feat: match query building semantics for tags of 0 length

frontend/src/container/TimeSeriesView/index.tsx

@@ -20,6 +20,7 @@ function TimeSeriesViewContainer({
 	dataSource = DataSource.TRACES,
 	isFilterApplied,
 	setWarning,
+	setIsLoadingQueries,
 }: TimeSeriesViewProps): JSX.Element {
 	const { stagedQuery, currentQuery, panelType } = useQueryBuilder();
 
@@ -83,6 +84,14 @@ function TimeSeriesViewContainer({
 		[data, isValidToConvertToMs],
 	);
 
+	useEffect(() => {
+		if (isLoading || isFetching) {
+			setIsLoadingQueries(true);
+		} else {
+			setIsLoadingQueries(false);
+		}
+	}, [isLoading, isFetching, setIsLoadingQueries]);
+
 	return (
 		<TimeSeriesView
 			isFilterApplied={isFilterApplied}
@@ -101,6 +110,7 @@ interface TimeSeriesViewProps {
 	dataSource?: DataSource;
 	isFilterApplied: boolean;
 	setWarning: Dispatch<SetStateAction<Warning | undefined>>;
+	setIsLoadingQueries: Dispatch<SetStateAction<boolean>>;
 }
 
 TimeSeriesViewContainer.defaultProps = {

frontend/src/container/TracesExplorer/ListView/index.tsx

@@ -49,9 +49,14 @@ import { getListColumns, transformDataWithDate } from './utils';
 interface ListViewProps {
 	isFilterApplied: boolean;
 	setWarning: Dispatch<SetStateAction<Warning | undefined>>;
+	setIsLoadingQueries: Dispatch<SetStateAction<boolean>>;
 }
 
-function ListView({ isFilterApplied, setWarning }: ListViewProps): JSX.Element {
+function ListView({
+	isFilterApplied,
+	setWarning,
+	setIsLoadingQueries,
+}: ListViewProps): JSX.Element {
 	const {
 		stagedQuery,
 		panelType: panelTypeFromQueryBuilder,
@@ -162,6 +167,14 @@ function ListView({ isFilterApplied, setWarning }: ListViewProps): JSX.Element {
 		// eslint-disable-next-line react-hooks/exhaustive-deps
 	}, [data?.payload, data?.warning]);
 
+	useEffect(() => {
+		if (isLoading || isFetching) {
+			setIsLoadingQueries(true);
+		} else {
+			setIsLoadingQueries(false);
+		}
+	}, [isLoading, isFetching, setIsLoadingQueries]);
+
 	const dataLength =
 		data?.payload?.data?.newResult?.data?.result[0]?.list?.length;
 	const totalCount = useMemo(() => dataLength || 0, [dataLength]);

frontend/src/container/TracesExplorer/TableView/index.tsx

@@ -16,8 +16,10 @@ import { GlobalReducer } from 'types/reducer/globalTime';
 
 function TableView({
 	setWarning,
+	setIsLoadingQueries,
 }: {
 	setWarning: Dispatch<SetStateAction<Warning | undefined>>;
+	setIsLoadingQueries: Dispatch<SetStateAction<boolean>>;
 }): JSX.Element {
 	const { stagedQuery, panelType } = useQueryBuilder();
 
@@ -26,7 +28,7 @@ function TableView({
 		GlobalReducer
 	>((state) => state.globalTime);
 
-	const { data, isLoading, isError, error } = useGetQueryRange(
+	const { data, isLoading, isFetching, isError, error } = useGetQueryRange(
 		{
 			query: stagedQuery || initialQueriesMap.traces,
 			graphType: panelType || PANEL_TYPES.TABLE,
@@ -49,6 +51,14 @@ function TableView({
 		},
 	);
 
+	useEffect(() => {
+		if (isLoading || isFetching) {
+			setIsLoadingQueries(true);
+		} else {
+			setIsLoadingQueries(false);
+		}
+	}, [isLoading, isFetching, setIsLoadingQueries]);
+
 	const queryTableData = useMemo(
 		() =>
 			data?.payload?.data?.newResult?.data?.result ||

frontend/src/container/TracesExplorer/TracesView/index.tsx

@@ -40,11 +40,13 @@ import { ActionsContainer, Container } from './styles';
 interface TracesViewProps {
 	isFilterApplied: boolean;
 	setWarning: Dispatch<SetStateAction<Warning | undefined>>;
+	setIsLoadingQueries: Dispatch<SetStateAction<boolean>>;
 }
 
 function TracesView({
 	isFilterApplied,
 	setWarning,
+	setIsLoadingQueries,
 }: TracesViewProps): JSX.Element {
 	const { stagedQuery, panelType } = useQueryBuilder();
 	const [orderBy, setOrderBy] = useState<string>('timestamp:desc');
@@ -117,6 +119,14 @@ function TracesView({
 		[responseData],
 	);
 
