+			}
+
+			// Break if we did not receive any new rows
+			if newRowsCount == 0 {
+				return
+			}
+
+			rowCount += newRowsCount
+
 		}
 	}()
 
 	return rowChan, errChan
 
 }
-
-func exportRawDataForSingleQuery(querier querier.Querier, ctx context.Context, orgID valuer.UUID, rangeRequest *qbtypes.QueryRangeRequest, rowChan chan *qbtypes.RawRow, errChan chan error, doneChan chan any, queryIndex int) {
-
-	query := rangeRequest.CompositeQuery.Queries[queryIndex]
-	rowCountLimit := query.GetLimit()
-	rowCount := 0
-
-	for rowCount < rowCountLimit {
-		chunkSize := min(ChunkSize, rowCountLimit-rowCount)
-		query.SetLimit(chunkSize)
-		query.SetOffset(rowCount)
-
-		response, err := querier.QueryRange(ctx, orgID, rangeRequest)
-		if err != nil {
-			errChan <- err
-			return
-		}
-
-		newRowsCount := 0
-		for _, result := range response.Data.Results {
-			resultData, ok := result.(*qbtypes.RawData)
-			if !ok {
-				errChan <- errors.NewInternalf(errors.CodeInternal, "expected RawData, got %T", result)
-				return
-			}
-
-			newRowsCount += len(resultData.Rows)
-			for _, row := range resultData.Rows {
-				select {
-				case rowChan <- row:
-				case <-doneChan:
-					return
-				case <-ctx.Done():
-					errChan <- ctx.Err()
-					return
-				}
-			}
-		}
-
-		rowCount += newRowsCount
-
-		// Stop if we received fewer rows than requested — no more data available
-		if newRowsCount < chunkSize {
-			return
-		}
-	}
-}

pkg/querier/openapi.go

@@ -0,0 +1,454 @@
+package querier
+
+import (
+	"net/http"
+
+	"github.com/SigNoz/signoz/pkg/http/handler"
+	qbtypes "github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
+	"github.com/SigNoz/signoz/pkg/types/ctxtypes"
+)
+
+// QueryRangeV5OpenAPIDef is the OpenAPI definition for the /api/v5/query_range endpoint.
+var QueryRangeV5OpenAPIDef = handler.OpenAPIDef{
+	ID:                  "QueryRangeV5",
+	Tags:                []string{"query"},
+	Summary:             "Query range",
+	Description:         "Execute a composite query over a time range. Supports builder queries (traces, logs, metrics), formulas, trace operators, PromQL, and ClickHouse SQL.",
+	Request:             new(qbtypes.QueryRangeRequest),
+	RequestContentType:  "application/json",
+	RequestExamples:     queryRangeV5Examples,
+	Response:            new(qbtypes.QueryRangeResponse),
+	ResponseContentType: "application/json",
+	SuccessStatusCode:   http.StatusOK,
+	ErrorStatusCodes:    []int{http.StatusBadRequest},
+	SecuritySchemes: []handler.OpenAPISecurityScheme{
+		{Name: ctxtypes.AuthTypeAPIKey.StringValue(), Scopes: []string{"VIEWER"}},
+		{Name: ctxtypes.AuthTypeTokenizer.StringValue(), Scopes: []string{"VIEWER"}},
+	},
+}
+
+var queryRangeV5Examples = []handler.OpenAPIExample{
+	{
+		Name:    "traces_time_series",
+		Summary: "Time series: count spans grouped by service",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "time_series",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":   "A",
+							"signal": "traces",
+							"aggregations": []any{
+								map[string]any{"expression": "count()", "alias": "span_count"},
+							},
+							"stepInterval": "60s",
+							"filter":       map[string]any{"expression": "service.name = 'frontend'"},
+							"groupBy":      []any{map[string]any{"name": "service.name", "fieldContext": "resource"}},
+							"order":        []any{map[string]any{"key": map[string]any{"name": "span_count"}, "direction": "desc"}},
+							"limit":        10,
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "logs_time_series",
+		Summary: "Time series: count error logs grouped by service",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "time_series",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":   "A",
+							"signal": "logs",
+							"aggregations": []any{
+								map[string]any{"expression": "count()", "alias": "log_count"},
+							},
+							"stepInterval": "60s",
+							"filter":       map[string]any{"expression": "severity_text = 'ERROR'"},
+							"groupBy":      []any{map[string]any{"name": "service.name", "fieldContext": "resource"}},
+							"order":        []any{map[string]any{"key": map[string]any{"name": "log_count"}, "direction": "desc"}},
+							"limit":        10,
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "metrics_gauge_time_series",
+		Summary: "Time series: latest gauge value averaged across series",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "time_series",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":   "A",
+							"signal": "metrics",
+							"aggregations": []any{
+								map[string]any{"metricName": "system.cpu.utilization", "timeAggregation": "latest", "spaceAggregation": "avg"},
+							},
+							"stepInterval": "60s",
+							"groupBy":      []any{map[string]any{"name": "host.name", "fieldContext": "resource"}},
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "metrics_rate_time_series",
+		Summary: "Time series: rate of cumulative counter",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "time_series",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":   "A",
+							"signal": "metrics",
+							"aggregations": []any{
+								map[string]any{"metricName": "http.server.duration.count", "timeAggregation": "rate", "spaceAggregation": "sum"},
+							},
+							"stepInterval": 120,
+							"groupBy":      []any{map[string]any{"name": "service.name", "fieldContext": "resource"}},
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "metrics_histogram_time_series",
+		Summary: "Time series: p99 latency from histogram",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "time_series",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":   "A",
+							"signal": "metrics",
+							"aggregations": []any{
+								map[string]any{"metricName": "http.server.duration.bucket", "spaceAggregation": "p99"},
+							},
+							"stepInterval": "60s",
+							"groupBy":      []any{map[string]any{"name": "service.name", "fieldContext": "resource"}},
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "logs_raw",
+		Summary: "Raw: fetch raw log records",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "raw",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":   "A",
+							"signal": "logs",
+							"filter": map[string]any{"expression": "severity_text = 'ERROR'"},
+							"selectFields": []any{
+								map[string]any{"name": "body", "fieldContext": "log"},
+								map[string]any{"name": "service.name", "fieldContext": "resource"},
+							},
+							"order": []any{
+								map[string]any{"key": map[string]any{"name": "timestamp", "fieldContext": "log"}, "direction": "desc"},
+								map[string]any{"key": map[string]any{"name": "id"}, "direction": "desc"},
+							},
+							"limit":  50,
+							"offset": 0,
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "traces_raw",
+		Summary: "Raw: fetch raw span records",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "raw",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":   "A",
+							"signal": "traces",
+							"filter": map[string]any{"expression": "service.name = 'frontend' AND has_error = true"},
+							"selectFields": []any{
+								map[string]any{"name": "name", "fieldContext": "span"},
+								map[string]any{"name": "duration_nano", "fieldContext": "span"},
+							},
+							"order": []any{
+								map[string]any{"key": map[string]any{"name": "timestamp", "fieldContext": "span"}, "direction": "desc"},
+							},
+							"limit": 100,
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "traces_scalar",
+		Summary: "Scalar: total span count",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "scalar",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":   "A",
+							"signal": "traces",
+							"aggregations": []any{
+								map[string]any{"expression": "count()", "alias": "span_count"},
+							},
+							"filter": map[string]any{"expression": "service.name = 'frontend'"},
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "logs_scalar",
+		Summary: "Scalar: total error log count",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "scalar",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":   "A",
+							"signal": "logs",
+							"aggregations": []any{
+								map[string]any{"expression": "count()", "alias": "error_count"},
+							},
+							"filter": map[string]any{"expression": "severity_text = 'ERROR'"},
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "metrics_scalar",
+		Summary: "Scalar: single reduced metric value",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "scalar",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":   "A",
+							"signal": "metrics",
+							"aggregations": []any{
+								map[string]any{"metricName": "http.server.duration.count", "timeAggregation": "rate", "spaceAggregation": "sum", "reduceTo": "sum"},
+							},
+							"stepInterval": "60s",
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "formula",
+		Summary: "Formula: error rate from two trace queries",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "time_series",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":         "A",
+							"signal":       "traces",
+							"aggregations": []any{map[string]any{"expression": "countIf(has_error = true)"}},
+							"stepInterval": "60s",
+							"groupBy":      []any{map[string]any{"name": "service.name", "fieldContext": "resource"}},
+						},
+					},
+					map[string]any{
+						"type": "builder_query",
+						"spec": map[string]any{
+							"name":         "B",
+							"signal":       "traces",
+							"aggregations": []any{map[string]any{"expression": "count()"}},
+							"stepInterval": "60s",
+							"groupBy":      []any{map[string]any{"name": "service.name", "fieldContext": "resource"}},
+						},
+					},
+					map[string]any{
+						"type": "builder_formula",
+						"spec": map[string]any{
+							"name":       "error_rate",
+							"expression": "A / B * 100",
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "promql",
+		Summary: "PromQL: request rate with UTF-8 metric name",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "time_series",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "promql",
+						"spec": map[string]any{
+							"name":  "request_rate",
+							"query": "sum(rate({\"http.server.duration.count\"}[5m])) by (\"service.name\")",
+							"step":  60,
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "clickhouse_sql_traces_time_series",
+		Summary: "ClickHouse SQL: traces time series with resource filter",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "time_series",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "clickhouse_sql",
+						"spec": map[string]any{
+							"name": "span_rate",
+							"query": "WITH __resource_filter AS (" +
+								" SELECT fingerprint FROM signoz_traces.distributed_traces_v3_resource" +
+								" WHERE seen_at_ts_bucket_start >= $start_timestamp - 1800 AND seen_at_ts_bucket_start <= $end_timestamp" +
+								" ) SELECT toStartOfInterval(timestamp, INTERVAL 60 SECOND) AS ts, count() AS value" +
+								" FROM signoz_traces.distributed_signoz_index_v3" +
+								" WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter)" +
+								" AND timestamp >= $start_datetime AND timestamp <= $end_datetime" +
+								" AND ts_bucket_start >= $start_timestamp - 1800 AND ts_bucket_start <= $end_timestamp" +
+								" GROUP BY ts ORDER BY ts",
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "clickhouse_sql_logs_raw",
+		Summary: "ClickHouse SQL: raw logs with resource filter",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "raw",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "clickhouse_sql",
+						"spec": map[string]any{
+							"name": "recent_errors",
+							"query": "WITH __resource_filter AS (" +
+								" SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource" +
+								" WHERE seen_at_ts_bucket_start >= $start_timestamp - 1800 AND seen_at_ts_bucket_start <= $end_timestamp" +
+								" ) SELECT timestamp, body" +
+								" FROM signoz_logs.distributed_logs_v2" +
+								" WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter)" +
+								" AND timestamp >= $start_timestamp_nano AND timestamp <= $end_timestamp_nano" +
+								" AND ts_bucket_start >= $start_timestamp - 1800 AND ts_bucket_start <= $end_timestamp" +
+								" AND severity_text = 'ERROR'" +
+								" ORDER BY timestamp DESC LIMIT 100",
+						},
+					},
+				},
+			},
+		},
+	},
+	{
+		Name:    "clickhouse_sql_traces_scalar",
+		Summary: "ClickHouse SQL: scalar aggregate with resource filter",
+		Value: map[string]any{
+			"schemaVersion": "v1",
+			"start":         1640995200000,
+			"end":           1640998800000,
+			"requestType":   "scalar",
+			"compositeQuery": map[string]any{
+				"queries": []any{
+					map[string]any{
+						"type": "clickhouse_sql",
+						"spec": map[string]any{
+							"name": "total_spans",
+							"query": "WITH __resource_filter AS (" +
+								" SELECT fingerprint FROM signoz_traces.distributed_traces_v3_resource" +
+								" WHERE seen_at_ts_bucket_start >= $start_timestamp - 1800 AND seen_at_ts_bucket_start <= $end_timestamp" +
+								" ) SELECT count() AS value" +
+								" FROM signoz_traces.distributed_signoz_index_v3" +
+								" WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter)" +
+								" AND timestamp >= $start_datetime AND timestamp <= $end_datetime" +
+								" AND ts_bucket_start >= $start_timestamp - 1800 AND ts_bucket_start <= $end_timestamp",
+						},
+					},
+				},
+			},
+		},
+	},
+}

pkg/query-service/app/http_handler.go

@@ -586,7 +586,7 @@ func (aH *APIHandler) RegisterRoutes(router *mux.Router, am *middleware.AuthZ) {
 	})).Methods(http.MethodGet)
 
 	// Export
-	// router.HandleFunc("/api/v1/export_raw_data", am.ViewAccess(aH.Signoz.Handlers.RawDataExport.ExportRawData)).Methods(http.MethodGet)
+	router.HandleFunc("/api/v1/export_raw_data", am.ViewAccess(aH.Signoz.Handlers.RawDataExport.ExportRawData)).Methods(http.MethodGet)
 
 	router.HandleFunc("/api/v1/span_percentile", am.ViewAccess(aH.Signoz.Handlers.SpanPercentile.GetSpanPercentileDetails)).Methods(http.MethodPost)
 

pkg/querybuilder/where_clause_visitor.go

@@ -871,7 +871,7 @@ func (v *filterExpressionVisitor) VisitKey(ctx *grammar.KeyContext) any {
 	// 1. either user meant key ( this is already handled above in fieldKeysForName )
 	// 2. or user meant `attribute.key` we look up in the map for all possible field keys with name 'attribute.key'
 
-	// Note: 
+	// Note:
 	// If user only wants to search `attribute.key`, then they have to use `attribute.attribute.key`
 	// If user only wants to search `key`, then they have to use `key`
 	// If user wants to search both, they can use `attribute.key` and we will resolve the ambiguity

pkg/signoz/openapi.go

@@ -1,7 +1,10 @@
 package signoz
 
 import (
+	"bytes"
 	"context"
+	"encoding/json"
+	"net/http"
 	"os"
 	"reflect"
 
@@ -20,13 +23,15 @@ 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/rawdataexport"
 	"github.com/SigNoz/signoz/pkg/modules/session"
 	"github.com/SigNoz/signoz/pkg/modules/user"
+	"github.com/SigNoz/signoz/pkg/querier"
 	"github.com/SigNoz/signoz/pkg/types/ctxtypes"
+	"github.com/gorilla/mux"
 	"github.com/swaggest/jsonschema-go"
 	"github.com/swaggest/openapi-go"
 	"github.com/swaggest/openapi-go/openapi3"
+	"gopkg.in/yaml.v2"
 )
 
 type OpenAPI struct {
@@ -53,12 +58,15 @@ func NewOpenAPI(ctx context.Context, instrumentation instrumentation.Instrumenta
 		struct{ gateway.Handler }{},
 		struct{ fields.Handler }{},
 		struct{ authz.Handler }{},
-		struct{ rawdataexport.Handler }{},
 	).New(ctx, instrumentation.ToProviderSettings(), apiserver.Config{})
 	if err != nil {
 		return nil, err
 	}
 
+	// Register routes that live outside the APIServer modules
+	// so they are discovered by the OpenAPI walker.
+	registerQueryRoutes(apiserver.Router())
+
 	reflector := openapi3.NewReflector()
 	reflector.JSONSchemaReflector().DefaultOptions = append(reflector.JSONSchemaReflector().DefaultOptions, jsonschema.InterceptDefName(func(t reflect.Type, defaultDefName string) string {
 		if defaultDefName == "RenderSuccessResponse" {
@@ -92,10 +100,67 @@ func (openapi *OpenAPI) CreateAndWrite(path string) error {
 		return err
 	}
 
-	spec, err := openapi.reflector.Spec.MarshalYAML()
+	// The library's MarshalYAML does a JSON round-trip that converts all numbers
+	// to float64, causing large integers (e.g. epoch millisecond timestamps) to
+	// render in scientific notation (1.6409952e+12).
+	jsonData, err := openapi.reflector.Spec.MarshalJSON()
+	if err != nil {
+		return err
+	}
+
+	dec := json.NewDecoder(bytes.NewReader(jsonData))
+	dec.UseNumber()
+
+	var v any
+	if err := dec.Decode(&v); err != nil {
+		return err
+	}
+
+	convertJSONNumbers(v)
+
+	spec, err := yaml.Marshal(v)
 	if err != nil {
 		return err
 	}
 
 	return os.WriteFile(path, spec, 0o600)
 }
+
+// convertJSONNumbers recursively walks a decoded JSON structure and converts
+// json.Number values to int64 (preferred) or float64 so that YAML marshaling
+// renders them as plain numbers instead of quoted strings.
+func convertJSONNumbers(v interface{}) {
+	switch val := v.(type) {
+	case map[string]interface{}:
+		for k, elem := range val {
+			if n, ok := elem.(json.Number); ok {
+				if i, err := n.Int64(); err == nil {
+					val[k] = i
+				} else if f, err := n.Float64(); err == nil {
+					val[k] = f
+				}
+			} else {
+				convertJSONNumbers(elem)
+			}
+		}
+	case []interface{}:
+		for i, elem := range val {
+			if n, ok := elem.(json.Number); ok {
+				if i64, err := n.Int64(); err == nil {
+					val[i] = i64
+				} else if f, err := n.Float64(); err == nil {
+					val[i] = f
+				}
+			} else {
+				convertJSONNumbers(elem)
+			}
+		}
+	}
+}
+
+func registerQueryRoutes(router *mux.Router) {
+	router.Handle("/api/v5/query_range", handler.New(
+		func(http.ResponseWriter, *http.Request) {},
+		querier.QueryRangeV5OpenAPIDef,
+	)).Methods(http.MethodPost)
+}

pkg/signoz/provider.go

@@ -252,7 +252,6 @@ func NewAPIServerProviderFactories(orgGetter organization.Getter, authz authz.Au
 			handlers.GatewayHandler,
 			handlers.Fields,
 			handlers.AuthzHandler,
-			handlers.RawDataExport,
 		),
 	)
 }

pkg/telemetrylogs/field_mapper.go

@@ -61,13 +61,11 @@ var (
 	}
 )
 
-type fieldMapper struct {
-}
+type fieldMapper struct {}
 
 func NewFieldMapper() qbtypes.FieldMapper {
 	return &fieldMapper{}
 }
-
 func (m *fieldMapper) getColumn(_ context.Context, key *telemetrytypes.TelemetryFieldKey) (*schema.Column, error) {
 	switch key.FieldContext {
 	case telemetrytypes.FieldContextResource:
@@ -254,12 +252,27 @@ func (m *fieldMapper) buildFieldForJSON(key *telemetrytypes.TelemetryFieldKey) (
 					"plan length is less than 2 for promoted path: %s", key.Name)
 			}
 
