diff --git a/pkg/query-service/app/clickhouseReader/options.go b/pkg/query-service/app/clickhouseReader/options.go
index 5022088f5a..ff615255d2 100644
--- a/pkg/query-service/app/clickhouseReader/options.go
+++ b/pkg/query-service/app/clickhouseReader/options.go
@@ -48,6 +48,9 @@ const (
 	defaultTraceLocalTableName  string = "signoz_index_v3"
 	defaultTraceResourceTableV3 string = "distributed_traces_v3_resource"
 	defaultTraceSummaryTable    string = "distributed_trace_summary"
+
+	defaultMetadataDB    string = "signoz_metadata"
+	defaultMetadataTable string = "distributed_attributes_metadata"
 )
 
 // NamespaceConfig is Clickhouse's internal configuration data
@@ -88,6 +91,9 @@ type namespaceConfig struct {
 	TraceLocalTableNameV3 string
 	TraceResourceTableV3  string
 	TraceSummaryTable     string
+
+	MetadataDB    string
+	MetadataTable string
 }
 
 // Connecto defines how to connect to the database
@@ -141,6 +147,9 @@ func NewOptions(
 			TraceLocalTableNameV3: defaultTraceLocalTableName,
 			TraceResourceTableV3:  defaultTraceResourceTableV3,
 			TraceSummaryTable:     defaultTraceSummaryTable,
+
+			MetadataDB:    defaultMetadataDB,
+			MetadataTable: defaultMetadataTable,
 		},
 		others: make(map[string]*namespaceConfig, len(otherNamespaces)),
 	}
diff --git a/pkg/query-service/app/clickhouseReader/reader.go b/pkg/query-service/app/clickhouseReader/reader.go
index e98dd0368c..7b9965e431 100644
--- a/pkg/query-service/app/clickhouseReader/reader.go
+++ b/pkg/query-service/app/clickhouseReader/reader.go
@@ -161,6 +161,8 @@ type ClickHouseReader struct {
 
 	fluxIntervalForTraceDetail time.Duration
 	cache                      cache.Cache
+	metadataDB                 string
+	metadataTable              string
 }
 
 // NewTraceReader returns a TraceReader for the database
@@ -256,6 +258,8 @@ func NewReaderFromClickhouseConnection(
 
 		fluxIntervalForTraceDetail: fluxIntervalForTraceDetail,
 		cache:                      cache,
+		metadataDB:                 options.primary.MetadataDB,
+		metadataTable:              options.primary.MetadataTable,
 	}
 }
 
@@ -1454,7 +1458,7 @@ func (r *ClickHouseReader) GetWaterfallSpansForTraceWithMetadata(ctx context.Con
 	var serviceNameIntervalMap = map[string][]tracedetail.Interval{}
 	var hasMissingSpans bool
 
-	userEmail , emailErr := auth.GetEmailFromJwt(ctx)
+	userEmail, emailErr := auth.GetEmailFromJwt(ctx)
 	cachedTraceData, err := r.GetWaterfallSpansForTraceWithMetadataCache(ctx, traceID)
 	if err == nil {
 		startTime = cachedTraceData.StartTime
@@ -1530,8 +1534,8 @@ func (r *ClickHouseReader) GetWaterfallSpansForTraceWithMetadata(ctx context.Con
 			if startTime == 0 || startTimeUnixNano < startTime {
 				startTime = startTimeUnixNano
 			}
-			if endTime == 0 ||  (startTimeUnixNano + jsonItem.DurationNano )  > endTime {
-				endTime =  (startTimeUnixNano + jsonItem.DurationNano )
+			if endTime == 0 || (startTimeUnixNano+jsonItem.DurationNano) > endTime {
+				endTime = (startTimeUnixNano + jsonItem.DurationNano)
 			}
 			if durationNano == 0 || jsonItem.DurationNano > durationNano {
 				durationNano = jsonItem.DurationNano
@@ -1708,12 +1712,12 @@ func (r *ClickHouseReader) GetFlamegraphSpansForTrace(ctx context.Context, trace
 			}
 