+	useEffect(() => {
+		if (isLoading || isFetching) {
+			setIsLoadingQueries(true);
+		} else {
+			setIsLoadingQueries(false);
+		}
+	}, [isLoading, isFetching, setIsLoadingQueries]);
+
 	useEffect(() => {
 		if (!isLoading && !isFetching && !isError && (tableData || []).length !== 0) {
 			logEvent('Traces Explorer: Data present', {

frontend/src/pages/MessagingQueues/MQDetails/MetricPage/MetricPage.tsx

@@ -6,7 +6,7 @@ import cx from 'classnames';
 import { CardContainer } from 'container/GridCardLayout/styles';
 import { useIsDarkMode } from 'hooks/useDarkMode';
 import { ChevronDown, ChevronUp } from 'lucide-react';
-import { useRef, useState } from 'react';
+import { useCallback, useRef, useState } from 'react';
 import { useTranslation } from 'react-i18next';
 import { Widgets } from 'types/api/dashboard/getAll';
 
@@ -129,23 +129,22 @@ function MetricPage(): JSX.Element {
 		},
 	];
 
-	const [renderedGraphCount, setRenderedGraphCount] = useState(0);
+	const renderedGraphCountRef = useRef(0);
 	const hasLoggedRef = useRef(false);
 
-	const checkIfDataExists = (isDataAvailable: boolean): void => {
+	const checkIfDataExists = useCallback((isDataAvailable: boolean): void => {
 		if (isDataAvailable) {
-			const newCount = renderedGraphCount + 1;
-			setRenderedGraphCount(newCount);
+			renderedGraphCountRef.current += 1;
 
 			// Only log when first graph has rendered and we haven't logged yet
-			if (newCount === 1 && !hasLoggedRef.current) {
+			if (renderedGraphCountRef.current === 1 && !hasLoggedRef.current) {
 				logEvent('MQ Kafka: Metric view', {
 					graphRendered: true,
 				});
 				hasLoggedRef.current = true;
 			}
 		}
-	};
+	}, []);
 
 	return (
 		<div className="metric-page">

frontend/src/pages/TracesExplorer/index.tsx

@@ -69,6 +69,7 @@ function TracesExplorer(): JSX.Element {
 
 	// Get panel type from URL
 	const panelTypesFromUrl = useGetPanelTypesQueryParam(PANEL_TYPES.LIST);
+	const [isLoadingQueries, setIsLoadingQueries] = useState<boolean>(false);
 
 	const [selectedView, setSelectedView] = useState<ExplorerViews>(() =>
 		getExplorerViewFromUrl(searchParams, panelTypesFromUrl),
@@ -323,6 +324,7 @@ function TracesExplorer(): JSX.Element {
 							rightActions={
 								<RightToolbarActions
 									onStageRunQuery={(): void => handleRunQuery(true, true)}
+									isLoadingQueries={isLoadingQueries}
 								/>
 							}
 						/>
@@ -344,13 +346,21 @@ function TracesExplorer(): JSX.Element {
 
 						{selectedView === ExplorerViews.LIST && (
 							<div className="trace-explorer-list-view">
-								<ListView isFilterApplied={isFilterApplied} setWarning={setWarning} />
+								<ListView
+									isFilterApplied={isFilterApplied}
+									setWarning={setWarning}
+									setIsLoadingQueries={setIsLoadingQueries}
+								/>
 							</div>
 						)}
 
 						{selectedView === ExplorerViews.TRACE && (
 							<div className="trace-explorer-traces-view">
-								<TracesView isFilterApplied={isFilterApplied} setWarning={setWarning} />
+								<TracesView
+									isFilterApplied={isFilterApplied}
+									setWarning={setWarning}
+									setIsLoadingQueries={setIsLoadingQueries}
+								/>
 							</div>
 						)}
 