-			// promoted column first then body_json column
-			// TODO(Piyush): Change this in future for better performance
-			expr = fmt.Sprintf("coalesce(%s, %s)",
-				fmt.Sprintf("dynamicElement(%s, '%s')", plan[1].FieldPath(), plan[1].TerminalConfig.ElemType.StringValue()),
-				expr,
+			node := plan[1]
+			promotedExpr := fmt.Sprintf(
+				"dynamicElement(%s, '%s')",
+				node.FieldPath(),
+				node.TerminalConfig.ElemType.StringValue(),
 			)
+
+			// dynamicElement returns NULL for scalar types or an empty array for array types.
+			if node.TerminalConfig.ElemType.IsArray {
+				expr = fmt.Sprintf(
+					"if(length(%s) > 0, %s, %s)",
+					promotedExpr,
+					promotedExpr,
+					expr,
+				)
+			} else {
+				// promoted column first then body_json column
+				// TODO(Piyush): Change this in future for better performance
+				expr = fmt.Sprintf("coalesce(%s, %s)", promotedExpr, expr)
+			}
+
 		}
 
 		return expr, nil
@@ -281,8 +294,7 @@ func (m *fieldMapper) buildArrayConcat(plan telemetrytypes.JSONAccessPlan) (stri
 	}
 
 	// Build arrayMap expressions for ALL available branches at the root level.
-	// Iterate branches in deterministic order (JSON then Dynamic) so generated SQL
-	// is stable across environments; map iteration order is random in Go.
+	// Iterate branches in deterministic order (JSON then Dynamic)
 	var arrayMapExpressions []string
 	for _, node := range plan {
 		for _, branchType := range node.BranchesInOrder() {

pkg/telemetrylogs/json_condition_builder.go

@@ -32,7 +32,6 @@ func NewJSONConditionBuilder(key *telemetrytypes.TelemetryFieldKey, valueType te
 
 // BuildCondition builds the full WHERE condition for body_json JSON paths
 func (c *jsonConditionBuilder) buildJSONCondition(operator qbtypes.FilterOperator, value any, sb *sqlbuilder.SelectBuilder) (string, error) {
-
 	conditions := []string{}
 	for _, node := range c.key.JSONPlan {
 		condition, err := c.emitPlannedCondition(node, operator, value, sb)
@@ -73,9 +72,9 @@ func (c *jsonConditionBuilder) buildTerminalCondition(node *telemetrytypes.JSONA
 
 			// switch operator for array membership checks
 			switch operator {
-			case qbtypes.FilterOperatorContains, qbtypes.FilterOperatorIn:
+			case qbtypes.FilterOperatorContains:
 				operator = qbtypes.FilterOperatorEqual
-			case qbtypes.FilterOperatorNotContains, qbtypes.FilterOperatorNotIn:
+			case qbtypes.FilterOperatorNotContains:
 				operator = qbtypes.FilterOperatorNotEqual
 			}
 		}
@@ -191,13 +190,14 @@ func (c *jsonConditionBuilder) buildArrayMembershipCondition(node *telemetrytype
 		arrayExpr = typedArrayExpr()
 	}
 
-	fieldExpr, value := querybuilder.DataTypeCollisionHandledFieldName(&localKeyCopy, value, "x", operator)
+	key := "x"
+	fieldExpr, value := querybuilder.DataTypeCollisionHandledFieldName(&localKeyCopy, value, key, operator)
 	op, err := c.applyOperator(sb, fieldExpr, operator, value)
 	if err != nil {
 		return "", err
 	}
 
-	return fmt.Sprintf("arrayExists(%s -> %s, %s)", fieldExpr, op, arrayExpr), nil
+	return fmt.Sprintf("arrayExists(%s -> %s, %s)", key, op, arrayExpr), nil
 }
 
 // recurseArrayHops recursively builds array traversal conditions
@@ -279,27 +279,31 @@ func (c *jsonConditionBuilder) applyOperator(sb *sqlbuilder.SelectBuilder, field
 	case qbtypes.FilterOperatorNotContains:
 		return sb.NotILike(fieldExpr, fmt.Sprintf("%%%v%%", value)), nil
 	case qbtypes.FilterOperatorIn, qbtypes.FilterOperatorNotIn:
-		// emulate IN/NOT IN using OR/AND over equals to leverage indexes consistently
 		values, ok := value.([]any)
 		if !ok {
 			values = []any{value}
 		}
-		conds := []string{}
-		for _, v := range values {
-			if operator == qbtypes.FilterOperatorIn {
-				conds = append(conds, sb.E(fieldExpr, v))
-			} else {
-				conds = append(conds, sb.NE(fieldExpr, v))
-			}
-		}
 		if operator == qbtypes.FilterOperatorIn {
-			return sb.Or(conds...), nil
+			return sb.In(fieldExpr, values...), nil
 		}
-		return sb.And(conds...), nil
+		return sb.NotIn(fieldExpr, values...), nil
 	case qbtypes.FilterOperatorExists:
 		return fmt.Sprintf("%s IS NOT NULL", fieldExpr), nil
 	case qbtypes.FilterOperatorNotExists:
 		return fmt.Sprintf("%s IS NULL", fieldExpr), nil
+	// between and not between
+	case qbtypes.FilterOperatorBetween, qbtypes.FilterOperatorNotBetween:
+		values, ok := value.([]any)
+		if !ok {
+			return "", qbtypes.ErrBetweenValues
+		}
+		if len(values) != 2 {
+			return "", qbtypes.ErrBetweenValues
+		}
+		if operator == qbtypes.FilterOperatorBetween {
+			return sb.Between(fieldExpr, values[0], values[1]), nil
+		}
+		return sb.NotBetween(fieldExpr, values[0], values[1]), nil
 	default:
 		return "", qbtypes.ErrUnsupportedOperator
 	}

pkg/telemetrylogs/json_stmt_builder_test.go

@@ -316,7 +316,7 @@ func TestStatementBuilderListQueryBody(t *testing.T) {
 				Limit:  10,
 			},
 			expected: qbtypes.Statement{
-				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(toFloat64(x) -> toFloat64(x) = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(toFloat64(x) -> toFloat64(x) = ?, arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> toFloat64(x) = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> toFloat64(x) = ?, arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
 				Args:     []any{uint64(1747945619), uint64(1747983448), "%1.65%", 1.65, "%1.65%", 1.65, "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
 				Warnings: []string{"Key `education[].parameters` is ambiguous, found 2 different combinations of field context / data type: [name=education[].parameters,context=body,datatype=[]float64,jsondatatype=Array(Nullable(Float64)) name=education[].parameters,context=body,datatype=[]dynamic,jsondatatype=Array(Dynamic)]."},
 			},
@@ -345,7 +345,7 @@ func TestStatementBuilderListQueryBody(t *testing.T) {
 				Limit:  10,
 			},
 			expected: qbtypes.Statement{
-				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> x = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> x = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
 				Args:     []any{uint64(1747945619), uint64(1747983448), "%true%", true, "%true%", true, "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
 				Warnings: []string{"Key `education[].parameters` is ambiguous, found 2 different combinations of field context / data type: [name=education[].parameters,context=body,datatype=[]float64,jsondatatype=Array(Nullable(Float64)) name=education[].parameters,context=body,datatype=[]dynamic,jsondatatype=Array(Dynamic)]."},
 			},
@@ -360,12 +360,55 @@ func TestStatementBuilderListQueryBody(t *testing.T) {
 				Limit:  10,
 			},
 			expected: qbtypes.Statement{
-				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(toString(x) -> toString(x) = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(x) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> toString(x) = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(x) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
 				Args:     []any{uint64(1747945619), uint64(1747983448), "%passed%", "passed", "%passed%", "passed", "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
 				Warnings: []string{"Key `education[].parameters` is ambiguous, found 2 different combinations of field context / data type: [name=education[].parameters,context=body,datatype=[]float64,jsondatatype=Array(Nullable(Float64)) name=education[].parameters,context=body,datatype=[]dynamic,jsondatatype=Array(Dynamic)]."},
 			},
 			expectedErr: nil,
 		},
+		{
+			name:        "Dynamic array IN Operator",
+			requestType: qbtypes.RequestTypeRaw,
+			query: qbtypes.QueryBuilderQuery[qbtypes.LogAggregation]{
+				Signal: telemetrytypes.SignalLogs,
+				Filter: &qbtypes.Filter{Expression: "body.education[].parameters IN [1.65, 1.99]"},
+				Limit:  10,
+			},
+			expected: qbtypes.Statement{
+				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(x -> toFloat64(x) IN (?, ?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.education`-> (arrayExists(x -> x IN (?, ?), arrayMap(x->dynamicElement(x, 'Array(Nullable(Float64))'), arrayFilter(x->(dynamicType(x) = 'Array(Nullable(Float64))'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Args:     []any{uint64(1747945619), uint64(1747983448), 1.65, 1.99, 1.65, 1.99, "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
+				Warnings: []string{"Key `education[].parameters` is ambiguous, found 2 different combinations of field context / data type: [name=education[].parameters,context=body,datatype=[]float64,jsondatatype=Array(Nullable(Float64)) name=education[].parameters,context=body,datatype=[]dynamic,jsondatatype=Array(Dynamic)]."},
+			},
+			expectedErr: nil,
+		},
+		{
+			name:        "Integer BETWEEN Operator",
+			requestType: qbtypes.RequestTypeRaw,
+			query: qbtypes.QueryBuilderQuery[qbtypes.LogAggregation]{
+				Signal: telemetrytypes.SignalLogs,
+				Filter: &qbtypes.Filter{Expression: "education[].awards[].semester BETWEEN 2 AND 4"},
+				Limit:  10,
+			},
+			expected: qbtypes.Statement{
+				Query: "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE (arrayExists(`body_json.education`-> (arrayExists(`body_json.education[].awards`-> toFloat64(dynamicElement(`body_json.education[].awards`.`semester`, 'Int64')) BETWEEN ? AND ?, dynamicElement(`body_json.education`.`awards`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')) OR arrayExists(`body_json.education[].awards`-> toFloat64(dynamicElement(`body_json.education[].awards`.`semester`, 'Int64')) BETWEEN ? AND ?, arrayMap(x->dynamicElement(x, 'JSON'), arrayFilter(x->(dynamicType(x) = 'JSON'), dynamicElement(`body_json.education`.`awards`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND (arrayExists(`body_json.education`-> (arrayExists(`body_json.education[].awards`-> toFloat64(dynamicElement(`body_json.education[].awards`.`semester`, 'Int64')) BETWEEN ? AND ?, dynamicElement(`body_json.education`.`awards`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')) OR arrayExists(`body_json.education[].awards`-> toFloat64(dynamicElement(`body_json.education[].awards`.`semester`, 'Int64')) BETWEEN ? AND ?, arrayMap(x->dynamicElement(x, 'JSON'), arrayFilter(x->(dynamicType(x) = 'JSON'), dynamicElement(`body_json.education`.`awards`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Args:  []any{float64(2), float64(4), float64(2), float64(4), uint64(1747945619), uint64(1747983448), float64(2), float64(4), float64(2), float64(4), "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
+			},
+			expectedErr: nil,
+		},
+		{
+			name:        "Integer IN Operator",
+			requestType: qbtypes.RequestTypeRaw,
+			query: qbtypes.QueryBuilderQuery[qbtypes.LogAggregation]{
+				Signal: telemetrytypes.SignalLogs,
+				Filter: &qbtypes.Filter{Expression: "education[].awards[].semester IN [2, 4]"},
+				Limit:  10,
+			},
+			expected: qbtypes.Statement{
+				Query: "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE (arrayExists(`body_json.education`-> (arrayExists(`body_json.education[].awards`-> toFloat64(dynamicElement(`body_json.education[].awards`.`semester`, 'Int64')) IN (?, ?), dynamicElement(`body_json.education`.`awards`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')) OR arrayExists(`body_json.education[].awards`-> toFloat64(dynamicElement(`body_json.education[].awards`.`semester`, 'Int64')) IN (?, ?), arrayMap(x->dynamicElement(x, 'JSON'), arrayFilter(x->(dynamicType(x) = 'JSON'), dynamicElement(`body_json.education`.`awards`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND (arrayExists(`body_json.education`-> (arrayExists(`body_json.education[].awards`-> toFloat64(dynamicElement(`body_json.education[].awards`.`semester`, 'Int64')) IN (?, ?), dynamicElement(`body_json.education`.`awards`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')) OR arrayExists(`body_json.education[].awards`-> toFloat64(dynamicElement(`body_json.education[].awards`.`semester`, 'Int64')) IN (?, ?), arrayMap(x->dynamicElement(x, 'JSON'), arrayFilter(x->(dynamicType(x) = 'JSON'), dynamicElement(`body_json.education`.`awards`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Args:  []any{float64(2), float64(4), float64(2), float64(4), uint64(1747945619), uint64(1747983448), float64(2), float64(4), float64(2), float64(4), "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
+			},
+			expectedErr: nil,
+		},
 		{
 			name:        "Equals to 'sports' inside array of awards",
 			requestType: qbtypes.RequestTypeRaw,
@@ -389,7 +432,7 @@ func TestStatementBuilderListQueryBody(t *testing.T) {
 				Limit:  10,
 			},
 			expected: qbtypes.Statement{
-				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.interests`-> arrayExists(`body_json.interests[].entities`-> arrayExists(`body_json.interests[].entities[].reviews`-> arrayExists(`body_json.interests[].entities[].reviews[].entries`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(Int64))')) OR arrayExists(toFloat64(x) -> toFloat64(x) = ?, dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(Int64))'))), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata`.`positions`, 'Array(JSON(max_dynamic_types=0, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews[].entries`.`metadata`, 'Array(JSON(max_dynamic_types=1, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews`.`entries`, 'Array(JSON(max_dynamic_types=2, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities`.`reviews`, 'Array(JSON(max_dynamic_types=4, max_dynamic_paths=0))')), dynamicElement(`body_json.interests`.`entities`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')), dynamicElement(body_json.`interests`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.interests`-> arrayExists(`body_json.interests[].entities`-> arrayExists(`body_json.interests[].entities[].reviews`-> arrayExists(`body_json.interests[].entities[].reviews[].entries`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`-> (arrayExists(x -> LOWER(x) LIKE LOWER(?), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(String))')) OR arrayExists(toFloat64OrNull(x) -> toFloat64OrNull(x) = ?, dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(String))'))), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata`.`positions`, 'Array(JSON(max_dynamic_types=0, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews[].entries`.`metadata`, 'Array(JSON(max_dynamic_types=1, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews`.`entries`, 'Array(JSON(max_dynamic_types=2, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities`.`reviews`, 'Array(JSON(max_dynamic_types=4, max_dynamic_paths=0))')), dynamicElement(`body_json.interests`.`entities`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')), dynamicElement(body_json.`interests`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.interests`-> arrayExists(`body_json.interests[].entities`-> arrayExists(`body_json.interests[].entities[].reviews`-> arrayExists(`body_json.interests[].entities[].reviews[].entries`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(Int64))')) OR arrayExists(x -> toFloat64(x) = ?, dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(Int64))'))), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata`.`positions`, 'Array(JSON(max_dynamic_types=0, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews[].entries`.`metadata`, 'Array(JSON(max_dynamic_types=1, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews`.`entries`, 'Array(JSON(max_dynamic_types=2, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities`.`reviews`, 'Array(JSON(max_dynamic_types=4, max_dynamic_paths=0))')), dynamicElement(`body_json.interests`.`entities`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')), dynamicElement(body_json.`interests`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.interests`-> arrayExists(`body_json.interests[].entities`-> arrayExists(`body_json.interests[].entities[].reviews`-> arrayExists(`body_json.interests[].entities[].reviews[].entries`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`-> (arrayExists(x -> LOWER(x) LIKE LOWER(?), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(String))')) OR arrayExists(x -> toFloat64OrNull(x) = ?, dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(String))'))), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata`.`positions`, 'Array(JSON(max_dynamic_types=0, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews[].entries`.`metadata`, 'Array(JSON(max_dynamic_types=1, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews`.`entries`, 'Array(JSON(max_dynamic_types=2, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities`.`reviews`, 'Array(JSON(max_dynamic_types=4, max_dynamic_paths=0))')), dynamicElement(`body_json.interests`.`entities`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')), dynamicElement(body_json.`interests`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
 				Args:     []any{uint64(1747945619), uint64(1747983448), "%4%", float64(4), "%4%", float64(4), "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
 				Warnings: []string{"Key `interests[].entities[].reviews[].entries[].metadata[].positions[].ratings` is ambiguous, found 2 different combinations of field context / data type: [name=interests[].entities[].reviews[].entries[].metadata[].positions[].ratings,context=body,datatype=[]int64,jsondatatype=Array(Nullable(Int64)) name=interests[].entities[].reviews[].entries[].metadata[].positions[].ratings,context=body,datatype=[]string,jsondatatype=Array(Nullable(String))]."},
 			},
@@ -404,7 +447,7 @@ func TestStatementBuilderListQueryBody(t *testing.T) {
 				Limit:  10,
 			},
 			expected: qbtypes.Statement{
-				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.interests`-> arrayExists(`body_json.interests[].entities`-> arrayExists(`body_json.interests[].entities[].reviews`-> arrayExists(`body_json.interests[].entities[].reviews[].entries`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(Int64))')) OR arrayExists(toString(x) -> toString(x) = ?, dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(Int64))'))), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata`.`positions`, 'Array(JSON(max_dynamic_types=0, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews[].entries`.`metadata`, 'Array(JSON(max_dynamic_types=1, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews`.`entries`, 'Array(JSON(max_dynamic_types=2, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities`.`reviews`, 'Array(JSON(max_dynamic_types=4, max_dynamic_paths=0))')), dynamicElement(`body_json.interests`.`entities`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')), dynamicElement(body_json.`interests`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.interests`-> arrayExists(`body_json.interests[].entities`-> arrayExists(`body_json.interests[].entities[].reviews`-> arrayExists(`body_json.interests[].entities[].reviews[].entries`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`-> (arrayExists(x -> LOWER(x) LIKE LOWER(?), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(String))')) OR arrayExists(x -> x = ?, dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(String))'))), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata`.`positions`, 'Array(JSON(max_dynamic_types=0, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews[].entries`.`metadata`, 'Array(JSON(max_dynamic_types=1, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews`.`entries`, 'Array(JSON(max_dynamic_types=2, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities`.`reviews`, 'Array(JSON(max_dynamic_types=4, max_dynamic_paths=0))')), dynamicElement(`body_json.interests`.`entities`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')), dynamicElement(body_json.`interests`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.interests`-> arrayExists(`body_json.interests[].entities`-> arrayExists(`body_json.interests[].entities[].reviews`-> arrayExists(`body_json.interests[].entities[].reviews[].entries`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(Int64))')) OR arrayExists(x -> toString(x) = ?, dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(Int64))'))), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata`.`positions`, 'Array(JSON(max_dynamic_types=0, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews[].entries`.`metadata`, 'Array(JSON(max_dynamic_types=1, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews`.`entries`, 'Array(JSON(max_dynamic_types=2, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities`.`reviews`, 'Array(JSON(max_dynamic_types=4, max_dynamic_paths=0))')), dynamicElement(`body_json.interests`.`entities`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')), dynamicElement(body_json.`interests`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))'))) OR (arrayExists(`body_json.interests`-> arrayExists(`body_json.interests[].entities`-> arrayExists(`body_json.interests[].entities[].reviews`-> arrayExists(`body_json.interests[].entities[].reviews[].entries`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata`-> arrayExists(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`-> (arrayExists(x -> LOWER(x) LIKE LOWER(?), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(String))')) OR arrayExists(x -> x = ?, dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata[].positions`.`ratings`, 'Array(Nullable(String))'))), dynamicElement(`body_json.interests[].entities[].reviews[].entries[].metadata`.`positions`, 'Array(JSON(max_dynamic_types=0, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews[].entries`.`metadata`, 'Array(JSON(max_dynamic_types=1, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities[].reviews`.`entries`, 'Array(JSON(max_dynamic_types=2, max_dynamic_paths=0))')), dynamicElement(`body_json.interests[].entities`.`reviews`, 'Array(JSON(max_dynamic_types=4, max_dynamic_paths=0))')), dynamicElement(`body_json.interests`.`entities`, 'Array(JSON(max_dynamic_types=8, max_dynamic_paths=0))')), dynamicElement(body_json.`interests`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
 				Args:     []any{uint64(1747945619), uint64(1747983448), "%Good%", "Good", "%Good%", "Good", "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
 				Warnings: []string{"Key `interests[].entities[].reviews[].entries[].metadata[].positions[].ratings` is ambiguous, found 2 different combinations of field context / data type: [name=interests[].entities[].reviews[].entries[].metadata[].positions[].ratings,context=body,datatype=[]int64,jsondatatype=Array(Nullable(Int64)) name=interests[].entities[].reviews[].entries[].metadata[].positions[].ratings,context=body,datatype=[]string,jsondatatype=Array(Nullable(String))]."},
 			},
@@ -492,7 +535,7 @@ func TestStatementBuilderListQueryBodyPromoted(t *testing.T) {
 		disableBodyJSONQuery(t)
 	}()
 
