diff --git a/pkg/statistics/handle/bootstrap.go b/pkg/statistics/handle/bootstrap.go
index 43111039ce1ce..eceea5c9ca792 100644
--- a/pkg/statistics/handle/bootstrap.go
+++ b/pkg/statistics/handle/bootstrap.go
@@ -351,9 +351,13 @@ func (h *Handle) initStatsHistogramsByPaging(is infoschema.InfoSchema, cache sta
 func (h *Handle) initStatsHistogramsConcurrency(is infoschema.InfoSchema, cache statstypes.StatsCache) error {
 	var maxTid = maxTidRecord.tid.Load()
 	tid := int64(0)
-	ls := initstats.NewRangeWorker(func(task initstats.Task) error {
+	taskCnt := uint64(1)
+	if maxTid > initStatsStep*2 {
+		taskCnt = uint64(maxTid / initStatsStep)
+	}
+	ls := initstats.NewRangeWorker("histogram", func(task initstats.Task) error {
 		return h.initStatsHistogramsByPaging(is, cache, task)
-	})
+	}, taskCnt)
 	ls.LoadStats()
 	for tid <= maxTid {
 		ls.SendTask(initstats.Task{
@@ -461,9 +465,13 @@ func (h *Handle) initStatsTopNByPaging(cache statstypes.StatsCache, task initsta
 func (h *Handle) initStatsTopNConcurrency(cache statstypes.StatsCache) error {
 	var maxTid = maxTidRecord.tid.Load()
 	tid := int64(0)
-	ls := initstats.NewRangeWorker(func(task initstats.Task) error {
+	taskCnt := uint64(1)
+	if maxTid > initStatsStep*2 {
+		taskCnt = uint64(maxTid / initStatsStep)
+	}
+	ls := initstats.NewRangeWorker("TopN", func(task initstats.Task) error {
 		return h.initStatsTopNByPaging(cache, task)
-	})
+	}, taskCnt)
 	ls.LoadStats()
 	for tid <= maxTid {
 		ls.SendTask(initstats.Task{
@@ -664,9 +672,13 @@ func (h *Handle) initStatsBucketsByPaging(cache statstypes.StatsCache, task init
 func (h *Handle) initStatsBucketsConcurrency(cache statstypes.StatsCache) error {
 	var maxTid = maxTidRecord.tid.Load()
 	tid := int64(0)
-	ls := initstats.NewRangeWorker(func(task initstats.Task) error {
+	taskCnt := uint64(1)
+	if maxTid > initStatsStep*2 {
+		taskCnt = uint64(maxTid / initStatsStep)
+	}
+	ls := initstats.NewRangeWorker("bucket", func(task initstats.Task) error {
 		return h.initStatsBucketsByPaging(cache, task)
-	})
+	}, taskCnt)
 	ls.LoadStats()
 	for tid <= maxTid {
 		ls.SendTask(initstats.Task{
diff --git a/pkg/statistics/handle/initstats/load_stats_page.go b/pkg/statistics/handle/initstats/load_stats_page.go
index 31694f293e75a..99edd9a429bc0 100644
--- a/pkg/statistics/handle/initstats/load_stats_page.go
+++ b/pkg/statistics/handle/initstats/load_stats_page.go
@@ -15,6 +15,10 @@
 package initstats
 
 import (
+	"fmt"
+	"sync/atomic"
+
+	statslogutil "github.com/pingcap/tidb/pkg/statistics/handle/logutil"
 	"github.com/pingcap/tidb/pkg/util"
 	"github.com/pingcap/tidb/pkg/util/logutil"
 	"go.uber.org/zap"
@@ -28,18 +32,31 @@ type Task struct {
 
 // RangeWorker is used to load stats concurrently by the range of table id.
 type RangeWorker struct {
-	dealFunc func(task Task) error
-	taskChan chan Task
-
-	wg util.WaitGroupWrapper
+	dealFunc        func(task Task) error
+	taskChan        chan Task
+	logger          *zap.Logger
+	wg              util.WaitGroupWrapper
+	taskCnt         uint64
+	completeTaskCnt atomic.Uint64
+	taskName        string
 }
 
 // NewRangeWorker creates a new RangeWorker.
-func NewRangeWorker(dealFunc func(task Task) error) *RangeWorker {
-	return &RangeWorker{
+func NewRangeWorker(taskName string, dealFunc func(task Task) error, taskCnt uint64) *RangeWorker {
+	worker := &RangeWorker{
+		taskName: taskName,
 		dealFunc: dealFunc,
 		taskChan: make(chan Task, 1),
+		taskCnt:  taskCnt,
 	}
+	if taskCnt == 1 {
+		worker.logger = nil
+	} else if taskCnt < 100 {
+		worker.logger = statslogutil.StatsLogger()
+	} else {
+		worker.logger = statslogutil.SingletonStatsSamplerLogger()
+	}
+	return worker
 }
 
 // LoadStats loads stats concurrently when to init stats
@@ -57,6 +74,10 @@ func (ls *RangeWorker) loadStats() {
 		if err := ls.dealFunc(task); err != nil {
 			logutil.BgLogger().Error("load stats failed", zap.Error(err))
 		}
+		if ls.logger != nil {
+			completeTaskCnt := ls.completeTaskCnt.Add(1)
+			ls.logger.Info(fmt.Sprintf("load %s [%d/%d]", ls.taskName, completeTaskCnt, ls.taskCnt))
+		}
 	}
 }