@@ -360,13 +370,17 @@ function TracesExplorer(): JSX.Element {
 									dataSource={DataSource.TRACES}
 									isFilterApplied={isFilterApplied}
 									setWarning={setWarning}
+									setIsLoadingQueries={setIsLoadingQueries}
 								/>
 							</div>
 						)}
 
 						{selectedView === ExplorerViews.TABLE && (
 							<div className="trace-explorer-table-view">
-								<TableView setWarning={setWarning} />
+								<TableView
+									setWarning={setWarning}
+									setIsLoadingQueries={setIsLoadingQueries}
+								/>
 							</div>
 						)}
 					</div>

pkg/query-service/app/clickhouseReader/reader.go

@@ -12,7 +12,6 @@ import (
 	"sort"
 	"strconv"
 	"strings"
-	"sync"
 	"time"
 
 	"github.com/SigNoz/signoz/pkg/prometheus"
@@ -386,7 +385,6 @@ func (r *ClickHouseReader) buildResourceSubQuery(tags []model.TagQueryParam, svc
 }
 
 func (r *ClickHouseReader) GetServices(ctx context.Context, queryParams *model.GetServicesParams) (*[]model.ServiceItem, *model.ApiError) {
-
 	if r.indexTable == "" {
 		return nil, &model.ApiError{Typ: model.ErrorExec, Err: ErrNoIndexTable}
 	}
@@ -395,121 +393,220 @@ func (r *ClickHouseReader) GetServices(ctx context.Context, queryParams *model.G
 	if apiErr != nil {
 		return nil, apiErr
 	}
+	// Build parallel arrays for arrayZip approach
+	var ops []string
+	var svcs []string
+	serviceOperationsMap := make(map[string][]string)
 
+	for svc, opsList := range *topLevelOps {
+		// Cap operations to 1500 per service (same as original logic)
+		cappedOps := opsList[:int(math.Min(1500, float64(len(opsList))))]
+		serviceOperationsMap[svc] = cappedOps
+
+		// Add to parallel arrays
+		for _, op := range cappedOps {
+			ops = append(ops, op)
+			svcs = append(svcs, svc)
+		}
+	}
+
+	fmt.Printf("Operation pairs count: %d\n", len(ops))
+
+	// Build resource subquery for all services, but only include our target services
+	targetServices := make([]string, 0, len(*topLevelOps))
+	for svc := range *topLevelOps {
+		targetServices = append(targetServices, svc)
+	}
+	resourceSubQuery, err := r.buildResourceSubQueryForServices(queryParams.Tags, targetServices, *queryParams.Start, *queryParams.End)
+	if err != nil {
+		zap.L().Error("Error building resource subquery", zap.Error(err))
+		return nil, &model.ApiError{Typ: model.ErrorExec, Err: err}
+	}
+
+	// Build the optimized single query using arrayZip for tuple creation
+	query := fmt.Sprintf(`
+		SELECT 
+			resource_string_service$$name AS serviceName,
+			quantile(0.99)(duration_nano) AS p99,
+			avg(duration_nano) AS avgDuration,
+			count(*) AS numCalls,
+			countIf(statusCode = 2) AS numErrors
+		FROM %s.%s
+		WHERE (name, resource_string_service$$name) IN arrayZip(@ops, @svcs)
+			AND timestamp >= @start 
+			AND timestamp <= @end
+			AND ts_bucket_start >= @start_bucket 
+			AND ts_bucket_start <= @end_bucket
+			AND (resource_fingerprint GLOBAL IN %s)
+		GROUP BY serviceName
+		ORDER BY numCalls DESC`,
+		r.TraceDB, r.traceTableName, resourceSubQuery,
+	)
+
+	args := []interface{}{
+		clickhouse.Named("start", strconv.FormatInt(queryParams.Start.UnixNano(), 10)),
+		clickhouse.Named("end", strconv.FormatInt(queryParams.End.UnixNano(), 10)),
+		clickhouse.Named("start_bucket", strconv.FormatInt(queryParams.Start.Unix()-1800, 10)),
+		clickhouse.Named("end_bucket", strconv.FormatInt(queryParams.End.Unix(), 10)),
+		// Important: wrap slices with clickhouse.Array for IN/array params
+		clickhouse.Named("ops", ops),
+		clickhouse.Named("svcs", svcs),
+	}
+
+	fmt.Printf("Query: %s\n", query)
+
+	// Execute the single optimized query
+	rows, err := r.db.Query(ctx, query, args...)
+	if err != nil {
+		zap.L().Error("Error executing optimized services query", zap.Error(err))
+		return nil, &model.ApiError{Typ: model.ErrorExec, Err: err}
+	}
+	defer rows.Close()
+
+	// Process results
 	serviceItems := []model.ServiceItem{}
-	var wg sync.WaitGroup
-	// limit the number of concurrent queries to not overload the clickhouse server
-	sem := make(chan struct{}, 10)
-	var mtx sync.RWMutex
 