-	statementBuilder := buildJSONTestStatementBuilder(t, "education")
+	statementBuilder := buildJSONTestStatementBuilder(t, "education", "tags")
 	cases := []struct {
 		name        string
 		requestType qbtypes.RequestType
@@ -500,6 +543,20 @@ func TestStatementBuilderListQueryBodyPromoted(t *testing.T) {
 		expected    qbtypes.Statement
 		expectedErr error
 	}{
+		{
+			name:        "Has Array promoted uses body fallback",
+			requestType: qbtypes.RequestTypeRaw,
+			query: qbtypes.QueryBuilderQuery[qbtypes.LogAggregation]{
+				Signal: telemetrytypes.SignalLogs,
+				Filter: &qbtypes.Filter{Expression: "has(body.tags, 'production')"},
+				Limit:  10,
+			},
+			expected: qbtypes.Statement{
+				Query: "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND has(if(length(dynamicElement(body_json_promoted.`tags`, 'Array(Nullable(String))')) > 0, dynamicElement(body_json_promoted.`tags`, 'Array(Nullable(String))'), dynamicElement(body_json.`tags`, 'Array(Nullable(String))')), ?) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Args:  []any{uint64(1747945619), uint64(1747983448), "production", "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
+			},
+			expectedErr: nil,
+		},
 		{
 			name:        "Key inside Array(JSON) exists",
 			requestType: qbtypes.RequestTypeRaw,
@@ -551,7 +608,7 @@ func TestStatementBuilderListQueryBodyPromoted(t *testing.T) {
 				Limit:  10,
 			},
 			expected: qbtypes.Statement{
-				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(toFloat64(x) -> toFloat64(x) = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(toFloat64(x) -> toFloat64(x) = ?, dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))'))) OR (arrayExists(`body_json.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(toFloat64(x) -> toFloat64(x) = ?, arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(toFloat64(x) -> toFloat64(x) = ?, arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> toFloat64(x) = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> toFloat64(x) = ?, dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))'))) OR (arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> toFloat64(x) = ?, arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> toFloat64(x) = ?, arrayMap(x->dynamicElement(x, 'Float64'), arrayFilter(x->(dynamicType(x) = 'Float64'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
 				Args:     []any{uint64(1747945619), uint64(1747983448), "%1.65%", 1.65, "%1.65%", 1.65, "%1.65%", 1.65, "%1.65%", 1.65, "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
 				Warnings: []string{"Key `education[].parameters` is ambiguous, found 2 different combinations of field context / data type: [name=education[].parameters,context=body,datatype=[]float64,materialized=true,jsondatatype=Array(Nullable(Float64)) name=education[].parameters,context=body,datatype=[]dynamic,materialized=true,jsondatatype=Array(Dynamic)]."},
 			},
@@ -580,7 +637,7 @@ func TestStatementBuilderListQueryBodyPromoted(t *testing.T) {
 				Limit:  10,
 			},
 			expected: qbtypes.Statement{
-				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> x = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> x = ?, dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))'))) OR (arrayExists(`body_json.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> x = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> x = ?, dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))'))) OR (arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'Bool'), arrayFilter(x->(dynamicType(x) = 'Bool'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
 				Args:     []any{uint64(1747945619), uint64(1747983448), "%true%", true, "%true%", true, "%true%", true, "%true%", true, "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
 				Warnings: []string{"Key `education[].parameters` is ambiguous, found 2 different combinations of field context / data type: [name=education[].parameters,context=body,datatype=[]float64,materialized=true,jsondatatype=Array(Nullable(Float64)) name=education[].parameters,context=body,datatype=[]dynamic,materialized=true,jsondatatype=Array(Dynamic)]."},
 			},
@@ -595,7 +652,7 @@ func TestStatementBuilderListQueryBodyPromoted(t *testing.T) {
 				Limit:  10,
 			},
 			expected: qbtypes.Statement{
-				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(toString(x) -> toString(x) = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(toString(x) -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(toString(x) -> toString(x) = ?, dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))'))) OR (arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(x) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(x -> LOWER(x) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Query:    "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, body_json, body_json_promoted, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> toString(x) = ?, dynamicElement(`body_json.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(x -> LOWER(toString(x)) LIKE LOWER(?), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))')) OR arrayExists(x -> toString(x) = ?, dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Nullable(Float64))'))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))'))) OR (arrayExists(`body_json.education`-> (arrayExists(x -> LOWER(x) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=0))')) OR arrayExists(`body_json_promoted.education`-> (arrayExists(x -> LOWER(x) LIKE LOWER(?), arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)')))) OR arrayExists(x -> x = ?, arrayMap(x->dynamicElement(x, 'String'), arrayFilter(x->(dynamicType(x) = 'String'), dynamicElement(`body_json_promoted.education`.`parameters`, 'Array(Dynamic)'))))), dynamicElement(body_json_promoted.`education`, 'Array(JSON(max_dynamic_types=16, max_dynamic_paths=256))')))) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
 				Args:     []any{uint64(1747945619), uint64(1747983448), "%passed%", "passed", "%passed%", "passed", "%passed%", "passed", "%passed%", "passed", "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
 				Warnings: []string{"Key `education[].parameters` is ambiguous, found 2 different combinations of field context / data type: [name=education[].parameters,context=body,datatype=[]float64,materialized=true,jsondatatype=Array(Nullable(Float64)) name=education[].parameters,context=body,datatype=[]dynamic,materialized=true,jsondatatype=Array(Dynamic)]."},
 			},

pkg/telemetrylogs/json_string.go

@@ -3,12 +3,12 @@ package telemetrylogs
 import (
 	"context"
 	"fmt"
+	"reflect"
 	"strconv"
 	"strings"
 
 	qbtypes "github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
 	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
-	"github.com/SigNoz/signoz/pkg/valuer"
 )
 
 func parseStrValue(valueStr string, operator qbtypes.FilterOperator) (telemetrytypes.FieldDataType, any) {
@@ -41,31 +41,55 @@ func parseStrValue(valueStr string, operator qbtypes.FilterOperator) (telemetryt
 }
 
 func InferDataType(value any, operator qbtypes.FilterOperator, key *telemetrytypes.TelemetryFieldKey) (telemetrytypes.FieldDataType, any) {
-	// check if the value is a int, float, string, bool
-	valueType := telemetrytypes.FieldDataTypeUnspecified
-	switch v := value.(type) {
-	case []any:
-		// take the first element and infer the type
-		if len(v) > 0 {
-			valueType, _ = InferDataType(v[0], operator, key)
+	if operator.IsArrayOperator() && reflect.ValueOf(value).Kind() != reflect.Slice {
+		value = []any{value}
+	}
+
+	// closure to calculate the data type of the value
+	var closure func(value any, key *telemetrytypes.TelemetryFieldKey) (telemetrytypes.FieldDataType, any)
+	closure = func(value any, key *telemetrytypes.TelemetryFieldKey) (telemetrytypes.FieldDataType, any) {
+		// check if the value is a int, float, string, bool
+		valueType := telemetrytypes.FieldDataTypeUnspecified
+		switch v := value.(type) {
+		case []any:
+			// take the first element and infer the type
+			var scalerType telemetrytypes.FieldDataType
+			if len(v) > 0 {
+				// Note: [[...]] Slices inside Slices are not handled yet
+				if reflect.ValueOf(v[0]).Kind() == reflect.Slice {
+					return telemetrytypes.FieldDataTypeUnspecified, value
+				}
+
+				scalerType, _ = closure(v[0], key)
+			}
+
+			arrayType := telemetrytypes.ScalerFieldTypeToArrayFieldType[scalerType]
+			switch {
+			// decide on the field data type based on the key
+			case key.FieldDataType.IsArray():
+				return arrayType, v
+			default:
+				// TODO(Piyush): backward compatibility for the old String based JSON QB queries
+				if strings.HasSuffix(key.Name, telemetrytypes.ArrayAnyIndexSuffix) {
+					return arrayType, v
+				}
+				return scalerType, v
+			}
+		case uint8, uint16, uint32, uint64, int, int8, int16, int32, int64:
+			valueType = telemetrytypes.FieldDataTypeInt64
+		case float32, float64:
+			valueType = telemetrytypes.FieldDataTypeFloat64
+		case string:
+			valueType, value = parseStrValue(v, operator)
+		case bool:
+			valueType = telemetrytypes.FieldDataTypeBool
 		}
-		return valueType, v
-	case uint8, uint16, uint32, uint64, int, int8, int16, int32, int64:
-		valueType = telemetrytypes.FieldDataTypeInt64
-	case float32, float64:
-		valueType = telemetrytypes.FieldDataTypeFloat64
-	case string:
-		valueType, value = parseStrValue(v, operator)
-	case bool:
-		valueType = telemetrytypes.FieldDataTypeBool
+
+		return valueType, value
 	}
 
-	// check if it is array
-	if strings.HasSuffix(key.Name, "[*]") || strings.HasSuffix(key.Name, "[]") {
-		valueType = telemetrytypes.FieldDataType{String: valuer.NewString(fmt.Sprintf("[]%s", valueType.StringValue()))}
-	}
-
-	return valueType, value
+	// calculate the data type of the value
+	return closure(value, key)
 }
 
 func getBodyJSONPath(key *telemetrytypes.TelemetryFieldKey) string {

pkg/telemetrylogs/stmt_builder_test.go

@@ -421,6 +421,38 @@ func TestStatementBuilderListQueryResourceTests(t *testing.T) {
 			},
 			expectedErr: nil,
 		},
+		{
+			name:        "IN operator with json search",
+			requestType: qbtypes.RequestTypeRaw,
+			query: qbtypes.QueryBuilderQuery[qbtypes.LogAggregation]{
+				Signal: telemetrytypes.SignalLogs,
+				Filter: &qbtypes.Filter{
+					Expression: "body.user_names[*] IN 'john_doe'",
+				},
+				Limit: 10,
+			},
+			expected: qbtypes.Statement{
+				Query: "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND ((JSONExtract(JSON_QUERY(body, '$.\"user_names\"[*]'), 'Array(String)') = ?) AND JSON_EXISTS(body, '$.\"user_names\"[*]')) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Args:  []any{uint64(1747945619), uint64(1747983448), "john_doe", "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
+			},
+			expectedErr: nil,
+		},
+		{
+			name:        "has with json search",
+			requestType: qbtypes.RequestTypeRaw,
+			query: qbtypes.QueryBuilderQuery[qbtypes.LogAggregation]{
+				Signal: telemetrytypes.SignalLogs,
+				Filter: &qbtypes.Filter{
+					Expression: "has(body.user_names[*], 'john_doe')",
+				},
+				Limit: 10,
+			},
+			expected: qbtypes.Statement{
+				Query: "WITH __resource_filter AS (SELECT fingerprint FROM signoz_logs.distributed_logs_v2_resource WHERE true AND seen_at_ts_bucket_start >= ? AND seen_at_ts_bucket_start <= ?) SELECT timestamp, id, trace_id, span_id, trace_flags, severity_text, severity_number, scope_name, scope_version, body, attributes_string, attributes_number, attributes_bool, resources_string, scope_string FROM signoz_logs.distributed_logs_v2 WHERE resource_fingerprint GLOBAL IN (SELECT fingerprint FROM __resource_filter) AND has(JSONExtract(JSON_QUERY(body, '$.\"user_names\"[*]'), 'Array(String)'), ?) AND timestamp >= ? AND ts_bucket_start >= ? AND timestamp < ? AND ts_bucket_start <= ? LIMIT ?",
+				Args:  []any{uint64(1747945619), uint64(1747983448), "john_doe", "1747947419000000000", uint64(1747945619), "1747983448000000000", uint64(1747983448), 10},
+			},
+			expectedErr: nil,
+		},
 	}
 
 	mockMetadataStore := telemetrytypestest.NewMockMetadataStore()

pkg/telemetrymetadata/body_json_metadata.go

@@ -112,7 +112,8 @@ func (t *telemetryMetaStore) buildBodyJSONPaths(ctx context.Context,
 	}
 
 	for _, fieldKey := range fieldKeys {
-		fieldKey.Materialized = promoted.Contains(fieldKey.Name)
+		promotedKey := strings.Split(fieldKey.Name, telemetrytypes.ArraySep)[0]
+		fieldKey.Materialized = promoted.Contains(promotedKey)
 		fieldKey.Indexes = indexes[fieldKey.Name]
 	}
 
@@ -501,7 +502,8 @@ func (t *telemetryMetaStore) GetPromotedPaths(ctx context.Context, paths ...stri
 	sb := sqlbuilder.Select("path").From(fmt.Sprintf("%s.%s", DBName, PromotedPathsTableName))
 	pathConditions := []string{}
 	for _, path := range paths {
-		pathConditions = append(pathConditions, sb.Equal("path", path))
+		split := strings.Split(path, telemetrytypes.ArraySep)
+		pathConditions = append(pathConditions, sb.Equal("path", split[0]))
 	}
 	sb.Where(sb.Or(pathConditions...))
 

pkg/telemetrytraces/const.go

@@ -1,9 +1,6 @@
 package telemetrytraces
 
-import (
-	qbtypes "github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
-	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
-)
+import "github.com/SigNoz/signoz/pkg/types/telemetrytypes"
 
 var (
 	IntrinsicFields = map[string]telemetrytypes.TelemetryFieldKey{
@@ -382,19 +379,4 @@ var (
 			FieldDataType: telemetrytypes.FieldDataTypeString,
 		},
 	}
-
-	DefaultTracesSortingOrder = []qbtypes.OrderBy{
-		{
-			Key: qbtypes.OrderByKey{
-				TelemetryFieldKey: DefaultFields["timestamp"],
-			},
-			Direction: qbtypes.OrderDirectionDesc,
-		},
-		{
-			Key: qbtypes.OrderByKey{
-				TelemetryFieldKey: DefaultFields["span_id"],
-			},
-			Direction: qbtypes.OrderDirectionDesc,
-		},
-	}
 )

pkg/types/metrictypes/metrictypes.go

@@ -172,7 +172,6 @@ var (
 
 func (TimeAggregation) Enum() []any {
 	return []any{
-		TimeAggregationUnspecified,
 		TimeAggregationLatest,
 		TimeAggregationSum,
 		TimeAggregationAvg,
@@ -205,7 +204,6 @@ var (
 
 func (SpaceAggregation) Enum() []any {
 	return []any{
-		SpaceAggregationUnspecified,
 		SpaceAggregationSum,
 		SpaceAggregationAvg,
 		SpaceAggregationMin,

pkg/types/querybuildertypes/querybuildertypesv5/builder_elements.go

@@ -10,10 +10,35 @@ import (
 	"github.com/SigNoz/signoz/pkg/types/metrictypes"
 	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
 	"github.com/SigNoz/signoz/pkg/valuer"
+	"github.com/swaggest/jsonschema-go"
 )
 
 type Step struct{ time.Duration }
 
+var _ jsonschema.Exposer = Step{}
+
+// JSONSchema returns a custom schema for Step that accepts either a duration string or a number (seconds).
+func (Step) JSONSchema() (jsonschema.Schema, error) {
+	s := jsonschema.Schema{}
+	s.WithDescription("Step interval. Accepts a Go duration string (e.g., \"60s\", \"1m\", \"1h\") or a number representing seconds (e.g., 60).")
+
+	strSchema := jsonschema.Schema{}
+	strSchema.WithType(jsonschema.String.Type())
+	strSchema.WithExamples("60s", "5m", "1h")
+	strSchema.WithDescription("Duration string (e.g., \"60s\", \"5m\", \"1h\").")
+
+	numSchema := jsonschema.Schema{}
+	numSchema.WithType(jsonschema.Number.Type())
+	numSchema.WithExamples(60, 300, 3600)
+	numSchema.WithDescription("Duration in seconds.")
+
+	s.OneOf = []jsonschema.SchemaOrBool{
+		strSchema.ToSchemaOrBool(),
+		numSchema.ToSchemaOrBool(),
+	}
+	return s, nil
+}
+
 func (s *Step) UnmarshalJSON(b []byte) error {
 	if len(b) == 0 {
 		return nil
@@ -161,6 +186,17 @@ func (f FilterOperator) IsStringSearchOperator() bool {
 	}
 }
 
+// IsArrayOperator returns true if the operator works with array values only
+func (f FilterOperator) IsArrayOperator() bool {
+	switch f {
+	case FilterOperatorIn, FilterOperatorNotIn,
+		FilterOperatorBetween, FilterOperatorNotBetween:
+		return true
+	default:
+		return false
+	}
+}
+
 type OrderDirection struct {
 	valuer.String
 }
@@ -170,6 +206,14 @@ var (
 	OrderDirectionDesc = OrderDirection{valuer.NewString("desc")}
 )
 
+// Enum returns the acceptable values for OrderDirection.
+func (OrderDirection) Enum() []any {
+	return []any{
+		OrderDirectionAsc,
+		OrderDirectionDesc,
+	}
+}
+
 var (
 	OrderDirectionMap = map[string]OrderDirection{
 		"asc":  OrderDirectionAsc,
@@ -192,6 +236,19 @@ var (
 	ReduceToMedian  = ReduceTo{valuer.NewString("median")}
 )
 