 			// metadata calculation
-			startTimeUnixNano := uint64(item.TimeUnixNano.UnixNano())	
+			startTimeUnixNano := uint64(item.TimeUnixNano.UnixNano())
 			if startTime == 0 || startTimeUnixNano < startTime {
 				startTime = startTimeUnixNano
 			}
-			if endTime == 0 || ( startTimeUnixNano + jsonItem.DurationNano )  > endTime {
-				endTime =  (startTimeUnixNano + jsonItem.DurationNano )
+			if endTime == 0 || (startTimeUnixNano+jsonItem.DurationNano) > endTime {
+				endTime = (startTimeUnixNano + jsonItem.DurationNano)
 			}
 			if durationNano == 0 || jsonItem.DurationNano > durationNano {
 				durationNano = jsonItem.DurationNano
@@ -1777,7 +1781,7 @@ func (r *ClickHouseReader) GetFlamegraphSpansForTrace(ctx context.Context, trace
 
 	trace.Spans = selectedSpansForRequest
 	trace.StartTimestampMillis = startTime / 1000000
-	trace.EndTimestampMillis = endTime / 1000000	
+	trace.EndTimestampMillis = endTime / 1000000
 	return trace, nil
 }
 
@@ -4111,6 +4115,97 @@ func (r *ClickHouseReader) GetLogAttributeKeys(ctx context.Context, req *v3.Filt
 	return &response, nil
 }
 
+func (r *ClickHouseReader) FetchRelatedValues(ctx context.Context, req *v3.FilterAttributeValueRequest) ([]string, error) {
+	var andConditions []string
+
+	andConditions = append(andConditions, fmt.Sprintf("unix_milli >= %d", req.StartTimeMillis))
+	andConditions = append(andConditions, fmt.Sprintf("unix_milli <= %d", req.EndTimeMillis))
+
+	if len(req.ExistingFilterItems) != 0 {
+		for _, item := range req.ExistingFilterItems {
+			// we only support string for related values
+			if item.Key.DataType != v3.AttributeKeyDataTypeString {
+				continue
+			}
+
+			var colName string
+			switch item.Key.Type {
+			case v3.AttributeKeyTypeResource:
+				colName = "resource_attributes"
+			case v3.AttributeKeyTypeTag:
+				colName = "attributes"
+			default:
+				// we only support resource and tag for related values as of now
+				continue
+			}
+			// IN doesn't make use of map value index, we convert it to = or !=
+			operator := item.Operator
+			if v3.FilterOperator(strings.ToLower(string(item.Operator))) == v3.FilterOperatorIn {
+				operator = "="
+			} else if v3.FilterOperator(strings.ToLower(string(item.Operator))) == v3.FilterOperatorNotIn {
+				operator = "!="
+			}
+			addCondition := func(val string) {
+				andConditions = append(andConditions, fmt.Sprintf("mapContains(%s, '%s') AND %s['%s'] %s %s", colName, item.Key.Key, colName, item.Key.Key, operator, val))
+			}
+			switch v := item.Value.(type) {
+			case string:
+				fmtVal := utils.ClickHouseFormattedValue(v)
+				addCondition(fmtVal)
+			case []string:
+				for _, val := range v {
+					fmtVal := utils.ClickHouseFormattedValue(val)
+					addCondition(fmtVal)
+				}
+			case []interface{}:
+				for _, val := range v {
+					fmtVal := utils.ClickHouseFormattedValue(val)
+					addCondition(fmtVal)
+				}
+			}
+		}
+	}
+	whereClause := strings.Join(andConditions, " AND ")
+
+	var selectColumn string
+	switch req.TagType {
+	case v3.TagTypeResource:
+		selectColumn = "resource_attributes" + "['" + req.FilterAttributeKey + "']"
+	case v3.TagTypeTag:
+		selectColumn = "attributes" + "['" + req.FilterAttributeKey + "']"
+	default:
+		selectColumn = "attributes" + "['" + req.FilterAttributeKey + "']"
+	}
+
+	filterSubQuery := fmt.Sprintf(
+		"SELECT DISTINCT %s FROM %s.%s WHERE %s LIMIT 100",
+		selectColumn,
+		r.metadataDB,
+		r.metadataTable,
+		whereClause,
+	)
+	zap.L().Debug("filterSubQuery for related values", zap.String("query", filterSubQuery))
+
+	rows, err := r.db.Query(ctx, filterSubQuery)
+	if err != nil {
+		return nil, fmt.Errorf("error while executing query: %s", err.Error())
+	}
+	defer rows.Close()
+
+	var attributeValues []string
+	for rows.Next() {
+		var value string
+		if err := rows.Scan(&value); err != nil {
+			return nil, fmt.Errorf("error while scanning rows: %s", err.Error())
+		}
+		if value != "" {
+			attributeValues = append(attributeValues, value)
+		}
+	}
+
+	return attributeValues, nil
+}
+
 func (r *ClickHouseReader) GetLogAttributeValues(ctx context.Context, req *v3.FilterAttributeValueRequest) (*v3.FilterAttributeValueResponse, error) {
 	var err error
 	var filterValueColumn string
@@ -4212,6 +4307,11 @@ func (r *ClickHouseReader) GetLogAttributeValues(ctx context.Context, req *v3.Fi
 		}
 	}
 