-	for svc, ops := range *topLevelOps {
-		sem <- struct{}{}
-		wg.Add(1)
-		go func(svc string, ops []string) {
-			defer wg.Done()
-			defer func() { <-sem }()
-			var serviceItem model.ServiceItem
-			var numErrors uint64
+	for rows.Next() {
+		var serviceItem model.ServiceItem
+		err := rows.ScanStruct(&serviceItem)
+		if err != nil {
+			zap.L().Error("Error scanning service item", zap.Error(err))
+			continue
+		}
 
-			// Even if the total number of operations within the time range is less and the all
-			// the top level operations are high, we want to warn to let user know the issue
-			// with the instrumentation
+		// Skip services with zero calls (match original behavior)
+		if serviceItem.NumCalls == 0 {
+			continue
+		}
+
+		// Add data warning for this service
+		if ops, exists := serviceOperationsMap[serviceItem.ServiceName]; exists {
 			serviceItem.DataWarning = model.DataWarning{
-				TopLevelOps: (*topLevelOps)[svc],
+				TopLevelOps: ops,
 			}
+		}
 
-			// default max_query_size = 262144
-			// Let's assume the average size of the item in `ops` is 50 bytes
-			// We can have 262144/50 = 5242 items in the `ops` array
-			// Although we have make it as big as 5k, We cap the number of items
-			// in the `ops` array to 1500
+		// Calculate derived fields
+		serviceItem.CallRate = float64(serviceItem.NumCalls) / float64(queryParams.Period)
+		if serviceItem.NumCalls > 0 {
+			serviceItem.ErrorRate = float64(serviceItem.NumErrors) * 100 / float64(serviceItem.NumCalls)
+		}
 
-			ops = ops[:int(math.Min(1500, float64(len(ops))))]
-
-			query := fmt.Sprintf(
-				`SELECT
-					quantile(0.99)(duration_nano) as p99,
-					avg(duration_nano) as avgDuration,
-					count(*) as numCalls
-				FROM %s.%s
-				WHERE resource_string_service$$name = @serviceName AND name In @names AND timestamp>= @start AND timestamp<= @end`,
-				r.TraceDB, r.traceTableName,
-			)
-			errorQuery := fmt.Sprintf(
-				`SELECT
-					count(*) as numErrors
-				FROM %s.%s
-				WHERE resource_string_service$$name = @serviceName AND name In @names AND timestamp>= @start AND timestamp<= @end AND statusCode=2`,
-				r.TraceDB, r.traceTableName,
-			)
-
-			args := []interface{}{}
-			args = append(args,
-				clickhouse.Named("start", strconv.FormatInt(queryParams.Start.UnixNano(), 10)),
-				clickhouse.Named("end", strconv.FormatInt(queryParams.End.UnixNano(), 10)),
-				clickhouse.Named("serviceName", svc),
-				clickhouse.Named("names", ops),
-			)
-
-			resourceSubQuery, err := r.buildResourceSubQuery(queryParams.Tags, svc, *queryParams.Start, *queryParams.End)
-			if err != nil {
-				zap.L().Error("Error in processing sql query", zap.Error(err))
-				return
-			}
-			query += `
-					AND (
-						resource_fingerprint GLOBAL IN ` +
-				resourceSubQuery +
-				`) AND ts_bucket_start >= @start_bucket AND ts_bucket_start <= @end_bucket`
-
-			args = append(args,
-				clickhouse.Named("start_bucket", strconv.FormatInt(queryParams.Start.Unix()-1800, 10)),
-				clickhouse.Named("end_bucket", strconv.FormatInt(queryParams.End.Unix(), 10)),
-			)
-
-			err = r.db.QueryRow(
-				ctx,
-				query,
-				args...,
-			).ScanStruct(&serviceItem)
-
-			if serviceItem.NumCalls == 0 {
-				return
-			}
-
-			if err != nil {
-				zap.L().Error("Error in processing sql query", zap.Error(err))
-				return
-			}
-
-			errorQuery += `
-					AND (
-						resource_fingerprint GLOBAL IN ` +
-				resourceSubQuery +
-				`) AND ts_bucket_start >= @start_bucket AND ts_bucket_start <= @end_bucket`
-
-			err = r.db.QueryRow(ctx, errorQuery, args...).Scan(&numErrors)
-			if err != nil {
-				zap.L().Error("Error in processing sql query", zap.Error(err))
-				return
-			}
-
-			serviceItem.ServiceName = svc
-			serviceItem.NumErrors = numErrors
-			mtx.Lock()
-			serviceItems = append(serviceItems, serviceItem)
-			mtx.Unlock()
-		}(svc, ops)
+		serviceItems = append(serviceItems, serviceItem)
 	}
-	wg.Wait()
 