+// Enum returns the acceptable values for ReduceTo.
+func (ReduceTo) Enum() []any {
+	return []any{
+		ReduceToSum,
+		ReduceToCount,
+		ReduceToAvg,
+		ReduceToMin,
+		ReduceToMax,
+		ReduceToLast,
+		ReduceToMedian,
+	}
+}
+
 // FunctionReduceTo applies the reduceTo operator to a time series and returns a new series with the reduced value
 // reduceTo can be one of: last, sum, avg, min, max, count, median
 // if reduceTo is not recognized, the function returns the original series

pkg/types/querybuildertypes/querybuildertypesv5/functions.go

@@ -36,6 +36,30 @@ var (
 	FunctionNameFillZero      = FunctionName{valuer.NewString("fillZero")}
 )
 
+// Enum returns the acceptable values for FunctionName.
+func (FunctionName) Enum() []any {
+	return []any{
+		FunctionNameCutOffMin,
+		FunctionNameCutOffMax,
+		FunctionNameClampMin,
+		FunctionNameClampMax,
+		FunctionNameAbsolute,
+		FunctionNameRunningDiff,
+		FunctionNameLog2,
+		FunctionNameLog10,
+		FunctionNameCumulativeSum,
+		FunctionNameEWMA3,
+		FunctionNameEWMA5,
+		FunctionNameEWMA7,
+		FunctionNameMedian3,
+		FunctionNameMedian5,
+		FunctionNameMedian7,
+		FunctionNameTimeShift,
+		FunctionNameAnomaly,
+		FunctionNameFillZero,
+	}
+}
+
 // Validate checks if the FunctionName is valid and one of the known types
 func (fn FunctionName) Validate() error {
 	validFunctions := []FunctionName{

pkg/types/querybuildertypes/querybuildertypesv5/join.go

@@ -16,6 +16,17 @@ var (
 	JoinTypeCross = JoinType{valuer.NewString("cross")}
 )
 
+// Enum returns the acceptable values for JoinType.
+func (JoinType) Enum() []any {
+	return []any{
+		JoinTypeInner,
+		JoinTypeLeft,
+		JoinTypeRight,
+		JoinTypeFull,
+		JoinTypeCross,
+	}
+}
+
 type QueryRef struct {
 	Name string `json:"name"`
 }

pkg/types/querybuildertypes/querybuildertypesv5/query.go

@@ -2,6 +2,8 @@ package querybuildertypesv5
 
 import (
 	"context"
+
+	"github.com/swaggest/jsonschema-go"
 )
 
 type Query interface {
@@ -29,4 +31,12 @@ type ExecStats struct {
 	StepIntervals map[string]uint64 `json:"stepIntervals,omitempty"`
 }
 
+var _ jsonschema.Preparer = &ExecStats{}
+
+// PrepareJSONSchema adds description to the ExecStats schema.
+func (e *ExecStats) PrepareJSONSchema(schema *jsonschema.Schema) error {
+	schema.WithDescription("Execution statistics for the query, including rows scanned, bytes scanned, and duration.")
+	return nil
+}
+
 type TimeRange struct{ From, To uint64 } // ms since epoch

pkg/types/querybuildertypes/querybuildertypesv5/query_type.go

@@ -16,3 +16,17 @@ var (
 	QueryTypeClickHouseSQL = QueryType{valuer.NewString("clickhouse_sql")}
 	QueryTypePromQL        = QueryType{valuer.NewString("promql")}
 )
+
+// Enum returns the acceptable values for QueryType.
+func (QueryType) Enum() []any {
+	return []any{
+		QueryTypeBuilder,
+		QueryTypeFormula,
+		// Not yet supported.
+		// QueryTypeSubQuery,
+		// QueryTypeJoin,
+		QueryTypeTraceOperator,
+		QueryTypeClickHouseSQL,
+		QueryTypePromQL,
+	}
+}

pkg/types/querybuildertypes/querybuildertypesv5/req.go

@@ -2,8 +2,6 @@ package querybuildertypesv5
 
 import (
 	"encoding/json"
-	"maps"
-	"reflect"
 	"strings"
 
 	"github.com/SigNoz/govaluate"
@@ -11,6 +9,7 @@ import (
 	"github.com/SigNoz/signoz/pkg/types/metrictypes"
 	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
 	"github.com/SigNoz/signoz/pkg/valuer"
+	"github.com/swaggest/jsonschema-go"
 )
 
 type QueryEnvelope struct {
@@ -20,6 +19,71 @@ type QueryEnvelope struct {
 	Spec any `json:"spec"`
 }
 
+// queryEnvelopeBuilderTrace is the OpenAPI schema for a QueryEnvelope with type=builder_query and signal=traces.
+type queryEnvelopeBuilderTrace struct {
+	Type QueryType                           `json:"type" description:"The type of the query."`
+	Spec QueryBuilderQuery[TraceAggregation] `json:"spec" description:"The trace builder query specification."`
+}
+
+// queryEnvelopeBuilderLog is the OpenAPI schema for a QueryEnvelope with type=builder_query and signal=logs.
+type queryEnvelopeBuilderLog struct {
+	Type QueryType                         `json:"type" description:"The type of the query."`
+	Spec QueryBuilderQuery[LogAggregation] `json:"spec" description:"The log builder query specification."`
+}
+
+// queryEnvelopeBuilderMetric is the OpenAPI schema for a QueryEnvelope with type=builder_query and signal=metrics.
+type queryEnvelopeBuilderMetric struct {
+	Type QueryType                            `json:"type" description:"The type of the query."`
+	Spec QueryBuilderQuery[MetricAggregation] `json:"spec" description:"The metric builder query specification."`
+}
+
+// queryEnvelopeFormula is the OpenAPI schema for a QueryEnvelope with type=builder_formula.
+type queryEnvelopeFormula struct {
+	Type QueryType           `json:"type" description:"The type of the query."`
+	Spec QueryBuilderFormula `json:"spec" description:"The formula specification."`
+}
+
+// queryEnvelopeJoin is the OpenAPI schema for a QueryEnvelope with type=builder_join.
+// type queryEnvelopeJoin struct {
+// 	Type QueryType        `json:"type" description:"The type of the query."`
+// 	Spec QueryBuilderJoin `json:"spec" description:"The join specification."`
+// }
+
+// queryEnvelopeTraceOperator is the OpenAPI schema for a QueryEnvelope with type=builder_trace_operator.
+type queryEnvelopeTraceOperator struct {
+	Type QueryType                 `json:"type" description:"The type of the query."`
+	Spec QueryBuilderTraceOperator `json:"spec" description:"The trace operator specification."`
+}
+
+// queryEnvelopePromQL is the OpenAPI schema for a QueryEnvelope with type=promql.
+type queryEnvelopePromQL struct {
+	Type QueryType `json:"type" description:"The type of the query."`
+	Spec PromQuery `json:"spec" description:"The PromQL query specification."`
+}
+
+// queryEnvelopeClickHouseSQL is the OpenAPI schema for a QueryEnvelope with type=clickhouse_sql.
+type queryEnvelopeClickHouseSQL struct {
+	Type QueryType       `json:"type" description:"The type of the query."`
+	Spec ClickHouseQuery `json:"spec" description:"The ClickHouse SQL query specification."`
+}
+
+var _ jsonschema.OneOfExposer = QueryEnvelope{}
+
+// JSONSchemaOneOf returns the oneOf variants for the QueryEnvelope discriminated union.
+// Each variant represents a different query type with its corresponding spec schema.
+func (QueryEnvelope) JSONSchemaOneOf() []any {
+	return []any{
+		queryEnvelopeBuilderTrace{},
+		queryEnvelopeBuilderLog{},
+		queryEnvelopeBuilderMetric{},
+		queryEnvelopeFormula{},
+		// queryEnvelopeJoin{},
+		queryEnvelopeTraceOperator{},
+		queryEnvelopePromQL{},
+		queryEnvelopeClickHouseSQL{},
+	}
+}
+
 // implement custom json unmarshaler for the QueryEnvelope
 func (q *QueryEnvelope) UnmarshalJSON(data []byte) error {
 	var shadow struct {
@@ -132,6 +196,12 @@ type CompositeQuery struct {
 	Queries []QueryEnvelope `json:"queries"`
 }
 
+// PrepareJSONSchema adds description to the CompositeQuery schema.
+func (c *CompositeQuery) PrepareJSONSchema(schema *jsonschema.Schema) error {
+	schema.WithDescription("Composite query containing one or more query envelopes. Each query envelope specifies its type and corresponding spec.")
+	return nil
+}
+
 // UnmarshalJSON implements custom JSON unmarshaling to provide better error messages
 func (c *CompositeQuery) UnmarshalJSON(data []byte) error {
 	type Alias CompositeQuery
@@ -194,6 +264,16 @@ var (
 	TextBoxVariableType = VariableType{valuer.NewString("text")}
 )
 
+// Enum returns the acceptable values for VariableType.
+func (VariableType) Enum() []any {
+	return []any{
+		QueryVariableType,
+		DynamicVariableType,
+		CustomVariableType,
+		TextBoxVariableType,
+	}
+}
+
 type VariableItem struct {
 	Type  VariableType `json:"type"`
 	Value any          `json:"value"`
@@ -219,6 +299,12 @@ type QueryRangeRequest struct {
 	FormatOptions *FormatOptions `json:"formatOptions,omitempty"`
 }
 
+// PrepareJSONSchema adds description to the QueryRangeRequest schema.
+func (q *QueryRangeRequest) PrepareJSONSchema(schema *jsonschema.Schema) error {
+	schema.WithDescription("Request body for the v5 query range endpoint. Supports builder queries (traces, logs, metrics), formulas, joins, trace operators, PromQL, and ClickHouse SQL queries.")
+	return nil
+}
+
 func (r *QueryRangeRequest) StepIntervalForQuery(name string) int64 {
 	stepsMap := make(map[string]int64)
 	for _, query := range r.CompositeQuery.Queries {
@@ -481,72 +567,3 @@ func (r *QueryRangeRequest) GetQueriesSupportingZeroDefault() map[string]bool {
 
 	return canDefaultZero
 }
-
-func (r *QueryRangeRequest) Copy() QueryRangeRequest {
-	c := QueryRangeRequest{
-		SchemaVersion:  r.SchemaVersion,
-		Start:          r.Start,
-		End:            r.End,
-		RequestType:    r.RequestType,
-		NoCache:        r.NoCache,
-		FormatOptions:  r.FormatOptions,
-		Variables:      make(map[string]VariableItem),
-		CompositeQuery: CompositeQuery{},
-	}
-
-	maps.Copy(c.Variables, r.Variables)
-
-	c.CompositeQuery.Queries = make([]QueryEnvelope, len(r.CompositeQuery.Queries))
-	for i, q := range r.CompositeQuery.Queries {
-		if q.Spec != nil {
-			switch spec := q.Spec.(type) {
-			case QueryBuilderQuery[TraceAggregation]:
-				c.CompositeQuery.Queries[i] = QueryEnvelope{
-					Type: q.Type,
-					Spec: spec.Copy(),
-				}
-			case QueryBuilderQuery[LogAggregation]:
-				c.CompositeQuery.Queries[i] = QueryEnvelope{
-					Type: q.Type,
-					Spec: spec.Copy(),
-				}
-			case QueryBuilderQuery[MetricAggregation]:
-				c.CompositeQuery.Queries[i] = QueryEnvelope{
-					Type: q.Type,
-					Spec: spec.Copy(),
-				}
-			case QueryBuilderFormula:
-				c.CompositeQuery.Queries[i] = QueryEnvelope{
-					Type: q.Type,
-					Spec: spec.Copy(),
-				}
-			case QueryBuilderJoin:
-				c.CompositeQuery.Queries[i] = QueryEnvelope{
-					Type: q.Type,
-					Spec: spec.Copy(),
-				}
-			case QueryBuilderTraceOperator:
-				c.CompositeQuery.Queries[i] = QueryEnvelope{
-					Type: q.Type,
-					Spec: spec.Copy(),
-				}
-			default:
-				// Check if spec implements a Copy method
-				specValue := reflect.ValueOf(q.Spec)
-				copyMethod := specValue.MethodByName("Copy")
-				if copyMethod.IsValid() && copyMethod.Type().NumIn() == 0 && copyMethod.Type().NumOut() == 1 {
-					// Call Copy method and use the result
-					result := copyMethod.Call(nil)
-					c.CompositeQuery.Queries[i] = QueryEnvelope{
-						Type: q.Type,
-						Spec: result[0].Interface(),
-					}
-				} else {
-					// Fallback to shallow copy
-					c.CompositeQuery.Queries[i] = q
-				}
-			}
-		}
-	}
-	return c
-}

pkg/types/querybuildertypes/querybuildertypesv5/req_getters.go

@@ -1,386 +0,0 @@
-package querybuildertypesv5
-
-import "github.com/SigNoz/signoz/pkg/types/telemetrytypes"
-
-// GetExpression returns the expression string. Panics for Join, PromQuery and ClickHouseQuery.
-func (q *QueryEnvelope) GetExpression() string {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		return spec.Expression
-	case QueryBuilderFormula:
-		return spec.Expression
-	}
-	panic("unsupported spec type")
-}
-
-// GetReturnSpansFrom returns the return-spans-from value. Panics for all types except TraceOperator.
-func (q *QueryEnvelope) GetReturnSpansFrom() string {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		return spec.ReturnSpansFrom
-	}
-	panic("unsupported spec type")
-}
-
-// GetSignal returns the signal. Panics for all types except Query[T].
-func (q *QueryEnvelope) GetSignal() telemetrytypes.Signal {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderQuery[TraceAggregation]:
-		return spec.Signal
-	case QueryBuilderQuery[LogAggregation]:
-		return spec.Signal
-	case QueryBuilderQuery[MetricAggregation]:
-		return spec.Signal
-	}
-	panic("unsupported spec type")
-}
-
-// GetSource returns the source. Panics for all types except Query[T].
-func (q *QueryEnvelope) GetSource() telemetrytypes.Source {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderQuery[TraceAggregation]:
-		return spec.Source
-	case QueryBuilderQuery[LogAggregation]:
-		return spec.Source
-	case QueryBuilderQuery[MetricAggregation]:
-		return spec.Source
-	}
-	panic("unsupported spec type")
-}
-
-// GetQuery returns the raw query string. Panics for all types except PromQuery and ClickHouseQuery.
-func (q *QueryEnvelope) GetQuery() string {
-	switch spec := q.Spec.(type) {
-	case PromQuery:
-		return spec.Query
-	case ClickHouseQuery:
-		return spec.Query
-	}
-	panic("unsupported spec type")
-}
-
-// GetStep returns the PromQL step size. Panics for all types except PromQuery.
-func (q *QueryEnvelope) GetStep() Step {
-	switch spec := q.Spec.(type) {
-	case PromQuery:
-		return spec.Step
-	}
-	panic("unsupported spec type")
-}
-
-// GetStats returns the PromQL stats flag. Panics for all types except PromQuery.
-func (q *QueryEnvelope) GetStats() bool {
-	switch spec := q.Spec.(type) {
-	case PromQuery:
-		return spec.Stats
-	}
-	panic("unsupported spec type")
-}
-
-// GetLeft returns the left query reference of a join. Panics for all types except QueryBuilderJoin.
-func (q *QueryEnvelope) GetLeft() QueryRef {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderJoin:
-		return spec.Left
-	}
-	panic("unsupported spec type")
-}
-
-// GetRight returns the right query reference of a join. Panics for all types except QueryBuilderJoin.
-func (q *QueryEnvelope) GetRight() QueryRef {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderJoin:
-		return spec.Right
-	}
-	panic("unsupported spec type")
-}
-
-// GetJoinType returns the join type. Panics for all types except QueryBuilderJoin.
-func (q *QueryEnvelope) GetJoinType() JoinType {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderJoin:
-		return spec.Type
-	}
-	panic("unsupported spec type")
-}
-
-// GetOn returns the join ON condition. Panics for all types except QueryBuilderJoin.
-func (q *QueryEnvelope) GetOn() string {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderJoin:
-		return spec.On
-	}
-	panic("unsupported spec type")
-}
-
-// GetQueryName returns the name of the spec.
-func (q *QueryEnvelope) GetQueryName() string {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		return spec.Name
-	case QueryBuilderQuery[TraceAggregation]:
-		return spec.Name
-	case QueryBuilderQuery[LogAggregation]:
-		return spec.Name
-	case QueryBuilderQuery[MetricAggregation]:
-		return spec.Name
-	case QueryBuilderFormula:
-		return spec.Name
-	case QueryBuilderJoin:
-		return spec.Name
-	case PromQuery:
-		return spec.Name
-	case ClickHouseQuery:
-		return spec.Name
-	}
-	panic("unsupported spec type")
-}
-
-// GetDisabled returns whether the spec is disabled.
-func (q *QueryEnvelope) GetDisabled() bool {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		return spec.Disabled
-	case QueryBuilderQuery[TraceAggregation]:
-		return spec.Disabled
-	case QueryBuilderQuery[LogAggregation]:
-		return spec.Disabled
-	case QueryBuilderQuery[MetricAggregation]:
-		return spec.Disabled
-	case QueryBuilderFormula:
-		return spec.Disabled
-	case QueryBuilderJoin:
-		return spec.Disabled
-	case PromQuery:
-		return spec.Disabled
-	case ClickHouseQuery:
-		return spec.Disabled
-	}
-	panic("unsupported spec type")
-}
-
-// GetLimit returns the row limit. Panics for PromQuery and ClickHouseQuery.
-func (q *QueryEnvelope) GetLimit() int {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		return spec.Limit
-	case QueryBuilderQuery[TraceAggregation]:
-		return spec.Limit
-	case QueryBuilderQuery[LogAggregation]:
-		return spec.Limit
-	case QueryBuilderQuery[MetricAggregation]:
-		return spec.Limit
-	case QueryBuilderFormula:
-		return spec.Limit
-	case QueryBuilderJoin:
-		return spec.Limit
-	}
-	panic("unsupported spec type")
-}
-
-// GetOffset returns the row offset. Panics for Formula, Join, PromQuery and ClickHouseQuery.
-func (q *QueryEnvelope) GetOffset() int {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		return spec.Offset
-	case QueryBuilderQuery[TraceAggregation]:
-		return spec.Offset
-	case QueryBuilderQuery[LogAggregation]:
-		return spec.Offset
-	case QueryBuilderQuery[MetricAggregation]:
-		return spec.Offset
-	}
-	panic("unsupported spec type")
-}
-
-// GetType returns the QueryType of the envelope.
-func (q *QueryEnvelope) GetType() QueryType {
-	return q.Type
-}
-
-// GetOrder returns the order-by clauses. Panics for PromQuery and ClickHouseQuery.
-func (q *QueryEnvelope) GetOrder() []OrderBy {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		return spec.Order
-	case QueryBuilderQuery[TraceAggregation]:
-		return spec.Order
-	case QueryBuilderQuery[LogAggregation]:
-		return spec.Order
-	case QueryBuilderQuery[MetricAggregation]:
-		return spec.Order
-	case QueryBuilderFormula:
-		return spec.Order
-	case QueryBuilderJoin:
-		return spec.Order
-	}
-	panic("unsupported spec type")
-}
-
-// GetGroupBy returns the group-by keys. Panics for Formula, PromQuery and ClickHouseQuery.
-func (q *QueryEnvelope) GetGroupBy() []GroupByKey {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		return spec.GroupBy
-	case QueryBuilderQuery[TraceAggregation]:
-		return spec.GroupBy
-	case QueryBuilderQuery[LogAggregation]:
-		return spec.GroupBy
-	case QueryBuilderQuery[MetricAggregation]:
-		return spec.GroupBy
-	case QueryBuilderJoin:
-		return spec.GroupBy
-	}
-	panic("unsupported spec type")
-}
-
-// GetFilter returns the filter. Panics for Formula, PromQuery and ClickHouseQuery.
-func (q *QueryEnvelope) GetFilter() *Filter {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		return spec.Filter
-	case QueryBuilderQuery[TraceAggregation]:
-		return spec.Filter
-	case QueryBuilderQuery[LogAggregation]:
-		return spec.Filter
-	case QueryBuilderQuery[MetricAggregation]:
-		return spec.Filter
-	case QueryBuilderJoin:
-		return spec.Filter
-	}
-	panic("unsupported spec type")
-}
-
-// GetHaving returns the having clause. Panics for PromQuery and ClickHouseQuery.
-func (q *QueryEnvelope) GetHaving() *Having {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		return spec.Having
-	case QueryBuilderQuery[TraceAggregation]:
-		return spec.Having
-	case QueryBuilderQuery[LogAggregation]:
-		return spec.Having
-	case QueryBuilderQuery[MetricAggregation]:
-		return spec.Having
-	case QueryBuilderFormula:
-		return spec.Having
-	case QueryBuilderJoin:
-		return spec.Having
-	}
-	panic("unsupported spec type")
-}
-
-// GetFunctions returns the post-processing functions. Panics for PromQuery and ClickHouseQuery.
-func (q *QueryEnvelope) GetFunctions() []Function {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		return spec.Functions
-	case QueryBuilderQuery[TraceAggregation]:
-		return spec.Functions
-	case QueryBuilderQuery[LogAggregation]:
-		return spec.Functions
-	case QueryBuilderQuery[MetricAggregation]:
-		return spec.Functions
-	case QueryBuilderFormula:
-		return spec.Functions
-	case QueryBuilderJoin:
-		return spec.Functions
-	}
-	panic("unsupported spec type")
-}
-
-// GetSelectFields returns the selected fields. Panics for Formula, PromQuery and ClickHouseQuery.
-func (q *QueryEnvelope) GetSelectFields() []telemetrytypes.TelemetryFieldKey {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		return spec.SelectFields
-	case QueryBuilderQuery[TraceAggregation]:
-		return spec.SelectFields
-	case QueryBuilderQuery[LogAggregation]:
-		return spec.SelectFields
-	case QueryBuilderQuery[MetricAggregation]:
-		return spec.SelectFields
-	case QueryBuilderJoin:
-		return spec.SelectFields
-	}
-	panic("unsupported spec type")
-}
-
-// GetLegend returns the legend label. Panics for QueryBuilderJoin.
-func (q *QueryEnvelope) GetLegend() string {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		return spec.Legend
-	case QueryBuilderQuery[TraceAggregation]:
-		return spec.Legend
-	case QueryBuilderQuery[LogAggregation]:
-		return spec.Legend
-	case QueryBuilderQuery[MetricAggregation]:
-		return spec.Legend
-	case QueryBuilderFormula:
-		return spec.Legend
-	case PromQuery:
-		return spec.Legend
-	case ClickHouseQuery:
-		return spec.Legend
-	}
-	panic("unsupported spec type")
-}
-
-// GetCursor returns the pagination cursor. Panics for Formula, Join, PromQuery and ClickHouseQuery.
-func (q *QueryEnvelope) GetCursor() string {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		return spec.Cursor
-	case QueryBuilderQuery[TraceAggregation]:
-		return spec.Cursor
-	case QueryBuilderQuery[LogAggregation]:
-		return spec.Cursor
-	case QueryBuilderQuery[MetricAggregation]:
-		return spec.Cursor
-	}
-	panic("unsupported spec type")
-}
-
-// GetStepInterval returns the step interval. Panics for Formula, Join, PromQuery and ClickHouseQuery.
-func (q *QueryEnvelope) GetStepInterval() Step {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		return spec.StepInterval
-	case QueryBuilderQuery[TraceAggregation]:
-		return spec.StepInterval
-	case QueryBuilderQuery[LogAggregation]:
-		return spec.StepInterval
-	case QueryBuilderQuery[MetricAggregation]:
-		return spec.StepInterval
-	}
-	panic("unsupported spec type")
-}
-
-// GetSecondaryAggregations returns the secondary aggregations. Panics for TraceOperator, Formula, PromQuery and ClickHouseQuery.
-func (q *QueryEnvelope) GetSecondaryAggregations() []SecondaryAggregation {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderQuery[TraceAggregation]:
-		return spec.SecondaryAggregations
-	case QueryBuilderQuery[LogAggregation]:
-		return spec.SecondaryAggregations
-	case QueryBuilderQuery[MetricAggregation]:
-		return spec.SecondaryAggregations
-	case QueryBuilderJoin:
-		return spec.SecondaryAggregations
-	}
-	panic("unsupported spec type")
-}
-
-// GetLimitBy returns the limit-by configuration. Panics for TraceOperator, Formula, Join, PromQuery and ClickHouseQuery.
-func (q *QueryEnvelope) GetLimitBy() *LimitBy {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderQuery[TraceAggregation]:
-		return spec.LimitBy
-	case QueryBuilderQuery[LogAggregation]:
-		return spec.LimitBy
-	case QueryBuilderQuery[MetricAggregation]:
-		return spec.LimitBy
-	}
-	panic("unsupported spec type")
-}

