fix: minor changes

* 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/lib/uPlotV2/components/Tooltip/Tooltip.tsx

@@ -1,4 +1,4 @@
-import { useMemo } from 'react';
+import { useMemo, useState } from 'react';
 import { Virtuoso } from 'react-virtuoso';
 import cx from 'classnames';
 import { DATE_TIME_FORMATS } from 'constants/dateTimeFormats';
@@ -11,6 +11,7 @@ import './Tooltip.styles.scss';
 
 const TOOLTIP_LIST_MAX_HEIGHT = 330;
 const TOOLTIP_ITEM_HEIGHT = 38;
+const TOOLTIP_LIST_PADDING = 10;
 
 export default function Tooltip({
 	uPlotInstance,
@@ -19,7 +20,7 @@ export default function Tooltip({
 	showTooltipHeader = true,
 }: TooltipProps): JSX.Element {
 	const isDarkMode = useIsDarkMode();
-
+	const [listHeight, setListHeight] = useState(0);
 	const tooltipContent = content ?? [];
 
 	const headerTitle = useMemo(() => {
@@ -41,6 +42,15 @@ export default function Tooltip({
 		showTooltipHeader,
 	]);
 
+	const virtuosoHeight = useMemo(() => {
+		return listHeight > 0
+			? Math.min(listHeight + TOOLTIP_LIST_PADDING, TOOLTIP_LIST_MAX_HEIGHT)
+			: Math.min(
+					tooltipContent.length * TOOLTIP_ITEM_HEIGHT,
+					TOOLTIP_LIST_MAX_HEIGHT,
+			  );
+	}, [listHeight, tooltipContent.length]);
+
 	return (
 		<div
 			className={cx(
@@ -55,18 +65,18 @@ export default function Tooltip({
 			)}
 			<div
 				style={{
-					height: Math.min(
-						tooltipContent.length * TOOLTIP_ITEM_HEIGHT,
-						TOOLTIP_LIST_MAX_HEIGHT,
-					),
-					minHeight: 0,
+					maxHeight: TOOLTIP_LIST_MAX_HEIGHT,
 				}}
 			>
 				{tooltipContent.length > 0 ? (
 					<Virtuoso
 						className="uplot-tooltip-list"
 						data={tooltipContent}
-						defaultItemHeight={TOOLTIP_ITEM_HEIGHT}
+						style={{
+							height: virtuosoHeight,
+							width: '100%',
+						}}
+						totalListHeightChanged={setListHeight}
 						itemContent={(_, item): JSX.Element => (
 							<div className="uplot-tooltip-item">
 								<div

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/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/signoz/openapi.go

@@ -1,7 +1,10 @@
 package signoz
 
 import (
+	"bytes"
 	"context"
+	"encoding/json"
+	"net/http"
 	"os"
 	"reflect"
 
@@ -22,10 +25,13 @@ import (
 	"github.com/SigNoz/signoz/pkg/modules/promote"
 	"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 {
@@ -57,6 +63,10 @@ func NewOpenAPI(ctx context.Context, instrumentation instrumentation.Instrumenta
 		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" {
@@ -90,10 +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/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/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

@@ -9,6 +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 {
@@ -18,6 +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 {
@@ -130,6 +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
@@ -192,6 +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"`
@@ -217,6 +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 {

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/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