-	for idx := range serviceItems {
-		serviceItems[idx].CallRate = float64(serviceItems[idx].NumCalls) / float64(queryParams.Period)
-		serviceItems[idx].ErrorRate = float64(serviceItems[idx].NumErrors) * 100 / float64(serviceItems[idx].NumCalls)
+	if err = rows.Err(); err != nil {
+		zap.L().Error("Error iterating over service results", zap.Error(err))
+		return nil, &model.ApiError{Typ: model.ErrorExec, Err: err}
 	}
+
 	return &serviceItems, nil
 }
 
+// buildResourceSubQueryForServices builds a resource subquery that includes only specific services
+// This maintains service context while optimizing for multiple services in a single query
+func (r *ClickHouseReader) buildResourceSubQueryForServices(tags []model.TagQueryParam, targetServices []string, start, end time.Time) (string, error) {
+	if len(targetServices) == 0 {
+		return "", fmt.Errorf("no target services provided")
+	}
+
+	if len(tags) == 0 {
+		// For exact parity with per-service behavior, build via resource builder with only service filter
+		filterSet := v3.FilterSet{}
+		filterSet.Items = append(filterSet.Items, v3.FilterItem{
+			Key: v3.AttributeKey{
+				Key:      "service.name",
+				DataType: v3.AttributeKeyDataTypeString,
+				Type:     v3.AttributeKeyTypeResource,
+			},
+			Operator: v3.FilterOperatorIn,
+			Value:    targetServices,
+		})
+
+		resourceSubQuery, err := resource.BuildResourceSubQuery(
+			r.TraceDB,
+			r.traceResourceTableV3,
+			start.Unix()-1800,
+			end.Unix(),
+			&filterSet,
+			[]v3.AttributeKey{},
+			v3.AttributeKey{},
+			false)
+		if err != nil {
+			zap.L().Error("Error building resource subquery for services", zap.Error(err))
+			return "", err
+		}
+		return resourceSubQuery, nil
+	}
+
+	// Convert tags to filter set
+	filterSet := v3.FilterSet{}
+	for _, tag := range tags {
+		// Skip the collector id as we don't add it to traces
+		if tag.Key == "signoz.collector.id" {
+			continue
+		}
+
+		var it v3.FilterItem
+		it.Key = v3.AttributeKey{
+			Key:      tag.Key,
+			DataType: v3.AttributeKeyDataTypeString,
+			Type:     v3.AttributeKeyTypeResource,
+		}
+
+		switch tag.Operator {
+		case model.NotInOperator:
+			it.Operator = v3.FilterOperatorNotIn
+			it.Value = tag.StringValues
+		case model.InOperator:
+			it.Operator = v3.FilterOperatorIn
+			it.Value = tag.StringValues
+		default:
+			return "", fmt.Errorf("operator %s not supported", tag.Operator)
+		}
+
+		filterSet.Items = append(filterSet.Items, it)
+	}
+
+	// Add service filter to limit to our target services
+	filterSet.Items = append(filterSet.Items, v3.FilterItem{
+		Key: v3.AttributeKey{
+			Key:      "service.name",
+			DataType: v3.AttributeKeyDataTypeString,
+			Type:     v3.AttributeKeyTypeResource,
+		},
+		Operator: v3.FilterOperatorIn,
+		Value:    targetServices,
+	})
+
+	// Build resource subquery with service-specific filtering
+	resourceSubQuery, err := resource.BuildResourceSubQuery(
+		r.TraceDB,
+		r.traceResourceTableV3,
+		start.Unix()-1800,
+		end.Unix(),
+		&filterSet,
+		[]v3.AttributeKey{},
+		v3.AttributeKey{},
+		false)
+	if err != nil {
+		zap.L().Error("Error building resource subquery for services", zap.Error(err))
+		return "", err
+	}
+	return resourceSubQuery, nil
+}
+
+// buildServiceInClause creates a properly quoted IN clause for service names
+func (r *ClickHouseReader) buildServiceInClause(services []string) string {
+	var quotedServices []string
+	for _, svc := range services {
+		// Escape single quotes and wrap in quotes
+		escapedSvc := strings.ReplaceAll(svc, "'", "\\'")
+		quotedServices = append(quotedServices, fmt.Sprintf("'%s'", escapedSvc))
+	}
+	return strings.Join(quotedServices, ", ")
+}
+
 func getStatusFilters(query string, statusParams []string, excludeMap map[string]struct{}) string {
 	// status can only be two and if both are selected than they are equivalent to none selected
 	if _, ok := excludeMap["status"]; ok {
@@ -686,7 +783,6 @@ func addExistsOperator(item model.TagQuery, tagMapType string, not bool) (string
 	}
 	return fmt.Sprintf(" AND %s (%s)", notStr, strings.Join(tagOperatorPair, " OR ")), args
 }
-
 func (r *ClickHouseReader) GetEntryPointOperations(ctx context.Context, queryParams *model.GetTopOperationsParams) (*[]model.TopOperationsItem, error) {
 	// Step 1: Get top operations for the given service
 	topOps, err := r.GetTopOperations(ctx, queryParams)
@@ -1416,7 +1512,6 @@ func (r *ClickHouseReader) setTTLLogs(ctx context.Context, orgID string, params
 	}(ttlPayload)
 	return &model.SetTTLResponseItem{Message: "move ttl has been successfully set up"}, nil
 }
-
 func (r *ClickHouseReader) setTTLTraces(ctx context.Context, orgID string, params *model.TTLParams) (*model.SetTTLResponseItem, *model.ApiError) {
 	// uuid is used as transaction id
 	uuidWithHyphen := uuid.New()
@@ -2169,7 +2264,6 @@ func (r *ClickHouseReader) GetNextPrevErrorIDs(ctx context.Context, queryParams
 	return &getNextPrevErrorIDsResponse, nil
 