pkg/types/querybuildertypes/querybuildertypesv5/req_setters.go

@@ -1,458 +0,0 @@
-package querybuildertypesv5
-
-import "github.com/SigNoz/signoz/pkg/types/telemetrytypes"
-
-// SetExpression sets the expression string of the spec, if applicable.
-func (q *QueryEnvelope) SetExpression(expression string) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		spec.Expression = expression
-		q.Spec = spec
-	case QueryBuilderFormula:
-		spec.Expression = expression
-		q.Spec = spec
-	}
-}
-
-// SetReturnSpansFrom sets the return-spans-from value, if applicable.
-func (q *QueryEnvelope) SetReturnSpansFrom(returnSpansFrom string) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		spec.ReturnSpansFrom = returnSpansFrom
-		q.Spec = spec
-	}
-}
-
-// SetSignal sets the signal of the spec, if applicable.
-func (q *QueryEnvelope) SetSignal(signal telemetrytypes.Signal) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderQuery[TraceAggregation]:
-		spec.Signal = signal
-		q.Spec = spec
-	case QueryBuilderQuery[LogAggregation]:
-		spec.Signal = signal
-		q.Spec = spec
-	case QueryBuilderQuery[MetricAggregation]:
-		spec.Signal = signal
-		q.Spec = spec
-	}
-}
-
-// SetSource sets the source of the spec, if applicable.
-func (q *QueryEnvelope) SetSource(source telemetrytypes.Source) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderQuery[TraceAggregation]:
-		spec.Source = source
-		q.Spec = spec
-	case QueryBuilderQuery[LogAggregation]:
-		spec.Source = source
-		q.Spec = spec
-	case QueryBuilderQuery[MetricAggregation]:
-		spec.Source = source
-		q.Spec = spec
-	}
-}
-
-// SetQuery sets the raw query string of the spec, if applicable.
-func (q *QueryEnvelope) SetQuery(query string) {
-	switch spec := q.Spec.(type) {
-	case PromQuery:
-		spec.Query = query
-		q.Spec = spec
-	case ClickHouseQuery:
-		spec.Query = query
-		q.Spec = spec
-	}
-}
-
-// SetStep sets the PromQL step size, if applicable.
-func (q *QueryEnvelope) SetStep(step Step) {
-	switch spec := q.Spec.(type) {
-	case PromQuery:
-		spec.Step = step
-		q.Spec = spec
-	}
-}
-
-// SetStats sets the PromQL stats flag, if applicable.
-func (q *QueryEnvelope) SetStats(stats bool) {
-	switch spec := q.Spec.(type) {
-	case PromQuery:
-		spec.Stats = stats
-		q.Spec = spec
-	}
-}
-
-// SetLeft sets the left query reference of a join, if applicable.
-func (q *QueryEnvelope) SetLeft(left QueryRef) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderJoin:
-		spec.Left = left
-		q.Spec = spec
-	}
-}
-
-// SetRight sets the right query reference of a join, if applicable.
-func (q *QueryEnvelope) SetRight(right QueryRef) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderJoin:
-		spec.Right = right
-		q.Spec = spec
-	}
-}
-
-// SetJoinType sets the join type, if applicable.
-func (q *QueryEnvelope) SetJoinType(joinType JoinType) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderJoin:
-		spec.Type = joinType
-		q.Spec = spec
-	}
-}
-
-// SetOn sets the join ON condition, if applicable.
-func (q *QueryEnvelope) SetOn(on string) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderJoin:
-		spec.On = on
-		q.Spec = spec
-	}
-}
-
-// SetQueryName sets the name of the spec, if applicable.
-func (q *QueryEnvelope) SetQueryName(name string) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		spec.Name = name
-		q.Spec = spec
-	case QueryBuilderQuery[TraceAggregation]:
-		spec.Name = name
-		q.Spec = spec
-	case QueryBuilderQuery[LogAggregation]:
-		spec.Name = name
-		q.Spec = spec
-	case QueryBuilderQuery[MetricAggregation]:
-		spec.Name = name
-		q.Spec = spec
-	case QueryBuilderFormula:
-		spec.Name = name
-		q.Spec = spec
-	case QueryBuilderJoin:
-		spec.Name = name
-		q.Spec = spec
-	case PromQuery:
-		spec.Name = name
-		q.Spec = spec
-	case ClickHouseQuery:
-		spec.Name = name
-		q.Spec = spec
-	}
-}
-
-// SetDisabled sets the disabled flag of the spec, if applicable.
-func (q *QueryEnvelope) SetDisabled(disabled bool) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		spec.Disabled = disabled
-		q.Spec = spec
-	case QueryBuilderQuery[TraceAggregation]:
-		spec.Disabled = disabled
-		q.Spec = spec
-	case QueryBuilderQuery[LogAggregation]:
-		spec.Disabled = disabled
-		q.Spec = spec
-	case QueryBuilderQuery[MetricAggregation]:
-		spec.Disabled = disabled
-		q.Spec = spec
-	case QueryBuilderFormula:
-		spec.Disabled = disabled
-		q.Spec = spec
-	case QueryBuilderJoin:
-		spec.Disabled = disabled
-		q.Spec = spec
-	case PromQuery:
-		spec.Disabled = disabled
-		q.Spec = spec
-	case ClickHouseQuery:
-		spec.Disabled = disabled
-		q.Spec = spec
-	}
-}
-
-// SetLimit sets the row limit of the spec, if applicable.
-func (q *QueryEnvelope) SetLimit(limit int) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		spec.Limit = limit
-		q.Spec = spec
-	case QueryBuilderQuery[TraceAggregation]:
-		spec.Limit = limit
-		q.Spec = spec
-	case QueryBuilderQuery[LogAggregation]:
-		spec.Limit = limit
-		q.Spec = spec
-	case QueryBuilderQuery[MetricAggregation]:
-		spec.Limit = limit
-		q.Spec = spec
-	case QueryBuilderFormula:
-		spec.Limit = limit
-		q.Spec = spec
-	case QueryBuilderJoin:
-		spec.Limit = limit
-		q.Spec = spec
-	}
-}
-
-// SetOffset sets the row offset of the spec, if applicable.
-func (q *QueryEnvelope) SetOffset(offset int) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		spec.Offset = offset
-		q.Spec = spec
-	case QueryBuilderQuery[TraceAggregation]:
-		spec.Offset = offset
-		q.Spec = spec
-	case QueryBuilderQuery[LogAggregation]:
-		spec.Offset = offset
-		q.Spec = spec
-	case QueryBuilderQuery[MetricAggregation]:
-		spec.Offset = offset
-		q.Spec = spec
-	}
-}
-
-// SetType sets the QueryType of the envelope.
-func (q *QueryEnvelope) SetType(t QueryType) {
-	q.Type = t
-}
-
-// SetOrder sets the order-by clauses of the spec, if applicable.
-func (q *QueryEnvelope) SetOrder(order []OrderBy) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		spec.Order = order
-		q.Spec = spec
-	case QueryBuilderQuery[TraceAggregation]:
-		spec.Order = order
-		q.Spec = spec
-	case QueryBuilderQuery[LogAggregation]:
-		spec.Order = order
-		q.Spec = spec
-	case QueryBuilderQuery[MetricAggregation]:
-		spec.Order = order
-		q.Spec = spec
-	case QueryBuilderFormula:
-		spec.Order = order
-		q.Spec = spec
-	case QueryBuilderJoin:
-		spec.Order = order
-		q.Spec = spec
-	}
-}
-
-// SetGroupBy sets the group-by keys of the spec, if applicable.
-func (q *QueryEnvelope) SetGroupBy(groupBy []GroupByKey) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		spec.GroupBy = groupBy
-		q.Spec = spec
-	case QueryBuilderQuery[TraceAggregation]:
-		spec.GroupBy = groupBy
-		q.Spec = spec
-	case QueryBuilderQuery[LogAggregation]:
-		spec.GroupBy = groupBy
-		q.Spec = spec
-	case QueryBuilderQuery[MetricAggregation]:
-		spec.GroupBy = groupBy
-		q.Spec = spec
-	case QueryBuilderJoin:
-		spec.GroupBy = groupBy
-		q.Spec = spec
-	}
-}
-
-// SetFilter sets the filter of the spec, if applicable.
-func (q *QueryEnvelope) SetFilter(filter *Filter) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		spec.Filter = filter
-		q.Spec = spec
-	case QueryBuilderQuery[TraceAggregation]:
-		spec.Filter = filter
-		q.Spec = spec
-	case QueryBuilderQuery[LogAggregation]:
-		spec.Filter = filter
-		q.Spec = spec
-	case QueryBuilderQuery[MetricAggregation]:
-		spec.Filter = filter
-		q.Spec = spec
-	case QueryBuilderJoin:
-		spec.Filter = filter
-		q.Spec = spec
-	}
-}
-
-// SetHaving sets the having clause of the spec, if applicable.
-func (q *QueryEnvelope) SetHaving(having *Having) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		spec.Having = having
-		q.Spec = spec
-	case QueryBuilderQuery[TraceAggregation]:
-		spec.Having = having
-		q.Spec = spec
-	case QueryBuilderQuery[LogAggregation]:
-		spec.Having = having
-		q.Spec = spec
-	case QueryBuilderQuery[MetricAggregation]:
-		spec.Having = having
-		q.Spec = spec
-	case QueryBuilderFormula:
-		spec.Having = having
-		q.Spec = spec
-	case QueryBuilderJoin:
-		spec.Having = having
-		q.Spec = spec
-	}
-}
-
-// SetFunctions sets the post-processing functions of the spec, if applicable.
-func (q *QueryEnvelope) SetFunctions(functions []Function) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		spec.Functions = functions
-		q.Spec = spec
-	case QueryBuilderQuery[TraceAggregation]:
-		spec.Functions = functions
-		q.Spec = spec
-	case QueryBuilderQuery[LogAggregation]:
-		spec.Functions = functions
-		q.Spec = spec
-	case QueryBuilderQuery[MetricAggregation]:
-		spec.Functions = functions
-		q.Spec = spec
-	case QueryBuilderFormula:
-		spec.Functions = functions
-		q.Spec = spec
-	case QueryBuilderJoin:
-		spec.Functions = functions
-		q.Spec = spec
-	}
-}
-
-// SetSelectFields sets the selected fields of the spec, if applicable.
-func (q *QueryEnvelope) SetSelectFields(fields []telemetrytypes.TelemetryFieldKey) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		spec.SelectFields = fields
-		q.Spec = spec
-	case QueryBuilderQuery[TraceAggregation]:
-		spec.SelectFields = fields
-		q.Spec = spec
-	case QueryBuilderQuery[LogAggregation]:
-		spec.SelectFields = fields
-		q.Spec = spec
-	case QueryBuilderQuery[MetricAggregation]:
-		spec.SelectFields = fields
-		q.Spec = spec
-	case QueryBuilderJoin:
-		spec.SelectFields = fields
-		q.Spec = spec
-	}
-}
-
-// SetLegend sets the legend label of the spec, if applicable.
-func (q *QueryEnvelope) SetLegend(legend string) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		spec.Legend = legend
-		q.Spec = spec
-	case QueryBuilderQuery[TraceAggregation]:
-		spec.Legend = legend
-		q.Spec = spec
-	case QueryBuilderQuery[LogAggregation]:
-		spec.Legend = legend
-		q.Spec = spec
-	case QueryBuilderQuery[MetricAggregation]:
-		spec.Legend = legend
-		q.Spec = spec
-	case QueryBuilderFormula:
-		spec.Legend = legend
-		q.Spec = spec
-	case PromQuery:
-		spec.Legend = legend
-		q.Spec = spec
-	case ClickHouseQuery:
-		spec.Legend = legend
-		q.Spec = spec
-	}
-}
-
-// SetCursor sets the pagination cursor of the spec, if applicable.
-func (q *QueryEnvelope) SetCursor(cursor string) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		spec.Cursor = cursor
-		q.Spec = spec
-	case QueryBuilderQuery[TraceAggregation]:
-		spec.Cursor = cursor
-		q.Spec = spec
-	case QueryBuilderQuery[LogAggregation]:
-		spec.Cursor = cursor
-		q.Spec = spec
-	case QueryBuilderQuery[MetricAggregation]:
-		spec.Cursor = cursor
-		q.Spec = spec
-	}
-}
-
-// SetStepInterval sets the step interval of the spec, if applicable.
-func (q *QueryEnvelope) SetStepInterval(step Step) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderTraceOperator:
-		spec.StepInterval = step
-		q.Spec = spec
-	case QueryBuilderQuery[TraceAggregation]:
-		spec.StepInterval = step
-		q.Spec = spec
-	case QueryBuilderQuery[LogAggregation]:
-		spec.StepInterval = step
-		q.Spec = spec
-	case QueryBuilderQuery[MetricAggregation]:
-		spec.StepInterval = step
-		q.Spec = spec
-	}
-}
-
-// SetSecondaryAggregations sets the secondary aggregations of the spec, if applicable.
-func (q *QueryEnvelope) SetSecondaryAggregations(secondaryAggregations []SecondaryAggregation) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderQuery[TraceAggregation]:
-		spec.SecondaryAggregations = secondaryAggregations
-		q.Spec = spec
-	case QueryBuilderQuery[LogAggregation]:
-		spec.SecondaryAggregations = secondaryAggregations
-		q.Spec = spec
-	case QueryBuilderQuery[MetricAggregation]:
-		spec.SecondaryAggregations = secondaryAggregations
-		q.Spec = spec
-	case QueryBuilderJoin:
-		spec.SecondaryAggregations = secondaryAggregations
-		q.Spec = spec
-	}
-}
-
-// SetLimitBy sets the limit-by configuration of the spec, if applicable.
-func (q *QueryEnvelope) SetLimitBy(limitBy *LimitBy) {
-	switch spec := q.Spec.(type) {
-	case QueryBuilderQuery[TraceAggregation]:
-		spec.LimitBy = limitBy
-		q.Spec = spec
-	case QueryBuilderQuery[LogAggregation]:
-		spec.LimitBy = limitBy
-		q.Spec = spec
-	case QueryBuilderQuery[MetricAggregation]:
-		spec.LimitBy = limitBy
-		q.Spec = spec
-	}
-}

pkg/types/querybuildertypes/querybuildertypesv5/request_type.go

@@ -30,3 +30,15 @@ var (
 func (r RequestType) IsAggregation() bool {
 	return r == RequestTypeTimeSeries || r == RequestTypeScalar || r == RequestTypeDistribution
 }
+
+// Enum implements jsonschema.Enum; returns the acceptable values for RequestType.
+func (RequestType) Enum() []any {
+	return []any{
+		RequestTypeScalar,
+		RequestTypeTimeSeries,
+		RequestTypeRaw,
+		RequestTypeRawStream,
+		RequestTypeTrace,
+		// RequestTypeDistribution,
+	}
+}

pkg/types/querybuildertypes/querybuildertypesv5/resp.go

@@ -12,6 +12,7 @@ import (
 
 	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
 	"github.com/SigNoz/signoz/pkg/valuer"
+	"github.com/swaggest/jsonschema-go"
 )
 
 type QBEvent struct {
@@ -42,6 +43,17 @@ type QueryData struct {
 	Results []any `json:"results"`
 }
 
