diff --git a/internal/datanode/data_sync_service.go b/internal/datanode/data_sync_service.go
index 3c9040daa2..b1706f51c9 100644
--- a/internal/datanode/data_sync_service.go
+++ b/internal/datanode/data_sync_service.go
@@ -30,6 +30,7 @@ import (
 	"github.com/milvus-io/milvus/internal/proto/datapb"
 	"github.com/milvus-io/milvus/internal/storage"
 	"github.com/milvus-io/milvus/internal/types"
+	"github.com/milvus-io/milvus/internal/util/concurrency"
 	"github.com/milvus-io/milvus/internal/util/flowgraph"
 )
 
@@ -52,6 +53,9 @@ type dataSyncService struct {
 	flushManager     flushManager // flush manager handles flush process
 	chunkManager     storage.ChunkManager
 	compactor        *compactionExecutor // reference to compaction executor
+
+	// concurrent add segments, reduce time to load delta log from oss
+	ioPool *concurrency.Pool
 }
 
 func newDataSyncService(ctx context.Context,
@@ -72,6 +76,14 @@ func newDataSyncService(ctx context.Context,
 		return nil, errors.New("Nil input")
 	}
 
+	// Initialize io cocurrency pool
+	log.Info("initialize io concurrency pool", zap.String("vchannel", vchan.GetChannelName()), zap.Int("ioConcurrency", Params.DataNodeCfg.IOConcurrency))
+	ioPool, err := concurrency.NewPool(Params.DataNodeCfg.IOConcurrency)
+	if err != nil {
+		log.Error("failed to create goroutine pool for dataSyncService", zap.Error(err))
+		return nil, err
+	}
+
 	ctx1, cancel := context.WithCancel(ctx)
 
 	service := &dataSyncService{
@@ -90,6 +102,7 @@ func newDataSyncService(ctx context.Context,
 		flushingSegCache: flushingSegCache,
 		chunkManager:     chunkManager,
 		compactor:        compactor,
+		ioPool:           ioPool,
 	}
 
 	if err := service.initNodes(vchan); err != nil {
@@ -189,6 +202,12 @@ func (dsService *dataSyncService) initNodes(vchanInfo *datapb.VchannelInfo) erro
 	if err != nil {
 		return err
 	}
+	flushedSegmentInfos, err := dsService.getSegmentInfos(vchanInfo.GetFlushedSegmentIds())
+	if err != nil {
+		return err
+	}
+
+	futures := make([]*concurrency.Future, 0, len(unflushedSegmentInfos)+len(flushedSegmentInfos))
 	for _, us := range unflushedSegmentInfos {
 		if us.CollectionID != dsService.collectionID ||
 			us.GetInsertChannel() != vchanInfo.ChannelName {
@@ -213,16 +232,18 @@ func (dsService *dataSyncService) initNodes(vchanInfo *datapb.VchannelInfo) erro
 				pos:     *us.GetDmlPosition(),
 			}
 		}
-		if err := dsService.replica.addNormalSegment(us.GetID(), us.CollectionID, us.PartitionID, us.GetInsertChannel(),
-			us.GetNumOfRows(), us.Statslogs, cp, vchanInfo.GetSeekPosition().GetTimestamp()); err != nil {
-			return err
-		}
+		// avoid closure capture iteration variable
+		segment := us
+		future := dsService.ioPool.Submit(func() (interface{}, error) {
+			if err := dsService.replica.addNormalSegment(segment.GetID(), segment.GetCollectionID(), segment.GetPartitionID(), segment.GetInsertChannel(),
+				segment.GetNumOfRows(), segment.GetStatslogs(), cp, vchanInfo.GetSeekPosition().GetTimestamp()); err != nil {
+				return nil, err
+			}
+			return nil, nil
+		})
+		futures = append(futures, future)
 	}
 
-	flushedSegmentInfos, err := dsService.getSegmentInfos(vchanInfo.GetFlushedSegmentIds())
-	if err != nil {
-		return err
-	}
 	for _, fs := range flushedSegmentInfos {
 		if fs.CollectionID != dsService.collectionID ||
 			fs.GetInsertChannel() != vchanInfo.ChannelName {
@@ -240,10 +261,21 @@ func (dsService *dataSyncService) initNodes(vchanInfo *datapb.VchannelInfo) erro
 			zap.Int64("SegmentID", fs.GetID()),
 			zap.Int64("NumOfRows", fs.GetNumOfRows()),
 		)
-		if err := dsService.replica.addFlushedSegment(fs.GetID(), fs.CollectionID, fs.PartitionID, fs.GetInsertChannel(),
-			fs.GetNumOfRows(), fs.Statslogs, vchanInfo.GetSeekPosition().GetTimestamp()); err != nil {
-			return err
-		}
+		// avoid closure capture iteration variable
+		segment := fs
+		future := dsService.ioPool.Submit(func() (interface{}, error) {
+			if err := dsService.replica.addFlushedSegment(segment.GetID(), segment.GetCollectionID(), segment.GetPartitionID(), segment.GetInsertChannel(),
+				segment.GetNumOfRows(), segment.GetStatslogs(), vchanInfo.GetSeekPosition().GetTimestamp()); err != nil {
+				return nil, err
+			}
+			return nil, nil
+		})
+		futures = append(futures, future)
+	}
+
+	err = concurrency.AwaitAll(futures...)
+	if err != nil {
+		return err
 	}
 
 	c := &nodeConfig{
diff --git a/internal/util/paramtable/component_param.go b/internal/util/paramtable/component_param.go
index b6516d36a1..246d729827 100644
--- a/internal/util/paramtable/component_param.go
+++ b/internal/util/paramtable/component_param.go
@@ -1101,6 +1101,9 @@ type dataNodeConfig struct {
 	// etcd
 	ChannelWatchSubPath string
 
+	// io concurrency to fetch stats logs
+	IOConcurrency int
+
 	CreatedTime time.Time
 	UpdatedTime time.Time
 }
@@ -1114,6 +1117,7 @@ func (p *dataNodeConfig) init(base *BaseTable) {
 	p.initInsertBinlogRootPath()
 	p.initStatsBinlogRootPath()
 	p.initDeleteBinlogRootPath()
+	p.initIOConcurrency()
 
 	p.initChannelWatchPath()
 }
@@ -1164,6 +1168,10 @@ func (p *dataNodeConfig) initChannelWatchPath() {
 	p.ChannelWatchSubPath = "channelwatch"
 }
 
+func (p *dataNodeConfig) initIOConcurrency() {
+	p.IOConcurrency = p.Base.ParseIntWithDefault("dataNode.dataSync.ioConcurrency", 10)
+}
+
 func (p *dataNodeConfig) SetNodeID(id UniqueID) {
 	p.NodeID.Store(id)
 }