diff --git a/cdc/processor/sinkmanager/manager_test.go b/cdc/processor/sinkmanager/manager_test.go
index b70e17fc3ab..8d23ee5b47e 100644
--- a/cdc/processor/sinkmanager/manager_test.go
+++ b/cdc/processor/sinkmanager/manager_test.go
@@ -372,3 +372,47 @@ func TestSinkManagerNeedsStuckCheck(t *testing.T) {
 
 	require.False(t, manager.needsStuckCheck())
 }
+
+func TestSinkManagerRestartTableSinks(t *testing.T) {
+	t.Parallel()
+
+	failpoint.Enable("github.com/pingcap/tiflow/cdc/processor/sinkmanager/SinkWorkerTaskHandlePause", "return")
+	defer failpoint.Disable("github.com/pingcap/tiflow/cdc/processor/sinkmanager/SinkWorkerTaskHandlePause")
+
+	ctx, cancel := context.WithCancel(context.Background())
+	errCh := make(chan error, 16)
+	changefeedInfo := getChangefeedInfo()
+	manager, _, _ := CreateManagerWithMemEngine(t, ctx, model.ChangeFeedID{}, changefeedInfo, errCh)
+	defer func() {
+		cancel()
+		manager.Close()
+	}()
+
+	span := tablepb.Span{TableID: 1}
+	manager.AddTable(span, 1, 100)
+	require.Nil(t, manager.StartTable(span, 2))
+	table, exists := manager.tableSinks.Load(span)
+	require.True(t, exists)
+
+	table.(*tableSinkWrapper).updateReceivedSorterResolvedTs(4)
+	table.(*tableSinkWrapper).updateBarrierTs(4)
+	select {
+	case task := <-manager.sinkTaskChan:
+		require.Equal(t, engine.Position{StartTs: 0, CommitTs: 3}, task.lowerBound)
+		task.callback(engine.Position{StartTs: 3, CommitTs: 4})
+	case <-time.After(2 * time.Second):
+		panic("should always get a sink task")
+	}
+
+	// With the failpoint blackhole/WriteEventsFail enabled, sink manager should restarts
+	// the table sink at its checkpoint.
+	failpoint.Enable("github.com/pingcap/tiflow/cdc/sink/dmlsink/blackhole/WriteEventsFail", "1*return")
+	defer failpoint.Disable("github.com/pingcap/tiflow/cdc/sink/dmlsink/blackhole/WriteEventsFail")
+	select {
+	case task := <-manager.sinkTaskChan:
+		require.Equal(t, engine.Position{StartTs: 2, CommitTs: 2}, task.lowerBound)
+		task.callback(engine.Position{StartTs: 3, CommitTs: 4})
+	case <-time.After(2 * time.Second):
+		panic("should always get a sink task")
+	}
+}
diff --git a/cdc/processor/sinkmanager/table_sink_worker.go b/cdc/processor/sinkmanager/table_sink_worker.go
index 980a31db7b3..42c493f3918 100644
--- a/cdc/processor/sinkmanager/table_sink_worker.go
+++ b/cdc/processor/sinkmanager/table_sink_worker.go
@@ -96,6 +96,7 @@ func newSinkWorker(
 }
 
 func (w *sinkWorker) handleTasks(ctx context.Context, taskChan <-chan *sinkTask) error {
+	failpoint.Inject("SinkWorkerTaskHandlePause", func() { <-ctx.Done() })
 	for {
 		select {
 		case <-ctx.Done():
diff --git a/cdc/processor/sinkmanager/table_sink_wrapper.go b/cdc/processor/sinkmanager/table_sink_wrapper.go
index 68c7463a76c..45ce8c55e19 100644
--- a/cdc/processor/sinkmanager/table_sink_wrapper.go
+++ b/cdc/processor/sinkmanager/table_sink_wrapper.go
@@ -166,6 +166,11 @@ func (t *tableSinkWrapper) start(ctx context.Context, startTs model.Ts) (err err
 			break
 		}
 	}
+	if model.NewResolvedTs(startTs).Greater(t.tableSink.checkpointTs) {
+		t.tableSink.checkpointTs = model.NewResolvedTs(startTs)
+		t.tableSink.resolvedTs = model.NewResolvedTs(startTs)
+		t.tableSink.advanced = time.Now()
+	}
 	t.state.Store(tablepb.TableStateReplicating)
 	return nil
 }
diff --git a/cdc/sink/dmlsink/blackhole/black_hole_dml_sink.go b/cdc/sink/dmlsink/blackhole/black_hole_dml_sink.go
index 6cc1d1f35dd..be470b6d357 100644
--- a/cdc/sink/dmlsink/blackhole/black_hole_dml_sink.go
+++ b/cdc/sink/dmlsink/blackhole/black_hole_dml_sink.go
@@ -14,6 +14,8 @@
 package blackhole
 
 import (
+	"github.com/pingcap/errors"
+	"github.com/pingcap/failpoint"
 	"github.com/pingcap/log"
 	"github.com/pingcap/tiflow/cdc/model"
 	"github.com/pingcap/tiflow/cdc/sink/dmlsink"
@@ -33,14 +35,16 @@ func NewDMLSink() *DMLSink {
 }
 
 // WriteEvents log the events.
-func (s *DMLSink) WriteEvents(rows ...*dmlsink.CallbackableEvent[*model.RowChangedEvent]) error {
-	for _, row := range rows {
-		// NOTE: don't change the log, some tests depend on it.
-		log.Debug("BlackHoleSink: WriteEvents", zap.Any("row", row.Event))
-		row.Callback()
+func (s *DMLSink) WriteEvents(rows ...*dmlsink.CallbackableEvent[*model.RowChangedEvent]) (err error) {
+	failpoint.Inject("WriteEventsFail", func() { err = errors.New("InjectedErrorForWriteEventsFail") })
+	if err == nil {
+		for _, row := range rows {
+			// NOTE: don't change the log, some tests depend on it.
+			log.Debug("BlackHoleSink: WriteEvents", zap.Any("row", row.Event))
+			row.Callback()
+		}
 	}
-
-	return nil
+	return
 }
 
 // Scheme return the scheme of the sink.