+	relatedValues, _ := r.FetchRelatedValues(ctx, req)
+	attributeValues.RelatedValues = &v3.FilterAttributeValueResponse{
+		StringAttributeValues: relatedValues,
+	}
+
 	return &attributeValues, nil
 
 }
@@ -4892,6 +4992,11 @@ func (r *ClickHouseReader) GetTraceAttributeValues(ctx context.Context, req *v3.
 		}
 	}
 
+	relatedValues, _ := r.FetchRelatedValues(ctx, req)
+	attributeValues.RelatedValues = &v3.FilterAttributeValueResponse{
+		StringAttributeValues: relatedValues,
+	}
+
 	return &attributeValues, nil
 }
 
diff --git a/pkg/query-service/app/http_handler.go b/pkg/query-service/app/http_handler.go
index 6036e11f9f..ceec1725b8 100644
--- a/pkg/query-service/app/http_handler.go
+++ b/pkg/query-service/app/http_handler.go
@@ -380,6 +380,7 @@ func (aH *APIHandler) RegisterQueryRangeV3Routes(router *mux.Router, am *AuthMid
 		withCacheControl(AutoCompleteCacheControlAge, aH.autoCompleteAttributeKeys))).Methods(http.MethodGet)
 	subRouter.HandleFunc("/autocomplete/attribute_values", am.ViewAccess(
 		withCacheControl(AutoCompleteCacheControlAge, aH.autoCompleteAttributeValues))).Methods(http.MethodGet)
+	subRouter.HandleFunc("/autocomplete/attribute_values", am.ViewAccess(aH.autoCompleteAttributeValuesPost)).Methods(http.MethodPost)
 	subRouter.HandleFunc("/query_range", am.ViewAccess(aH.QueryRangeV3)).Methods(http.MethodPost)
 	subRouter.HandleFunc("/query_range/format", am.ViewAccess(aH.QueryRangeV3Format)).Methods(http.MethodPost)
 
@@ -4600,6 +4601,35 @@ func (aH *APIHandler) autoCompleteAttributeValues(w http.ResponseWriter, r *http
 	aH.Respond(w, response)
 }
 
+func (aH *APIHandler) autoCompleteAttributeValuesPost(w http.ResponseWriter, r *http.Request) {
+	var response *v3.FilterAttributeValueResponse
+	req, err := parseFilterAttributeValueRequestBody(r)
+
+	if err != nil {
+		RespondError(w, &model.ApiError{Typ: model.ErrorBadData, Err: err}, nil)
+		return
+	}
+
+	switch req.DataSource {
+	case v3.DataSourceMetrics:
+		response, err = aH.reader.GetMetricAttributeValues(r.Context(), req)
+	case v3.DataSourceLogs:
+		response, err = aH.reader.GetLogAttributeValues(r.Context(), req)
+	case v3.DataSourceTraces:
+		response, err = aH.reader.GetTraceAttributeValues(r.Context(), req)
+	default:
+		RespondError(w, &model.ApiError{Typ: model.ErrorBadData, Err: fmt.Errorf("invalid data source")}, nil)
+		return
+	}
+
+	if err != nil {
+		RespondError(w, &model.ApiError{Typ: model.ErrorBadData, Err: err}, nil)
+		return
+	}
+
+	aH.Respond(w, response)
+}
+
 func (aH *APIHandler) getSpanKeysV3(ctx context.Context, queryRangeParams *v3.QueryRangeParamsV3) (map[string]v3.AttributeKey, error) {
 	data := map[string]v3.AttributeKey{}
 	for _, query := range queryRangeParams.CompositeQuery.BuilderQueries {
diff --git a/pkg/query-service/app/parser.go b/pkg/query-service/app/parser.go
index 8cfc621662..78746478f6 100644
--- a/pkg/query-service/app/parser.go
+++ b/pkg/query-service/app/parser.go
@@ -769,6 +769,25 @@ func parseFilterAttributeValueRequest(r *http.Request) (*v3.FilterAttributeValue
 	return &req, nil
 }
 
