diff --git a/internal/flushcommon/pipeline/data_sync_service.go b/internal/flushcommon/pipeline/data_sync_service.go
index bdf5b3d5ff..d97bd4e6fc 100644
--- a/internal/flushcommon/pipeline/data_sync_service.go
+++ b/internal/flushcommon/pipeline/data_sync_service.go
@@ -366,11 +366,12 @@ func NewStreamingNodeDataSyncService(initCtx context.Context, pipelineParams *ut
 		}
 	}
 
-	// init metaCache meta
-	metaCache, err := initMetaCache(initCtx, pipelineParams.ChunkManager, info, nil, unflushedSegmentInfos, flushedSegmentInfos)
-	if err != nil {
-		return nil, err
-	}
+	// 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()
+	})
 
 	return getServiceWithChannel(initCtx, pipelineParams, info, metaCache, unflushedSegmentInfos, flushedSegmentInfos, input)
 }
diff --git a/internal/flushcommon/syncmgr/key_lock_dispatcher.go b/internal/flushcommon/syncmgr/key_lock_dispatcher.go
index 42ba32f12f..9dbeead8fe 100644
--- a/internal/flushcommon/syncmgr/key_lock_dispatcher.go
+++ b/internal/flushcommon/syncmgr/key_lock_dispatcher.go
@@ -8,7 +8,6 @@ import (
 	"github.com/milvus-io/milvus/pkg/util/lock"
 )
 
-//go:generate mockery --name=Task --structname=MockTask --output=./  --filename=mock_task.go --with-expecter --inpackage
 type Task interface {
 	SegmentID() int64
 	Checkpoint() *msgpb.MsgPosition
@@ -16,6 +15,7 @@ type Task interface {
 	ChannelName() string
 	Run(context.Context) error
 	HandleError(error)
+	IsFlush() bool
 }
 
 type keyLockDispatcher[K comparable] struct {
diff --git a/internal/flushcommon/syncmgr/mock_task.go b/internal/flushcommon/syncmgr/mock_task.go
index 6087e5ba3e..01a80a59c5 100644
--- a/internal/flushcommon/syncmgr/mock_task.go
+++ b/internal/flushcommon/syncmgr/mock_task.go
@@ -139,6 +139,47 @@ func (_c *MockTask_HandleError_Call) RunAndReturn(run func(error)) *MockTask_Han
 	return _c
 }
 
+// IsFlush provides a mock function with given fields:
+func (_m *MockTask) IsFlush() bool {
+	ret := _m.Called()
+
+	var r0 bool
+	if rf, ok := ret.Get(0).(func() bool); ok {
+		r0 = rf()
+	} else {
+		r0 = ret.Get(0).(bool)
+	}
+
+	return r0
+}
+
+// MockTask_IsFlush_Call is a *mock.Call that shadows Run/Return methods with type explicit version for method 'IsFlush'
+type MockTask_IsFlush_Call struct {
+	*mock.Call
+}
+
+// IsFlush is a helper method to define mock.On call
+func (_e *MockTask_Expecter) IsFlush() *MockTask_IsFlush_Call {
+	return &MockTask_IsFlush_Call{Call: _e.mock.On("IsFlush")}
+}
+
+func (_c *MockTask_IsFlush_Call) Run(run func()) *MockTask_IsFlush_Call {
+	_c.Call.Run(func(args mock.Arguments) {
+		run()
+	})
+	return _c
+}
+
+func (_c *MockTask_IsFlush_Call) Return(_a0 bool) *MockTask_IsFlush_Call {
+	_c.Call.Return(_a0)
+	return _c
+}
+
+func (_c *MockTask_IsFlush_Call) RunAndReturn(run func() bool) *MockTask_IsFlush_Call {
+	_c.Call.Return(run)
+	return _c
+}
+
 // Run provides a mock function with given fields: _a0
 func (_m *MockTask) Run(_a0 context.Context) error {
 	ret := _m.Called(_a0)
diff --git a/internal/flushcommon/syncmgr/task.go b/internal/flushcommon/syncmgr/task.go
index ed63b3586c..e8dd6054ef 100644
--- a/internal/flushcommon/syncmgr/task.go
+++ b/internal/flushcommon/syncmgr/task.go
@@ -344,6 +344,10 @@ func (t *SyncTask) ChannelName() string {
 	return t.channelName
 }
 