+var _ jsonschema.OneOfExposer = QueryData{}
+
+// JSONSchemaOneOf documents the polymorphic result types in QueryData.Results.
+func (QueryData) JSONSchemaOneOf() []any {
+	return []any{
+		TimeSeriesData{},
+		ScalarData{},
+		RawData{},
+	}
+}
+
 type QueryRangeResponse struct {
 	Type RequestType `json:"type"`
 	Data QueryData   `json:"data"`
@@ -52,6 +64,14 @@ type QueryRangeResponse struct {
 	QBEvent *QBEvent `json:"-"`
 }
 
+var _ jsonschema.Preparer = &QueryRangeResponse{}
+
+// PrepareJSONSchema adds description to the QueryRangeResponse schema.
+func (q *QueryRangeResponse) PrepareJSONSchema(schema *jsonschema.Schema) error {
+	schema.WithDescription("Response from the v5 query range endpoint. The data.results array contains typed results depending on the requestType: TimeSeriesData for time_series, ScalarData for scalar, or RawData for raw requests.")
+	return nil
+}
+
 type TimeSeriesData struct {
 	QueryName    string               `json:"queryName"`
 	Aggregations []*AggregationBucket `json:"aggregations"`
@@ -159,6 +179,14 @@ var (
 	ColumnTypeAggregation = ColumnType{valuer.NewString("aggregation")}
 )
 
+// Enum returns the acceptable values for ColumnType.
+func (ColumnType) Enum() []any {
+	return []any{
+		ColumnTypeGroup,
+		ColumnTypeAggregation,
+	}
+}
+
 type ColumnDescriptor struct {
 	telemetrytypes.TelemetryFieldKey
 	QueryName        string `json:"queryName"`

pkg/types/querybuildertypes/querybuildertypesv5/validation.go

@@ -10,9 +10,55 @@ import (
 	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
 )
 
+// queryName returns the name from any query envelope spec type.
+func (e QueryEnvelope) queryName() string {
+	switch spec := e.Spec.(type) {
+	case QueryBuilderQuery[TraceAggregation]:
+		return spec.Name
+	case QueryBuilderQuery[LogAggregation]:
+		return spec.Name
+	case QueryBuilderQuery[MetricAggregation]:
+		return spec.Name
+	case QueryBuilderFormula:
+		return spec.Name
+	case QueryBuilderTraceOperator:
+		return spec.Name
+	case QueryBuilderJoin:
+		return spec.Name
+	case PromQuery:
+		return spec.Name
+	case ClickHouseQuery:
+		return spec.Name
+	}
+	return ""
+}
+
+// isDisabled returns the disabled status from any query envelope spec type.
+func (e QueryEnvelope) isDisabled() bool {
+	switch spec := e.Spec.(type) {
+	case QueryBuilderQuery[TraceAggregation]:
+		return spec.Disabled
+	case QueryBuilderQuery[LogAggregation]:
+		return spec.Disabled
+	case QueryBuilderQuery[MetricAggregation]:
+		return spec.Disabled
+	case QueryBuilderFormula:
+		return spec.Disabled
+	case QueryBuilderTraceOperator:
+		return spec.Disabled
+	case QueryBuilderJoin:
+		return spec.Disabled
+	case PromQuery:
+		return spec.Disabled
+	case ClickHouseQuery:
+		return spec.Disabled
+	}
+	return false
+}
+
 // getQueryIdentifier returns a friendly identifier for a query based on its type and name/content
 func getQueryIdentifier(envelope QueryEnvelope, index int) string {
-	name := envelope.GetQueryName()
+	name := envelope.queryName()
 
 	var typeLabel string
 	switch envelope.Type {
@@ -425,7 +471,7 @@ func (r *QueryRangeRequest) Validate() error {
 // validateAllQueriesNotDisabled validates that at least one query in the composite query is enabled
 func (r *QueryRangeRequest) validateAllQueriesNotDisabled() error {
 	for _, envelope := range r.CompositeQuery.Queries {
-		if !envelope.GetDisabled() {
+		if !envelope.isDisabled() {
 			return nil
 		}
 	}
@@ -460,7 +506,7 @@ func (c *CompositeQuery) Validate(requestType RequestType) error {
 
 		// Check name uniqueness for builder queries
 		if envelope.Type == QueryTypeBuilder || envelope.Type == QueryTypeSubQuery {
-			name := envelope.GetQueryName()
+			name := envelope.queryName()
 			if name != "" {
 				if queryNames[name] {
 					return errors.NewInvalidInputf(

pkg/types/querybuildertypes/querybuildertypesv5/validation_test.go

@@ -816,7 +816,7 @@ func TestQueryEnvelope_Helpers(t *testing.T) {
 		}
 		for _, tt := range tests {
 			t.Run(tt.name, func(t *testing.T) {
-				got := tt.envelope.GetQueryName()
+				got := tt.envelope.queryName()
 				if got != tt.want {
 					t.Errorf("queryName() = %q, want %q", got, tt.want)
 				}
@@ -868,7 +868,7 @@ func TestQueryEnvelope_Helpers(t *testing.T) {
 		}
 		for _, tt := range tests {
 			t.Run(tt.name, func(t *testing.T) {
-				got := tt.envelope.GetDisabled()
+				got := tt.envelope.isDisabled()
 				if got != tt.want {
 					t.Errorf("isDisabled() = %v, want %v", got, tt.want)
 				}

pkg/types/rawdataexport.go

@@ -1,35 +0,0 @@
-package types
-
-// ExportRawDataQueryParams represents the query parameters for the export raw data endpoint
-type ExportRawDataQueryParams struct {
-	ExportRawDataFormatQueryParam
-
-	// Source specifies the type of data to export: "logs" or "traces"
-	Source string `query:"source,default=logs" default:"logs" enum:"logs,traces"`
-
-	// Start is the start time for the query (Unix timestamp in nanoseconds)
-	Start uint64 `query:"start"`
-
-	// End is the end time for the query (Unix timestamp in nanoseconds)
-	End uint64 `query:"end"`
-
-	// Limit specifies the maximum number of rows to export
-	Limit int `query:"limit,default=10000" default:"10000" minimum:"1" maximum:"50000"`
-
-	// Filter is a filter expression to apply to the query
-	Filter string `query:"filter"`
-
-	// Columns specifies the columns to include in the export
-	// Format: ["context.field:type", "context.field", "field"]
-	Columns []string `query:"columns"`
-
-	// OrderBy specifies the sorting order
-	// Format: "column:direction" or "context.field:type:direction"
-	// Direction can be "asc" or "desc"
-	OrderBy string `query:"order_by"`
-}
-
-type ExportRawDataFormatQueryParam struct {
-	// Format specifies the output format: "csv" or "jsonl"
-	Format string `query:"format,default=csv" default:"csv" enum:"csv,jsonl"`
-}

pkg/types/telemetrytypes/field.go

@@ -23,8 +23,10 @@ const (
 	// e.g., "body.status" where "body." is the prefix
 	BodyJSONStringSearchPrefix = "body."
 	ArraySep                   = jsontypeexporter.ArraySeparator
+	ArraySepSuffix             = "[]"
 	// TODO(Piyush): Remove once we've migrated to the new array syntax
-	ArrayAnyIndex = "[*]."
+	ArrayAnyIndex       = "[*]."
+	ArrayAnyIndexSuffix = "[*]"
 )
 
 type TelemetryFieldKey struct {

pkg/types/telemetrytypes/field_context.go

@@ -172,3 +172,18 @@ func isContextValidForSignal(ctx FieldContext, signal Signal) bool {
 	}
 	return true
 }
+
+// Enum returns the acceptable values for FieldContext.
+func (FieldContext) Enum() []any {
+	return []any{
+		FieldContextMetric,
+		FieldContextLog,
+		FieldContextSpan,
+		// FieldContextTrace,
+		FieldContextResource,
+		// FieldContextScope,
+		FieldContextAttribute,
+		// FieldContextEvent,
+		FieldContextBody,
+	}
+}

pkg/types/telemetrytypes/field_datatype.go

@@ -93,6 +93,14 @@ var (
 		FieldDataTypeArrayFloat64: "Array(Float64)",
 		FieldDataTypeArrayBool:    "Array(Bool)",
 	}
+
+	ScalerFieldTypeToArrayFieldType = map[FieldDataType]FieldDataType{
+		FieldDataTypeString:  FieldDataTypeArrayString,
+		FieldDataTypeBool:    FieldDataTypeArrayBool,
+		FieldDataTypeNumber:  FieldDataTypeArrayNumber,
+		FieldDataTypeInt64:   FieldDataTypeArrayInt64,
+		FieldDataTypeFloat64: FieldDataTypeArrayFloat64,
+	}
 )
 
 func (f FieldDataType) CHDataType() string {
@@ -169,3 +177,19 @@ func (f FieldDataType) TagDataType() string {
 		return "string"
 	}
 }
+
+// Enum returns the acceptable values for FieldDataType.
+func (FieldDataType) Enum() []any {
+	return []any{
+		FieldDataTypeString,
+		FieldDataTypeBool,
+		FieldDataTypeFloat64,
+		FieldDataTypeInt64,
+		FieldDataTypeNumber,
+		// FieldDataTypeArrayString,
+		// FieldDataTypeArrayFloat64,
+		// FieldDataTypeArrayBool,
+		// FieldDataTypeArrayInt64,
+		// FieldDataTypeArrayNumber,
+	}
+}

pkg/types/telemetrytypes/signal.go

@@ -12,3 +12,12 @@ var (
 	SignalMetrics     = Signal{valuer.NewString("metrics")}
 	SignalUnspecified = Signal{valuer.NewString("")}
 )
+
+// Enum returns the acceptable values for Signal.
+func (Signal) Enum() []any {
+	return []any{
+		SignalTraces,
+		SignalLogs,
+		SignalMetrics,
+	}
+}

pkg/types/telemetrytypes/source.go

@@ -10,3 +10,10 @@ var (
 	SourceMeter       = Source{valuer.NewString("meter")}
 	SourceUnspecified = Source{valuer.NewString("")}
 )
+
+// Enum returns the acceptable values for Source.
+func (Source) Enum() []any {
+	return []any{
+		SourceMeter,
+	}
+}

pkg/types/telemetrytypes/test_data.go

@@ -65,6 +65,7 @@ func TestJSONTypeSet() (map[string][]JSONDataType, MetadataStore) {
 		"interests[].entities[].reviews[].entries[].metadata[].positions[].unit":     {String},
 		"interests[].entities[].reviews[].entries[].metadata[].positions[].ratings":  {ArrayInt64, ArrayString},
 		"message": {String},
+		"tags":    {ArrayString},
 	}
 
 	return types, nil

tests/integration/src/passwordauthn/06_duplicate_invite.py

@@ -0,0 +1,62 @@
+from http import HTTPStatus
+from typing import Callable
+
+import requests
+
+from fixtures.auth import USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD
+from fixtures.types import SigNoz
+
+DUPLICATE_USER_EMAIL = "duplicate@integration.test"
+
+
+def test_duplicate_user_invite_rejected(
+    signoz: SigNoz,
+    get_token: Callable[[str, str], str],
+):
+    """
+    Verify that the unique index on (email, org_id) in the users table prevents
+    creating duplicate users. This invites a new user, accepts the invite, then
+    tries to invite and accept the same email again expecting a failure.
+    """
+    admin_token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+
+    # Step 1: Invite a new user.
+    initial_invite_response = requests.post(
+        signoz.self.host_configs["8080"].get("/api/v1/invite"),
+        json={"email": DUPLICATE_USER_EMAIL, "role": "EDITOR"},
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=2,
+    )
+    assert initial_invite_response.status_code == HTTPStatus.CREATED
+    initial_invite_token = initial_invite_response.json()["data"]["token"]
+
+    # Step 2: Accept the invite to create the user.
+    initial_accept_response = requests.post(
+        signoz.self.host_configs["8080"].get("/api/v1/invite/accept"),
+        json={"token": initial_invite_token, "password": "password123Z$"},
+        timeout=2,
+    )
+    assert initial_accept_response.status_code == HTTPStatus.CREATED
+
+    # Step 3: Invite the same email again.
+    duplicate_invite_response = requests.post(
+        signoz.self.host_configs["8080"].get("/api/v1/invite"),
+        json={"email": DUPLICATE_USER_EMAIL, "role": "VIEWER"},
+        headers={"Authorization": f"Bearer {admin_token}"},
+        timeout=2,
+    )
+
+    # The invite creation itself may be rejected if the app checks for existing users.
+    if duplicate_invite_response.status_code != HTTPStatus.CREATED:
+        assert duplicate_invite_response.status_code == HTTPStatus.CONFLICT
+        return
+
+    duplicate_invite_token = duplicate_invite_response.json()["data"]["token"]
+
+    # Step 4: Accept the duplicate invite — should fail due to unique constraint.
+    duplicate_accept_response = requests.post(
+        signoz.self.host_configs["8080"].get("/api/v1/invite/accept"),
+        json={"token": duplicate_invite_token, "password": "password123Z$"},
+        timeout=2,
+    )
+    assert duplicate_accept_response.status_code == HTTPStatus.CONFLICT