+func parseFilterAttributeValueRequestBody(r *http.Request) (*v3.FilterAttributeValueRequest, error) {
+
+	var req v3.FilterAttributeValueRequest
+
+	if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
+		return nil, err
+	}
+
+	if err := req.Validate(); err != nil {
+		return nil, err
+	}
+
+	// offset by two windows periods for start for better results
+	req.StartTimeMillis = req.StartTimeMillis - time.Hour.Milliseconds()*6*2
+	req.EndTimeMillis = req.EndTimeMillis + time.Hour.Milliseconds()*6
+
+	return &req, nil
+}
+
 func validateQueryRangeParamsV3(qp *v3.QueryRangeParamsV3) error {
 	err := qp.CompositeQuery.Validate()
 	if err != nil {
diff --git a/pkg/query-service/model/v3/v3.go b/pkg/query-service/model/v3/v3.go
index b9570fc52e..b5eb4facad 100644
--- a/pkg/query-service/model/v3/v3.go
+++ b/pkg/query-service/model/v3/v3.go
@@ -297,6 +297,8 @@ func (q AttributeKeyDataType) String() string {
 // for a selected aggregate operator, aggregate attribute, filter attribute key
 // and search text.
 type FilterAttributeValueRequest struct {
+	StartTimeMillis            int64                `json:"startTimeMillis"`
+	EndTimeMillis              int64                `json:"endTimeMillis"`
 	DataSource                 DataSource           `json:"dataSource"`
 	AggregateOperator          AggregateOperator    `json:"aggregateOperator"`
 	AggregateAttribute         string               `json:"aggregateAttribute"`
@@ -305,6 +307,50 @@ type FilterAttributeValueRequest struct {
 	TagType                    TagType              `json:"tagType"`
 	SearchText                 string               `json:"searchText"`
 	Limit                      int                  `json:"limit"`
+	ExistingFilterItems        []FilterItem         `json:"existingFilterItems"`
+	MetricNames                []string             `json:"metricNames"`
+}
+
+func (f *FilterAttributeValueRequest) Validate() error {
+	if f.FilterAttributeKey == "" {
+		return fmt.Errorf("filterAttributeKey is required")
+	}
+
+	if f.StartTimeMillis == 0 {
+		return fmt.Errorf("startTimeMillis is required")
+	}
+
+	if f.EndTimeMillis == 0 {
+		return fmt.Errorf("endTimeMillis is required")
+	}
+
+	if f.Limit == 0 {
+		f.Limit = 100
+	}
+
+	if f.Limit > 1000 {
+		return fmt.Errorf("limit must be less than 1000")
+	}
+
+	if f.ExistingFilterItems != nil {
+		for _, value := range f.ExistingFilterItems {
+			if value.Key.Key == "" {
+				return fmt.Errorf("existingFilterItems must contain a valid key")
+			}
+		}
+	}
+
+	if err := f.DataSource.Validate(); err != nil {
+		return fmt.Errorf("invalid data source: %w", err)
+	}
+
+	if f.DataSource != DataSourceMetrics {
+		if err := f.AggregateOperator.Validate(); err != nil {
+			return fmt.Errorf("invalid aggregate operator: %w", err)
+		}
+	}
+
+	return nil
 }
 
 type AggregateAttributeResponse struct {
@@ -369,6 +415,8 @@ type FilterAttributeValueResponse struct {
 	StringAttributeValues []string      `json:"stringAttributeValues"`
 	NumberAttributeValues []interface{} `json:"numberAttributeValues"`
 	BoolAttributeValues   []bool        `json:"boolAttributeValues"`
+
+	RelatedValues *FilterAttributeValueResponse `json:"relatedValues"`
 }
 
 type QueryRangeParamsV3 struct {