+func (t *SyncTask) IsFlush() bool {
+	return t.isFlush
+}
+
 func (t *SyncTask) Binlogs() (map[int64]*datapb.FieldBinlog, map[int64]*datapb.FieldBinlog, *datapb.FieldBinlog) {
 	return t.insertBinlogs, t.statsBinlogs, t.deltaBinlog
 }
diff --git a/internal/flushcommon/writebuffer/l0_write_buffer.go b/internal/flushcommon/writebuffer/l0_write_buffer.go
index 60e2b634c8..45adda5f50 100644
--- a/internal/flushcommon/writebuffer/l0_write_buffer.go
+++ b/internal/flushcommon/writebuffer/l0_write_buffer.go
@@ -15,6 +15,7 @@ import (
 	"github.com/milvus-io/milvus/internal/flushcommon/syncmgr"
 	"github.com/milvus-io/milvus/internal/proto/datapb"
 	"github.com/milvus-io/milvus/internal/storage"
+	"github.com/milvus-io/milvus/internal/util/streamingutil"
 	"github.com/milvus-io/milvus/pkg/common"
 	"github.com/milvus-io/milvus/pkg/mq/msgstream"
 	"github.com/milvus-io/milvus/pkg/util/conc"
@@ -139,6 +140,17 @@ func (wb *l0WriteBuffer) dispatchDeleteMsgs(groups []*inData, deleteMsgs []*msgs
 	})
 }
 
+func (wb *l0WriteBuffer) dispatchDeleteMsgsWithoutFilter(deleteMsgs []*msgstream.DeleteMsg, startPos, endPos *msgpb.MsgPosition) {
+	for _, msg := range deleteMsgs {
+		l0SegmentID := wb.getL0SegmentID(msg.GetPartitionID(), startPos)
+		pks := storage.ParseIDs2PrimaryKeys(msg.GetPrimaryKeys())
+		pkTss := msg.GetTimestamps()
+		if len(pks) > 0 {
+			wb.bufferDelete(l0SegmentID, pks, pkTss, startPos, endPos)
+		}
+	}
+}
+
 func (wb *l0WriteBuffer) BufferData(insertMsgs []*msgstream.InsertMsg, deleteMsgs []*msgstream.DeleteMsg, startPos, endPos *msgpb.MsgPosition) error {
 	wb.mut.Lock()
 	defer wb.mut.Unlock()
@@ -156,9 +168,15 @@ func (wb *l0WriteBuffer) BufferData(insertMsgs []*msgstream.InsertMsg, deleteMsg
 		}
 	}
 
-	// distribute delete msg
-	// bf write buffer check bloom filter of segment and current insert batch to decide which segment to write delete data
-	wb.dispatchDeleteMsgs(groups, deleteMsgs, startPos, endPos)
+	if streamingutil.IsStreamingServiceEnabled() {
+		// In streaming service mode, flushed segments no longer maintain a bloom filter.
+		// So, here we skip filtering delete entries by bf.
+		wb.dispatchDeleteMsgsWithoutFilter(deleteMsgs, startPos, endPos)
+	} else {
+		// distribute delete msg
+		// bf write buffer check bloom filter of segment and current insert batch to decide which segment to write delete data
+		wb.dispatchDeleteMsgs(groups, deleteMsgs, startPos, endPos)
+	}
 
 	// update pk oracle
 	for _, inData := range groups {
diff --git a/internal/flushcommon/writebuffer/write_buffer.go b/internal/flushcommon/writebuffer/write_buffer.go
index 5554e84a33..e94e6a09ed 100644
--- a/internal/flushcommon/writebuffer/write_buffer.go
+++ b/internal/flushcommon/writebuffer/write_buffer.go
@@ -18,6 +18,7 @@ import (
 	"github.com/milvus-io/milvus/internal/flushcommon/syncmgr"
 	"github.com/milvus-io/milvus/internal/proto/datapb"
 	"github.com/milvus-io/milvus/internal/storage"
+	"github.com/milvus-io/milvus/internal/util/streamingutil"
 	"github.com/milvus-io/milvus/pkg/log"
 	"github.com/milvus-io/milvus/pkg/metrics"
 	"github.com/milvus-io/milvus/pkg/mq/msgstream"
@@ -345,6 +346,11 @@ func (wb *writeBufferBase) syncSegments(ctx context.Context, segmentIDs []int64)
 			if syncTask.StartPosition() != nil {
 				wb.syncCheckpoint.Remove(syncTask.SegmentID(), syncTask.StartPosition().GetTimestamp())
 			}
+
+			if streamingutil.IsStreamingServiceEnabled() && syncTask.IsFlush() {
+				wb.metaCache.RemoveSegments(metacache.WithSegmentIDs(syncTask.SegmentID()))
+				log.Info("flushed segment removed", zap.Int64("segmentID", syncTask.SegmentID()), zap.String("channel", syncTask.ChannelName()))
+			}
 			return nil
 		}))
 	}