 }
-
 func (r *ClickHouseReader) getNextErrorID(ctx context.Context, queryParams *model.GetErrorParams) (string, time.Time, *model.ApiError) {
 
 	var getNextErrorIDReponse []model.NextPrevErrorIDsDBResponse
@@ -2905,7 +2999,6 @@ func (r *ClickHouseReader) GetMetricAttributeValues(ctx context.Context, req *v3
 
 	return &attributeValues, nil
 }
-
 func (r *ClickHouseReader) GetMetricMetadata(ctx context.Context, orgID valuer.UUID, metricName, serviceName string) (*v3.MetricMetadataResponse, error) {
 
 	unixMilli := common.PastDayRoundOff()
@@ -5180,7 +5273,6 @@ func (r *ClickHouseReader) ListSummaryMetrics(ctx context.Context, orgID valuer.
 
 	return &response, nil
 }
-
 func (r *ClickHouseReader) GetMetricsTimeSeriesPercentage(ctx context.Context, req *metrics_explorer.TreeMapMetricsRequest) (*[]metrics_explorer.TreeMapResponseItem, *model.ApiError) {
 	var args []interface{}
 
@@ -5933,7 +6025,6 @@ func (r *ClickHouseReader) CheckForLabelsInMetric(ctx context.Context, metricNam
 	}
 	return hasLE, nil
 }
-
 func (r *ClickHouseReader) GetUpdatedMetricsMetadata(ctx context.Context, orgID valuer.UUID, metricNames ...string) (map[string]*model.UpdateMetricsMetadata, *model.ApiError) {
 	cachedMetadata := make(map[string]*model.UpdateMetricsMetadata)
 	var missingMetrics []string