tests/integration/src/rawexportdata/01_logs.py

@@ -1,617 +0,0 @@
-from datetime import datetime, timedelta, timezone
-from http import HTTPStatus
-from typing import Callable, List
-from urllib.parse import urlencode
-import csv
-import io
-import json
-
-import requests
-
-from fixtures import types
-from fixtures.auth import USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD
-from fixtures.logs import Logs
-
-
-def test_export_logs_csv(
-    signoz: types.SigNoz,
-    create_user_admin: None,  # pylint: disable=unused-argument
-    get_token: Callable[[str, str], str],
-    insert_logs: Callable[[List[Logs]], None],
-) -> None:
-    """
-    Setup:
-    Insert 3 logs with different severity levels and attributes.
-
-    Tests:
-    1. Export logs as CSV format
-    2. Verify CSV structure and content
-    3. Validate headers are present
-    4. Check log data is correctly formatted
-    """
-    now = datetime.now(tz=timezone.utc).replace(second=0, microsecond=0)
-
-    insert_logs(
-        [
-            Logs(
-                timestamp=now - timedelta(seconds=10),
-                body="Application started successfully",
-                severity_text="INFO",
-                resources={
-                    "service.name": "api-service",
-                    "deployment.environment": "production",
-                    "host.name": "server-01",
-                },
-                attributes={
-                    "http.method": "GET",
-                    "http.status_code": 200,
-                    "user.id": "user123",
-                },
-            ),
-            Logs(
-                timestamp=now - timedelta(seconds=8),
-                body="Connection to database failed",
-                severity_text="ERROR",
-                resources={
-                    "service.name": "api-service",
-                    "deployment.environment": "production",
-                    "host.name": "server-01",
-                },
-                attributes={
-                    "error.type": "ConnectionError",
-                    "db.name": "production_db",
-                },
-            ),
-            Logs(
-                timestamp=now - timedelta(seconds=5),
-                body="Request processed",
-                severity_text="DEBUG",
-                resources={
-                    "service.name": "worker-service",
-                    "deployment.environment": "production",
-                    "host.name": "server-02",
-                },
-                attributes={
-                    "request.id": "req-456",
-                    "duration_ms": 150.5,
-                },
-            ),
-        ]
-    )
-
-    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
-
-    # Calculate timestamps in nanoseconds
-    start_ns = int((now - timedelta(minutes=5)).timestamp() * 1e9)
-    end_ns = int(now.timestamp() * 1e9)
-
-    params = {
-        "start": start_ns,
-        "end": end_ns,
-    }
-
-    # Export logs as CSV (default format, no source needed)
-    response = requests.get(
-        signoz.self.host_configs["8080"].get(f"/api/v1/export_raw_data?{urlencode(params)}"),
-        headers={
-            "authorization": f"Bearer {token}",
-        },
-    )
-
-    assert response.status_code == HTTPStatus.OK
-    assert response.headers["Content-Type"] == "text/csv"
-    assert "attachment" in response.headers.get("Content-Disposition", "")
-
-    # Parse CSV content
-    csv_content = response.text
-    csv_reader = csv.DictReader(io.StringIO(csv_content))
-
-    rows = list(csv_reader)
-    assert len(rows) == 3, f"Expected 3 rows, got {len(rows)}"
-
-    # Verify log bodies are present in the exported data
-    bodies = [row.get("body") for row in rows]
-    assert "Application started successfully" in bodies
-    assert "Connection to database failed" in bodies
-    assert "Request processed" in bodies
-
-    # Verify severity levels
-    severities = [row.get("severity_text") for row in rows]
-    assert "INFO" in severities
-    assert "ERROR" in severities
-    assert "DEBUG" in severities
-
-
-def test_export_logs_jsonl(
-    signoz: types.SigNoz,
-    create_user_admin: None,  # pylint: disable=unused-argument
-    get_token: Callable[[str, str], str],
-    insert_logs: Callable[[List[Logs]], None],
-) -> None:
-    """
-    Setup:
-    Insert 2 logs with different attributes.
-
-    Tests:
-    1. Export logs as JSONL format
-    2. Verify JSONL structure and content
-    3. Check each line is valid JSON
-    4. Validate log data is correctly formatted
-    """
-    now = datetime.now(tz=timezone.utc).replace(second=0, microsecond=0)
-
-    insert_logs(
-        [
-            Logs(
-                timestamp=now - timedelta(seconds=10),
-                body="User logged in",
-                severity_text="INFO",
-                resources={
-                    "service.name": "auth-service",
-                    "deployment.environment": "staging",
-                },
-                attributes={
-                    "user.email": "test@example.com",
-                    "session.id": "sess-789",
-                },
-            ),
-            Logs(
-                timestamp=now - timedelta(seconds=5),
-                body="Payment processed successfully",
-                severity_text="INFO",
-                resources={
-                    "service.name": "payment-service",
-                    "deployment.environment": "staging",
-                },
-                attributes={
-                    "transaction.id": "txn-123",
-                    "amount": 99.99,
-                },
-            ),
-        ]
-    )
-
-    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
-
-    # Calculate timestamps in nanoseconds
-    start_ns = int((now - timedelta(minutes=5)).timestamp() * 1e9)
-    end_ns = int(now.timestamp() * 1e9)
-
-    params = {
-        "start": start_ns,
-        "end": end_ns,
-        "format": "jsonl",
-        "source": "logs",
-    }
-
-    # Export logs as JSONL
-    response = requests.get(
-        signoz.self.host_configs["8080"].get(f"/api/v1/export_raw_data?{urlencode(params)}"),
-        timeout=10,
-        headers={
-            "authorization": f"Bearer {token}",
-        },
-    )
-
-    assert response.status_code == HTTPStatus.OK
-    assert response.headers["Content-Type"] == "application/x-ndjson"
-    assert "attachment" in response.headers.get("Content-Disposition", "")
-
-    # Parse JSONL content
-    jsonl_lines = response.text.strip().split("\n")
-    assert len(jsonl_lines) == 2, f"Expected 2 lines, got {len(jsonl_lines)}"
-
-    # Verify each line is valid JSON
-    json_objects = []
-    for line in jsonl_lines:
-        obj = json.loads(line)
-        json_objects.append(obj)
-        assert "id" in obj
-        assert "timestamp" in obj
-        assert "body" in obj
-        assert "severity_text" in obj
-
-    # Verify log bodies
-    bodies = [obj.get("body") for obj in json_objects]
-    assert "User logged in" in bodies
-    assert "Payment processed successfully" in bodies
-
-
-def test_export_logs_with_filter(
-    signoz: types.SigNoz,
-    create_user_admin: None,  # pylint: disable=unused-argument
-    get_token: Callable[[str, str], str],
-    insert_logs: Callable[[List[Logs]], None],
-) -> None:
-    """
-    Setup:
-    Insert logs with different severity levels.
-
-    Tests:
-    1. Export logs with filter applied
-    2. Verify only filtered logs are returned
-    """
-    now = datetime.now(tz=timezone.utc).replace(second=0, microsecond=0)
-
-    insert_logs(
-        [
-            Logs(
-                timestamp=now - timedelta(seconds=10),
-                body="Info message",
-                severity_text="INFO",
-                resources={
-                    "service.name": "test-service",
-                },
-                attributes={},
-            ),
-            Logs(
-                timestamp=now - timedelta(seconds=8),
-                body="Error message",
-                severity_text="ERROR",
-                resources={
-                    "service.name": "test-service",
-                },
-                attributes={},
-            ),
-            Logs(
-                timestamp=now - timedelta(seconds=5),
-                body="Another error message",
-                severity_text="ERROR",
-                resources={
-                    "service.name": "test-service",
-                },
-                attributes={},
-            ),
-        ]
-    )
-
-    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
-
-    # Calculate timestamps in nanoseconds
-    start_ns = int((now - timedelta(minutes=5)).timestamp() * 1e9)
-    end_ns = int(now.timestamp() * 1e9)
-
-    params = {
-        "start": start_ns,
-        "end": end_ns,
-        "format": "jsonl",
-        "source": "logs",
-        "filter": "severity_text = 'ERROR'",
-    }
-
-    # Export logs with filter
-    response = requests.get(
-        signoz.self.host_configs["8080"].get(f"/api/v1/export_raw_data?{urlencode(params)}"),
-        timeout=10,
-        headers={
-            "authorization": f"Bearer {token}",
-        },
-    )
-
-    assert response.status_code == HTTPStatus.OK
-    assert response.headers["Content-Type"] == "application/x-ndjson"
-
-    # Parse JSONL content
-    jsonl_lines = response.text.strip().split("\n")
-    assert len(jsonl_lines) == 2, f"Expected 2 lines (filtered), got {len(jsonl_lines)}"
-
-    # Verify only ERROR logs are returned
-    for line in jsonl_lines:
-        obj = json.loads(line)
-        assert obj["severity_text"] == "ERROR"
-        assert "error message" in obj["body"].lower()
-
-
-def test_export_logs_with_limit(
-    signoz: types.SigNoz,
-    create_user_admin: None,  # pylint: disable=unused-argument
-    get_token: Callable[[str, str], str],
-    insert_logs: Callable[[List[Logs]], None],
-) -> None:
-    """
-    Setup:
-    Insert 5 logs.
-
-    Tests:
-    1. Export logs with limit applied
-    2. Verify only limited number of logs are returned
-    """
-    now = datetime.now(tz=timezone.utc).replace(second=0, microsecond=0)
-
-    logs = []
-    for i in range(5):
-        logs.append(
-            Logs(
-                timestamp=now - timedelta(seconds=i),
-                body=f"Log message {i}",
-                severity_text="INFO",
-                resources={
-                    "service.name": "test-service",
-                },
-                attributes={
-                    "index": i,
-                },
-            )
-        )
-
-    insert_logs(logs)
-
-    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
-
-    # Calculate timestamps in nanoseconds
-    start_ns = int((now - timedelta(minutes=5)).timestamp() * 1e9)
-    end_ns = int(now.timestamp() * 1e9)
-
-    params = {
-        "start": start_ns,
-        "end": end_ns,
-        "format": "csv",
-        "source": "logs",
-        "limit": 3,
-    }
-
-    # Export logs with limit
-    response = requests.get(
-        signoz.self.host_configs["8080"].get(f"/api/v1/export_raw_data?{urlencode(params)}"),
-        timeout=10,
-        headers={
-            "authorization": f"Bearer {token}",
-        },
-    )
-
-    assert response.status_code == HTTPStatus.OK
-    assert response.headers["Content-Type"] == "text/csv"
-
-    # Parse CSV content
-    csv_content = response.text
-    csv_reader = csv.DictReader(io.StringIO(csv_content))
-
-    rows = list(csv_reader)
-    assert len(rows) == 3, f"Expected 3 rows (limited), got {len(rows)}"
-
-
-def test_export_logs_with_columns(
-    signoz: types.SigNoz,
-    create_user_admin: None,  # pylint: disable=unused-argument
-    get_token: Callable[[str, str], str],
-    insert_logs: Callable[[List[Logs]], None],
-) -> None:
-    """
-    Setup:
-    Insert logs with various attributes.
-
-    Tests:
-    1. Export logs with specific columns
-    2. Verify only specified columns are returned
-    """
-    now = datetime.now(tz=timezone.utc).replace(second=0, microsecond=0)
-
-    insert_logs(
-        [
-            Logs(
-                timestamp=now - timedelta(seconds=10),
-                body="Test log message",
-                severity_text="INFO",
-                resources={
-                    "service.name": "test-service",
-                    "deployment.environment": "production",
-                },
-                attributes={
-                    "http.method": "GET",
-                    "http.status_code": 200,
-                },
-            ),
-        ]
-    )
-
-    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
-
-    # Calculate timestamps in nanoseconds
-    start_ns = int((now - timedelta(minutes=5)).timestamp() * 1e9)
-    end_ns = int(now.timestamp() * 1e9)
-
-    # Request only specific columns
-    params = {
-        "start": start_ns,
-        "end": end_ns,
-        "format": "csv",
-        "source": "logs",
-        "columns": ["timestamp", "severity_text", "body"],
-    }
-
-    # Export logs with specific columns
-    response = requests.get(
-        signoz.self.host_configs["8080"].get(f"/api/v1/export_raw_data?{urlencode(params, doseq=True)}"),
-        timeout=10,
-        headers={
-            "authorization": f"Bearer {token}",
-        },
-    )
-
-    assert response.status_code == HTTPStatus.OK
-    assert response.headers["Content-Type"] == "text/csv"
-
-    # Parse CSV content
-    csv_content = response.text
-    csv_reader = csv.DictReader(io.StringIO(csv_content))
-
-    rows = list(csv_reader)
-    assert len(rows) == 1
-
-    # Verify the specified columns are present
-    row = rows[0]
-    assert "timestamp" in row
-    assert "severity_text" in row
-    assert "body" in row
-    assert row["severity_text"] == "INFO"
-    assert row["body"] == "Test log message"
-
-
-def test_export_logs_with_order_by(
-    signoz: types.SigNoz,
-    create_user_admin: None,  # pylint: disable=unused-argument
-    get_token: Callable[[str, str], str],
-    insert_logs: Callable[[List[Logs]], None],
-) -> None:
-    """
-    Setup:
-    Insert logs at different timestamps.
-
-    Tests:
-    1. Export logs with ascending timestamp order
-    2. Verify logs are returned in correct order
-    """
-    now = datetime.now(tz=timezone.utc).replace(second=0, microsecond=0)
-
-    insert_logs(
-        [
-            Logs(
-                timestamp=now - timedelta(seconds=10),
-                body="First log",
-                severity_text="INFO",
-                resources={
-                    "service.name": "test-service",
-                },
-                attributes={},
-            ),
-            Logs(
-                timestamp=now - timedelta(seconds=5),
-                body="Second log",
-                severity_text="INFO",
-                resources={
-                    "service.name": "test-service",
-                },
-                attributes={},
-            ),
-            Logs(
-                timestamp=now - timedelta(seconds=1),
-                body="Third log",
-                severity_text="INFO",
-                resources={
-                    "service.name": "test-service",
-                },
-                attributes={},
-            ),
-        ]
-    )
-
-    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
-
-    # Calculate timestamps in nanoseconds
-    start_ns = int((now - timedelta(minutes=5)).timestamp() * 1e9)
-    end_ns = int(now.timestamp() * 1e9)
-
-    params = {
-        "start": start_ns,
-        "end": end_ns,
-        "format": "jsonl",
-        "source": "logs",
-        "order_by": "timestamp:asc",
-    }
-
-    # Export logs with ascending order
-    response = requests.get(
-        signoz.self.host_configs["8080"].get(f"/api/v1/export_raw_data?{urlencode(params)}"),
-        timeout=10,
-        headers={
-            "authorization": f"Bearer {token}",
-        },
-    )
-
-    assert response.status_code == HTTPStatus.OK
-    assert response.headers["Content-Type"] == "application/x-ndjson"
-
-    # Parse JSONL content
-    jsonl_lines = response.text.strip().split("\n")
-    assert len(jsonl_lines) == 3
-
-    # Verify order - first log should be "First log" (oldest)
-    json_objects = [json.loads(line) for line in jsonl_lines]
-    assert json_objects[0]["body"] == "First log"
-    assert json_objects[1]["body"] == "Second log"
-    assert json_objects[2]["body"] == "Third log"
-
-
-def test_export_logs_with_complex_filter(
-    signoz: types.SigNoz,
-    create_user_admin: None,  # pylint: disable=unused-argument
-    get_token: Callable[[str, str], str],
-    insert_logs: Callable[[List[Logs]], None],
-) -> None:
-    """
-    Setup:
-    Insert logs with various service names and severity levels.
-
-    Tests:
-    1. Export logs with complex filter (multiple conditions)
-    2. Verify only logs matching all conditions are returned
-    """
-    now = datetime.now(tz=timezone.utc).replace(second=0, microsecond=0)
-
-    insert_logs(
-        [
-            Logs(
-                timestamp=now - timedelta(seconds=10),
-                body="API error occurred",
-                severity_text="ERROR",
-                resources={
-                    "service.name": "api-service",
-                },
-                attributes={},
-            ),
-            Logs(
-                timestamp=now - timedelta(seconds=8),
-                body="Worker info message",
-                severity_text="INFO",
-                resources={
-                    "service.name": "worker-service",
-                },
-                attributes={},
-            ),
-            Logs(
-                timestamp=now - timedelta(seconds=5),
-                body="API info message",
-                severity_text="INFO",
-                resources={
-                    "service.name": "api-service",
-                },
-                attributes={},
-            ),
-        ]
-    )
-
-    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
-
-    # Calculate timestamps in nanoseconds
-    start_ns = int((now - timedelta(minutes=5)).timestamp() * 1e9)
-    end_ns = int(now.timestamp() * 1e9)
-
-    # Filter for api-service AND ERROR severity
-    params = {
-        "start": start_ns,
-        "end": end_ns,
-        "format": "jsonl",
-        "source": "logs",
-        "filter": "service.name = 'api-service' AND severity_text = 'ERROR'",
-    }
-
-    # Export logs with complex filter
-    response = requests.get(
-        signoz.self.host_configs["8080"].get(f"/api/v1/export_raw_data?{urlencode(params)}"),
-        timeout=10,
-        headers={
-            "authorization": f"Bearer {token}",
-        },
-    )
-
-    assert response.status_code == HTTPStatus.OK
-    assert response.headers["Content-Type"] == "application/x-ndjson"
-
-    # Parse JSONL content
-    jsonl_lines = response.text.strip().split("\n")
-    assert len(jsonl_lines) == 1, f"Expected 1 line (complex filter), got {len(jsonl_lines)}"
-
-    # Verify the filtered log
-    filtered_obj = json.loads(jsonl_lines[0])
-    assert filtered_obj["body"] == "API error occurred"
-    assert filtered_obj["severity_text"] == "ERROR"

