diff --git a/cdc/sink/dmlsink/cloudstorage/dml_worker.go b/cdc/sink/dmlsink/cloudstorage/dml_worker.go
index ed2a5442908..61df2fbbb56 100644
--- a/cdc/sink/dmlsink/cloudstorage/dml_worker.go
+++ b/cdc/sink/dmlsink/cloudstorage/dml_worker.go
@@ -16,6 +16,7 @@ import (
 	"bytes"
 	"context"
 	"path"
+	"strconv"
 	"sync/atomic"
 	"time"
 
@@ -127,7 +128,7 @@ func newDMLWorker(
 		metricFlushDuration: mcloudstorage.CloudStorageFlushDurationHistogram.
 			WithLabelValues(changefeedID.Namespace, changefeedID.ID),
 		metricsWorkerBusyRatio: mcloudstorage.CloudStorageWorkerBusyRatioCounter.
-			WithLabelValues(changefeedID.Namespace, changefeedID.ID),
+			WithLabelValues(changefeedID.Namespace, changefeedID.ID, strconv.Itoa(id)),
 	}
 
 	return d
@@ -155,7 +156,7 @@ func (d *dmlWorker) run(ctx context.Context) error {
 // active means that a table has events since last flushing.
 func (d *dmlWorker) flushMessages(ctx context.Context) error {
 	var flushTimeSlice, totalTimeSlice time.Duration
-	overseerTicker := time.NewTicker(time.Second)
+	overseerTicker := time.NewTicker(d.config.FlushInterval * 2)
 	defer overseerTicker.Stop()
 	startToWork := time.Now()
 	for {
@@ -164,8 +165,8 @@ func (d *dmlWorker) flushMessages(ctx context.Context) error {
 			return errors.Trace(ctx.Err())
 		case now := <-overseerTicker.C:
 			totalTimeSlice = now.Sub(startToWork)
-			busyRatio := int(flushTimeSlice.Seconds() / totalTimeSlice.Seconds() * 1000)
-			d.metricsWorkerBusyRatio.Add(float64(busyRatio) / float64(d.config.WorkerCount))
+			busyRatio := float64(flushTimeSlice.Seconds() / totalTimeSlice.Seconds() * 1000)
+			d.metricsWorkerBusyRatio.Add(busyRatio)
 			startToWork = now
 			flushTimeSlice = 0
 		case task := <-d.flushNotifyCh:
diff --git a/cdc/sink/metrics/cloudstorage/metrics.go b/cdc/sink/metrics/cloudstorage/metrics.go
index e96b14ef9ce..52905b71346 100644
--- a/cdc/sink/metrics/cloudstorage/metrics.go
+++ b/cdc/sink/metrics/cloudstorage/metrics.go
@@ -62,7 +62,7 @@ var (
 			Subsystem: subsystem,
 			Name:      "cloud_storage_worker_busy_ratio",
 			Help:      "Busy ratio (X ms in 1s) for cloud storage sink dml worker.",
-		}, []string{"namespace", "changefeed"})
+		}, []string{"namespace", "changefeed", "id"})
 )
 
 // InitMetrics registers all metrics in this file.