diff --git a/internal/flushcommon/pipeline/data_sync_service.go b/internal/flushcommon/pipeline/data_sync_service.go
index 649345e0f92ed..d46ef69f97e57 100644
--- a/internal/flushcommon/pipeline/data_sync_service.go
+++ b/internal/flushcommon/pipeline/data_sync_service.go
@@ -132,6 +132,10 @@ func (dsService *DataSyncService) GetMetaCache() metacache.MetaCache {
 	return dsService.metacache
 }
 
+func getMetaCacheForStreaming(initCtx context.Context, params *util.PipelineParams, info *datapb.ChannelWatchInfo, unflushed, flushed []*datapb.SegmentInfo) (metacache.MetaCache, error) {
+	return initMetaCache(initCtx, params.ChunkManager, info, nil, unflushed, flushed)
+}
+
 func getMetaCacheWithTickler(initCtx context.Context, params *util.PipelineParams, info *datapb.ChannelWatchInfo, tickler *util.Tickler, unflushed, flushed []*datapb.SegmentInfo) (metacache.MetaCache, error) {
 	tickler.SetTotal(int32(len(unflushed) + len(flushed)))
 	return initMetaCache(initCtx, params.ChunkManager, info, tickler, unflushed, flushed)
@@ -161,7 +165,7 @@ func initMetaCache(initCtx context.Context, chunkManager storage.ChunkManager, i
 					return nil, err
 				}
 				segmentPks.Insert(segment.GetID(), pkoracle.NewBloomFilterSet(stats...))
-				if !streamingutil.IsStreamingServiceEnabled() {
+				if tickler != nil {
 					tickler.Inc()
 				}
 
@@ -180,8 +184,11 @@ func initMetaCache(initCtx context.Context, chunkManager storage.ChunkManager, i
 		}
 	}
 
+	// growing segments's stats should always be loaded, for generating merged pk bf.
 	loadSegmentStats("growing", unflushed)
-	loadSegmentStats("sealed", flushed)
+	if !(streamingutil.IsStreamingServiceEnabled() || paramtable.Get().DataNodeCfg.SkipBFStatsLoad.GetAsBool()) {
+		loadSegmentStats("sealed", flushed)
+	}
 
 	// use fetched segment info
 	info.Vchan.FlushedSegments = flushed
@@ -344,22 +351,10 @@ func NewDataSyncService(initCtx context.Context, pipelineParams *util.PipelinePa
 		}
 	}
 
-	if paramtable.Get().DataNodeCfg.SkipBFStatsLoad.GetAsBool() {
-		// In SkipBFStatsLoad mode, flushed segments no longer maintain a bloom filter.
-		// So, here we skip loading the bloom filter for flushed segments.
-		info.Vchan.FlushedSegments = flushedSegmentInfos
-		info.Vchan.UnflushedSegments = unflushedSegmentInfos
-		metaCache = metacache.NewMetaCache(info, func(segment *datapb.SegmentInfo) pkoracle.PkStat {
-			return pkoracle.NewBloomFilterSet()
-		}, metacache.NoneBm25StatsFactory)
-	} else {
-		// init metaCache meta
-		metaCache, err = getMetaCacheWithTickler(initCtx, pipelineParams, info, tickler, unflushedSegmentInfos, flushedSegmentInfos)
-		if err != nil {
-			return nil, err
-		}
+	// init metaCache meta
+	if metaCache, err = getMetaCacheWithTickler(initCtx, pipelineParams, info, tickler, unflushedSegmentInfos, flushedSegmentInfos); err != nil {
+		return nil, err
 	}
-
 	return getServiceWithChannel(initCtx, pipelineParams, info, metaCache, unflushedSegmentInfos, flushedSegmentInfos, nil)
 }
 
@@ -367,6 +362,7 @@ func NewStreamingNodeDataSyncService(initCtx context.Context, pipelineParams *ut
 	// recover segment checkpoints
 	var (
 		err                   error
+		metaCache             metacache.MetaCache
 		unflushedSegmentInfos []*datapb.SegmentInfo
 		flushedSegmentInfos   []*datapb.SegmentInfo
 	)
@@ -383,13 +379,10 @@ func NewStreamingNodeDataSyncService(initCtx context.Context, pipelineParams *ut
 		}
 	}
 
-	// In streaming service mode, flushed segments no longer maintain a bloom filter.
-	// So, here we skip loading the bloom filter for flushed segments.
-	info.Vchan.UnflushedSegments = unflushedSegmentInfos
-	metaCache := metacache.NewMetaCache(info, func(segment *datapb.SegmentInfo) pkoracle.PkStat {
-		return pkoracle.NewBloomFilterSet()
-	}, metacache.NoneBm25StatsFactory)
-
+	// init metaCache meta
+	if metaCache, err = getMetaCacheForStreaming(initCtx, pipelineParams, info, unflushedSegmentInfos, flushedSegmentInfos); err != nil {
+		return nil, err
+	}
 	return getServiceWithChannel(initCtx, pipelineParams, info, metaCache, unflushedSegmentInfos, flushedSegmentInfos, input)
 }