tests/integration/src/rawexportdata/02_traces.py

@@ -1,773 +0,0 @@
-from datetime import datetime, timedelta, timezone
-from http import HTTPStatus
-from typing import Callable, List
-from urllib.parse import urlencode
-import csv
-import io
-import json
-
-import requests
-
-from fixtures import types
-from fixtures.auth import USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD
-from fixtures.traces import TraceIdGenerator, Traces, TracesKind, TracesStatusCode
-
-
-def test_export_traces_csv(
-    signoz: types.SigNoz,
-    create_user_admin: None,  # pylint: disable=unused-argument
-    get_token: Callable[[str, str], str],
-    insert_traces: Callable[[List[Traces]], None],
-) -> None:
-    """
-    Setup:
-    Insert 3 traces with different attributes.
-
-    Tests:
-    1. Export traces as CSV format
-    2. Verify CSV structure and content
-    3. Validate headers are present
-    4. Check trace data is correctly formatted
-    """
-    http_service_trace_id = TraceIdGenerator.trace_id()
-    http_service_span_id = TraceIdGenerator.span_id()
-    http_service_db_span_id = TraceIdGenerator.span_id()
-    topic_service_trace_id = TraceIdGenerator.trace_id()
-    topic_service_span_id = TraceIdGenerator.span_id()
-
-    now = datetime.now(tz=timezone.utc).replace(second=0, microsecond=0)
-
-    insert_traces(
-        [
-            Traces(
-                timestamp=now - timedelta(seconds=4),
-                duration=timedelta(seconds=3),
-                trace_id=http_service_trace_id,
-                span_id=http_service_span_id,
-                parent_span_id="",
-                name="POST /integration",
-                kind=TracesKind.SPAN_KIND_SERVER,
-                status_code=TracesStatusCode.STATUS_CODE_OK,
-                status_message="",
-                resources={
-                    "deployment.environment": "production",
-                    "service.name": "http-service",
-                    "os.type": "linux",
-                    "host.name": "linux-000",
-                },
-                attributes={
-                    "net.transport": "IP.TCP",
-                    "http.scheme": "http",
-                    "http.user_agent": "Integration Test",
-                    "http.request.method": "POST",
-                    "http.response.status_code": "200",
-                },
-            ),
-            Traces(
-                timestamp=now - timedelta(seconds=3.5),
-                duration=timedelta(seconds=0.5),
-                trace_id=http_service_trace_id,
-                span_id=http_service_db_span_id,
-                parent_span_id=http_service_span_id,
-                name="SELECT",
-                kind=TracesKind.SPAN_KIND_CLIENT,
-                status_code=TracesStatusCode.STATUS_CODE_OK,
-                status_message="",
-                resources={
-                    "deployment.environment": "production",
-                    "service.name": "http-service",
-                    "os.type": "linux",
-                    "host.name": "linux-000",
-                },
-                attributes={
-                    "db.name": "integration",
-                    "db.operation": "SELECT",
-                    "db.statement": "SELECT * FROM integration",
-                },
-            ),
-            Traces(
-                timestamp=now - timedelta(seconds=1),
-                duration=timedelta(seconds=2),
-                trace_id=topic_service_trace_id,
-                span_id=topic_service_span_id,
-                parent_span_id="",
-                name="topic publish",
-                kind=TracesKind.SPAN_KIND_PRODUCER,
-                status_code=TracesStatusCode.STATUS_CODE_OK,
-                status_message="",
-                resources={
-                    "deployment.environment": "production",
-                    "service.name": "topic-service",
-                    "os.type": "linux",
-                    "host.name": "linux-001",
-                },
-                attributes={
-                    "message.type": "SENT",
-                    "messaging.operation": "publish",
-                    "messaging.message.id": "001",
-                },
-            ),
-        ]
-    )
-
-    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
-
-    # Calculate timestamps in nanoseconds
-    start_ns = int((now - timedelta(minutes=5)).timestamp() * 1e9)
-    end_ns = int(now.timestamp() * 1e9)
-
-    params = {
-        "start": start_ns,
-        "end": end_ns,
-        "source": "traces",
-        "limit": 1000,
-    }
-
-    # Export traces as CSV (GET for simple queries)
-    response = requests.get(
-        signoz.self.host_configs["8080"].get(f"/api/v1/export_raw_data?{urlencode(params)}"),
-        headers={
-            "authorization": f"Bearer {token}",
-        },
-    )
-
-    assert response.status_code == HTTPStatus.OK
-    assert response.headers["Content-Type"] == "text/csv"
-    assert "attachment" in response.headers.get("Content-Disposition", "")
-
-    # Parse CSV content
-    csv_content = response.text
-    csv_reader = csv.DictReader(io.StringIO(csv_content))
-
-    rows = list(csv_reader)
-    assert len(rows) == 3, f"Expected 3 rows, got {len(rows)}"
-
-    # Verify trace IDs are present in the exported data
-    trace_ids = [row.get("trace_id") for row in rows]
-    assert http_service_trace_id in trace_ids
-    assert topic_service_trace_id in trace_ids
-
-    # Verify span names are present
-    span_names = [row.get("name") for row in rows]
-    assert "POST /integration" in span_names
-    assert "SELECT" in span_names
-    assert "topic publish" in span_names
-
-
-def test_export_traces_jsonl(
-    signoz: types.SigNoz,
-    create_user_admin: None,  # pylint: disable=unused-argument
-    get_token: Callable[[str, str], str],
-    insert_traces: Callable[[List[Traces]], None],
-) -> None:
-    """
-    Setup:
-    Insert 2 traces with different attributes.
-
-    Tests:
-    1. Export traces as JSONL format
-    2. Verify JSONL structure and content
-    3. Check each line is valid JSON
-    4. Validate trace data is correctly formatted
-    """
-    http_service_trace_id = TraceIdGenerator.trace_id()
-    http_service_span_id = TraceIdGenerator.span_id()
-    topic_service_trace_id = TraceIdGenerator.trace_id()
-    topic_service_span_id = TraceIdGenerator.span_id()
-
-    now = datetime.now(tz=timezone.utc).replace(second=0, microsecond=0)
-
-    insert_traces(
-        [
-            Traces(
-                timestamp=now - timedelta(seconds=4),
-                duration=timedelta(seconds=3),
-                trace_id=http_service_trace_id,
-                span_id=http_service_span_id,
-                parent_span_id="",
-                name="POST /api/test",
-                kind=TracesKind.SPAN_KIND_SERVER,
-                status_code=TracesStatusCode.STATUS_CODE_OK,
-                status_message="",
-                resources={
-                    "service.name": "api-service",
-                    "deployment.environment": "staging",
-                },
-                attributes={
-                    "http.request.method": "POST",
-                    "http.response.status_code": "201",
-                },
-            ),
-            Traces(
-                timestamp=now - timedelta(seconds=2),
-                duration=timedelta(seconds=1),
-                trace_id=topic_service_trace_id,
-                span_id=topic_service_span_id,
-                parent_span_id="",
-                name="queue.process",
-                kind=TracesKind.SPAN_KIND_CONSUMER,
-                status_code=TracesStatusCode.STATUS_CODE_OK,
-                status_message="",
-                resources={
-                    "service.name": "queue-service",
-                    "deployment.environment": "staging",
-                },
-                attributes={
-                    "messaging.operation": "process",
-                    "messaging.system": "rabbitmq",
-                },
-            ),
-        ]
-    )
-
-    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
-
-    # Calculate timestamps in nanoseconds
-    start_ns = int((now - timedelta(minutes=5)).timestamp() * 1e9)
-    end_ns = int(now.timestamp() * 1e9)
-
-    params = {
-        "start": start_ns,
-        "end": end_ns,
-        "format": "jsonl",
-        "source": "traces",
-        "limit": 1000,
-    }
-
-    # Export traces as JSONL (GET for simple queries)
-    response = requests.get(
-        signoz.self.host_configs["8080"].get(f"/api/v1/export_raw_data?{urlencode(params)}"),
-        timeout=10,
-        headers={
-            "authorization": f"Bearer {token}",
-        },
-    )
-
-    assert response.status_code == HTTPStatus.OK
-    assert response.headers["Content-Type"] == "application/x-ndjson"
-    assert "attachment" in response.headers.get("Content-Disposition", "")
-
-    # Parse JSONL content
-    jsonl_lines = response.text.strip().split("\n")
-    assert len(jsonl_lines) == 2, f"Expected 2 lines, got {len(jsonl_lines)}"
-
-    # Verify each line is valid JSON
-    json_objects = []
-    for line in jsonl_lines:
-        obj = json.loads(line)
-        json_objects.append(obj)
-        assert "trace_id" in obj
-        assert "span_id" in obj
-        assert "name" in obj
-
-    # Verify trace IDs are present
-    trace_ids = [obj.get("trace_id") for obj in json_objects]
-    assert http_service_trace_id in trace_ids
-    assert topic_service_trace_id in trace_ids
-
-    # Verify span names are present
-    span_names = [obj.get("name") for obj in json_objects]
-    assert "POST /api/test" in span_names
-    assert "queue.process" in span_names
-
-
-def test_export_traces_with_filter(
-    signoz: types.SigNoz,
-    create_user_admin: None,  # pylint: disable=unused-argument
-    get_token: Callable[[str, str], str],
-    insert_traces: Callable[[List[Traces]], None],
-) -> None:
-    """
-    Setup:
-    Insert traces with different service names.
-
-    Tests:
-    1. Export traces with filter applied
-    2. Verify only filtered traces are returned
-    """
-    service_a_trace_id = TraceIdGenerator.trace_id()
-    service_a_span_id = TraceIdGenerator.span_id()
-    service_b_trace_id = TraceIdGenerator.trace_id()
-    service_b_span_id = TraceIdGenerator.span_id()
-
-    now = datetime.now(tz=timezone.utc).replace(second=0, microsecond=0)
-
-    insert_traces(
-        [
-            Traces(
-                timestamp=now - timedelta(seconds=4),
-                duration=timedelta(seconds=1),
-                trace_id=service_a_trace_id,
-                span_id=service_a_span_id,
-                parent_span_id="",
-                name="operation-a",
-                kind=TracesKind.SPAN_KIND_SERVER,
-                status_code=TracesStatusCode.STATUS_CODE_OK,
-                status_message="",
-                resources={
-                    "service.name": "service-a",
-                },
-                attributes={},
-            ),
-            Traces(
-                timestamp=now - timedelta(seconds=2),
-                duration=timedelta(seconds=1),
-                trace_id=service_b_trace_id,
-                span_id=service_b_span_id,
-                parent_span_id="",
-                name="operation-b",
-                kind=TracesKind.SPAN_KIND_SERVER,
-                status_code=TracesStatusCode.STATUS_CODE_OK,
-                status_message="",
-                resources={
-                    "service.name": "service-b",
-                },
-                attributes={},
-            ),
-        ]
-    )
-
-    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
-
-    # Calculate timestamps in nanoseconds
-    start_ns = int((now - timedelta(minutes=5)).timestamp() * 1e9)
-    end_ns = int(now.timestamp() * 1e9)
-
-    params = {
-        "start": start_ns,
-        "end": end_ns,
-        "format": "jsonl",
-        "source": "traces",
-        "limit": 1000,
-        "filter": "service.name = 'service-a'",
-    }
-
-    # Export traces with filter (GET supports filter param)
-    response = requests.get(
-        signoz.self.host_configs["8080"].get(f"/api/v1/export_raw_data?{urlencode(params)}"),
-        timeout=10,
-        headers={
-            "authorization": f"Bearer {token}",
-        },
-    )
-
-    assert response.status_code == HTTPStatus.OK
-    assert response.headers["Content-Type"] == "application/x-ndjson"
-
-    # Parse JSONL content
-    jsonl_lines = response.text.strip().split("\n")
-    assert len(jsonl_lines) == 1, f"Expected 1 line (filtered), got {len(jsonl_lines)}"
-
-    # Verify the filtered trace
-    filtered_obj = json.loads(jsonl_lines[0])
-    assert filtered_obj["trace_id"] == service_a_trace_id
-    assert filtered_obj["name"] == "operation-a"
-
-
-def test_export_traces_with_limit(
-    signoz: types.SigNoz,
-    create_user_admin: None,  # pylint: disable=unused-argument
-    get_token: Callable[[str, str], str],
-    insert_traces: Callable[[List[Traces]], None],
-) -> None:
-    """
-    Setup:
-    Insert 5 traces.
-
-    Tests:
-    1. Export traces with limit applied
-    2. Verify only limited number of traces are returned
-    """
-    now = datetime.now(tz=timezone.utc).replace(second=0, microsecond=0)
-
-    traces = []
-    for i in range(5):
-        traces.append(
-            Traces(
-                timestamp=now - timedelta(seconds=i),
-                duration=timedelta(seconds=1),
-                trace_id=TraceIdGenerator.trace_id(),
-                span_id=TraceIdGenerator.span_id(),
-                parent_span_id="",
-                name=f"operation-{i}",
-                kind=TracesKind.SPAN_KIND_SERVER,
-                status_code=TracesStatusCode.STATUS_CODE_OK,
-                status_message="",
-                resources={
-                    "service.name": "test-service",
-                },
-                attributes={},
-            )
-        )
-
-    insert_traces(traces)
-
-    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
-
-    # Calculate timestamps in nanoseconds
-    start_ns = int((now - timedelta(minutes=5)).timestamp() * 1e9)
-    end_ns = int(now.timestamp() * 1e9)
-
-    params = {
-        "start": start_ns,
-        "end": end_ns,
-        "format": "csv",
-        "source": "traces",
-        "limit": 3,
-    }
-
-    # Export traces with limit (GET supports limit param)
-    response = requests.get(
-        signoz.self.host_configs["8080"].get(f"/api/v1/export_raw_data?{urlencode(params)}"),
-        timeout=10,
-        headers={
-            "authorization": f"Bearer {token}",
-        },
-    )
-
-    assert response.status_code == HTTPStatus.OK
-    assert response.headers["Content-Type"] == "text/csv"
-
-    # Parse CSV content
-    csv_content = response.text
-    csv_reader = csv.DictReader(io.StringIO(csv_content))
-
-    rows = list(csv_reader)
-    assert len(rows) == 3, f"Expected 3 rows (limited), got {len(rows)}"
-
-
-def test_export_traces_multiple_queries_rejected(
-    signoz: types.SigNoz,
-    create_user_admin: None,  # pylint: disable=unused-argument
-    get_token: Callable[[str, str], str],
-) -> None:
-    """
-    Tests:
-    1. POST with multiple builder queries but no trace operator is rejected
-    2. Verify 400 error is returned
-    """
-    now = datetime.now(tz=timezone.utc).replace(second=0, microsecond=0)
-    start_ns = int((now - timedelta(minutes=5)).timestamp() * 1e9)
-    end_ns = int(now.timestamp() * 1e9)
-
-    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
-
-    body = {
-        "start": start_ns,
-        "end": end_ns,
-        "compositeQuery": {
-            "queries": [
-                {
-                    "type": "builder_query",
-                    "spec": {
-                        "signal": "traces",
-                        "name": "A",
-                        "limit": 1000,
-                        "filter": {"expression": "service.name = 'service-a'"},
-                    },
-                },
-                {
-                    "type": "builder_query",
-                    "spec": {
-                        "signal": "traces",
-                        "name": "B",
-                        "limit": 1000,
-                        "filter": {"expression": "service.name = 'service-b'"},
-                    },
-                },
-            ]
-        },
-    }
-
-    url = signoz.self.host_configs["8080"].get("/api/v1/export_raw_data?format=jsonl")
-    response = requests.post(
-        url,
-        json=body,
-        timeout=10,
-        headers={
-            "authorization": f"Bearer {token}",
-            "Content-Type": "application/json",
-        },
-    )
-
-    assert response.status_code == HTTPStatus.BAD_REQUEST
-
-
-def test_export_traces_with_composite_query_trace_operator(
-    signoz: types.SigNoz,
-    create_user_admin: None,  # pylint: disable=unused-argument
-    get_token: Callable[[str, str], str],
-    insert_traces: Callable[[List[Traces]], None],
-) -> None:
-    """
-    Setup:
-    Insert multiple traces with parent-child relationships.
-
-    Tests:
-    1. Export traces using trace operator in composite query (POST)
-    2. Verify trace operator query works correctly
-    """
-    parent_trace_id = TraceIdGenerator.trace_id()
-    parent_span_id = TraceIdGenerator.span_id()
-    child_span_id_1 = TraceIdGenerator.span_id()
-    child_span_id_2 = TraceIdGenerator.span_id()
-
-    now = datetime.now(tz=timezone.utc).replace(second=0, microsecond=0)
-
-    insert_traces(
-        [
-            Traces(
-                timestamp=now - timedelta(seconds=10),
-                duration=timedelta(seconds=5),
-                trace_id=parent_trace_id,
-                span_id=parent_span_id,
-                parent_span_id="",
-                name="parent-operation",
-                kind=TracesKind.SPAN_KIND_SERVER,
-                status_code=TracesStatusCode.STATUS_CODE_OK,
-                status_message="",
-                resources={
-                    "service.name": "parent-service",
-                },
-                attributes={
-                    "operation.type": "parent",
-                },
-            ),
-            Traces(
-                timestamp=now - timedelta(seconds=9),
-                duration=timedelta(seconds=2),
-                trace_id=parent_trace_id,
-                span_id=child_span_id_1,
-                parent_span_id=parent_span_id,
-                name="child-operation-1",
-                kind=TracesKind.SPAN_KIND_INTERNAL,
-                status_code=TracesStatusCode.STATUS_CODE_OK,
-                status_message="",
-                resources={
-                    "service.name": "parent-service",
-                },
-                attributes={
-                    "operation.type": "child",
-                },
-            ),
-            Traces(
-                timestamp=now - timedelta(seconds=7),
-                duration=timedelta(seconds=1),
-                trace_id=parent_trace_id,
-                span_id=child_span_id_2,
-                parent_span_id=parent_span_id,
-                name="child-operation-2",
-                kind=TracesKind.SPAN_KIND_INTERNAL,
-                status_code=TracesStatusCode.STATUS_CODE_OK,
-                status_message="",
-                resources={
-                    "service.name": "parent-service",
-                },
-                attributes={
-                    "operation.type": "child",
-                },
-            ),
-        ]
-    )
-
-    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
-
-    # Calculate timestamps in nanoseconds
-    start_ns = int((now - timedelta(minutes=5)).timestamp() * 1e9)
-    end_ns = int(now.timestamp() * 1e9)
-
-    # A: spans with operation.type = 'parent'
-    query_a = {
-        "type": "builder_query",
-        "spec": {
-            "signal": "traces",
-            "name": "A",
-            "limit": 1000,
-            "filter": {"expression": "operation.type = 'parent'"},
-        },
-    }
-
-    # B: spans with operation.type = 'child'
-    query_b = {
-        "type": "builder_query",
-        "spec": {
-            "signal": "traces",
-            "name": "B",
-            "limit": 1000,
-            "filter": {"expression": "operation.type = 'child'"},
-        },
-    }
-
-    # Trace operator: find traces where A has a direct descendant B
-    query_c = {
-        "type": "builder_trace_operator",
-        "spec": {
-            "name": "C",
-            "expression": "A => B",
-            "returnSpansFrom": "A",
-            "limit": 1000,
-            "order": [{"key": {"name": "timestamp"}, "direction": "desc"}]
-        },
-    }
-
-    body = {
-        "start": start_ns,
-        "end": end_ns,
-        "requestType": "raw",
-        "compositeQuery": {
-            "queries": [query_a, query_b, query_c],
-        },
-    }
-
-    url = signoz.self.host_configs["8080"].get("/api/v1/export_raw_data?format=jsonl")
-    response = requests.post(
-        url,
-        json=body,
-        timeout=10,
-        headers={
-            "authorization": f"Bearer {token}",
-            "Content-Type": "application/json",
-        },
-    )
-
-    print(response.text)
-    assert response.status_code == HTTPStatus.OK
-    assert response.headers["Content-Type"] == "application/x-ndjson"
-
-    # Parse JSONL content
-    jsonl_lines = response.text.strip().split("\n")
-    assert len(jsonl_lines) == 1, f"Expected at least 1 line, got {len(jsonl_lines)}"
-
-    # Verify all returned spans belong to the matched trace
-    json_objects = [json.loads(line) for line in jsonl_lines]
-    trace_ids = [obj.get("trace_id") for obj in json_objects]
-    assert all(tid == parent_trace_id for tid in trace_ids)
-
-    # Verify the parent span (returnSpansFrom = "A") is present
-    span_names = [obj.get("name") for obj in json_objects]
-    assert "parent-operation" in span_names
-
-
-def test_export_traces_with_select_fields(
-    signoz: types.SigNoz,
-    create_user_admin: None,  # pylint: disable=unused-argument
-    get_token: Callable[[str, str], str],
-    insert_traces: Callable[[List[Traces]], None],
-) -> None:
-    """
-    Setup:
-    Insert traces with various attributes.
-
-    Tests:
-    1. Export traces with specific select fields via POST
-    2. Verify only specified fields are returned in the output
-    """
-    trace_id = TraceIdGenerator.trace_id()
-    span_id = TraceIdGenerator.span_id()
-
-    now = datetime.now(tz=timezone.utc).replace(second=0, microsecond=0)
-
-    insert_traces(
-        [
-            Traces(
-                timestamp=now - timedelta(seconds=10),
-                duration=timedelta(seconds=2),
-                trace_id=trace_id,
-                span_id=span_id,
-                parent_span_id="",
-                name="test-operation",
-                kind=TracesKind.SPAN_KIND_SERVER,
-                status_code=TracesStatusCode.STATUS_CODE_OK,
-                status_message="",
-                resources={
-                    "service.name": "test-service",
-                    "deployment.environment": "production",
-                    "host.name": "server-01",
-                },
-                attributes={
-                    "http.method": "POST",
-                    "http.status_code": "201",
-                    "user.id": "user123",
-                },
-            ),
-        ]
-    )
-
-    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
-
-    # Calculate timestamps in nanoseconds
-    start_ns = int((now - timedelta(minutes=5)).timestamp() * 1e9)
-    end_ns = int(now.timestamp() * 1e9)
-
-    body = {
-        "start": start_ns,
-        "end": end_ns,
-        "requestType": "raw",
-        "compositeQuery": {
-            "queries": [
-                {
-                    "type": "builder_query",
-                    "spec": {
-                        "signal": "traces",
-                        "name": "A",
-                        "limit": 1000,
-                        "selectFields": [
-                            {
-                                "name": "trace_id",
-                                "fieldDataType": "string",
-                                "fieldContext": "span",
-                                "signal": "traces",
-                            },
-                            {
-                                "name": "span_id",
-                                "fieldDataType": "string",
-                                "fieldContext": "span",
-                                "signal": "traces",
-                            },
-                            {
-                                "name": "name",
-                                "fieldDataType": "string",
-                                "fieldContext": "span",
-                                "signal": "traces",
-                            },
-                            {
-                                "name": "service.name",
-                                "fieldDataType": "string",
-                                "fieldContext": "resource",
-                                "signal": "traces",
-                            },
-                        ],
-                    },
-                }
-            ]
-        },
-    }
-
-    url = signoz.self.host_configs["8080"].get("/api/v1/export_raw_data?format=jsonl")
-    response = requests.post(
-        url,
-        json=body,
-        timeout=10,
-        headers={
-            "authorization": f"Bearer {token}",
-            "Content-Type": "application/json",
-        },
-    )
-
-    assert response.status_code == HTTPStatus.OK
-    assert response.headers["Content-Type"] == "application/x-ndjson"
-
-    # Parse JSONL content
-    jsonl_lines = response.text.strip().split("\n")
-    assert len(jsonl_lines) == 1
-
-    # Verify the selected fields are present
-    result = json.loads(jsonl_lines[0])
-    assert "trace_id" in result
-    assert "span_id" in result
-    assert "name" in result
-
-    # Verify values
-    assert result["trace_id"] == trace_id
-    assert result["span_id"] == span_id
-    assert result["name"] == "test-operation"