diff --git a/client/resource_group/controller/controller.go b/client/resource_group/controller/controller.go
index 3c4fe8f568e..bb80e038c21 100755
--- a/client/resource_group/controller/controller.go
+++ b/client/resource_group/controller/controller.go
@@ -32,7 +32,7 @@ import (
 	"github.com/prometheus/client_golang/prometheus"
 	pd "github.com/tikv/pd/client"
 	"github.com/tikv/pd/client/errs"
-	"github.com/tikv/pd/client/timerutils"
+	"github.com/tikv/pd/client/timerutil"
 	atomicutil "go.uber.org/atomic"
 	"go.uber.org/zap"
 	"golang.org/x/exp/slices"
@@ -290,8 +290,7 @@ func (c *ResourceGroupsController) Start(ctx context.Context) {
 					watchMetaChannel, err = c.provider.Watch(ctx, pd.GroupSettingsPathPrefixBytes, pd.WithRev(metaRevision), pd.WithPrefix(), pd.WithPrevKV())
 					if err != nil {
 						log.Warn("watch resource group meta failed", zap.Error(err))
-						timerutils.DrainAndStopTimer(watchRetryTimer)
-						watchRetryTimer.Reset(watchRetryInterval)
+						timerutil.SafeResetTimer(watchRetryTimer, watchRetryInterval)
 						failpoint.Inject("watchStreamError", func() {
 							watchRetryTimer.Reset(20 * time.Millisecond)
 						})
@@ -301,8 +300,7 @@ func (c *ResourceGroupsController) Start(ctx context.Context) {
 					watchConfigChannel, err = c.provider.Watch(ctx, pd.ControllerConfigPathPrefixBytes, pd.WithRev(cfgRevision), pd.WithPrefix())
 					if err != nil {
 						log.Warn("watch resource group config failed", zap.Error(err))
-						timerutils.DrainAndStopTimer(watchRetryTimer)
-						watchRetryTimer.Reset(watchRetryInterval)
+						timerutil.SafeResetTimer(watchRetryTimer, watchRetryInterval)
 					}
 				}
 			case <-emergencyTokenAcquisitionTicker.C:
@@ -336,8 +334,7 @@ func (c *ResourceGroupsController) Start(ctx context.Context) {
 				})
 				if !ok {
 					watchMetaChannel = nil
-					timerutils.DrainAndStopTimer(watchRetryTimer)
-					watchRetryTimer.Reset(watchRetryInterval)
+					timerutil.SafeResetTimer(watchRetryTimer, watchRetryInterval)
 					failpoint.Inject("watchStreamError", func() {
 						watchRetryTimer.Reset(20 * time.Millisecond)
 					})
@@ -373,8 +370,7 @@ func (c *ResourceGroupsController) Start(ctx context.Context) {
 			case resp, ok := <-watchConfigChannel:
 				if !ok {
 					watchConfigChannel = nil
-					timerutils.DrainAndStopTimer(watchRetryTimer)
-					watchRetryTimer.Reset(watchRetryInterval)
+					timerutil.SafeResetTimer(watchRetryTimer, watchRetryInterval)
 					failpoint.Inject("watchStreamError", func() {
 						watchRetryTimer.Reset(20 * time.Millisecond)
 					})
diff --git a/pkg/timerpool/pool.go b/client/timerutil/pool.go
similarity index 98%
rename from pkg/timerpool/pool.go
rename to client/timerutil/pool.go
index 28ffacfc629..2d608b09053 100644
--- a/pkg/timerpool/pool.go
+++ b/client/timerutil/pool.go
@@ -4,7 +4,7 @@
 
 // Note: This file is copied from https://go-review.googlesource.com/c/go/+/276133
 
-package timerpool
+package timerutil
 
 import (
 	"sync"
diff --git a/pkg/timerpool/pool_test.go b/client/timerutil/pool_test.go
similarity index 98%
rename from pkg/timerpool/pool_test.go
rename to client/timerutil/pool_test.go
index d6dffc723a9..f90a305d99f 100644
--- a/pkg/timerpool/pool_test.go
+++ b/client/timerutil/pool_test.go
@@ -4,7 +4,7 @@
 
 // Note: This file is copied from https://go-review.googlesource.com/c/go/+/276133
 
-package timerpool
+package timerutil
 
 import (
 	"testing"
diff --git a/client/timerutils/utils.go b/client/timerutil/util.go
similarity index 78%
rename from client/timerutils/utils.go
rename to client/timerutil/util.go
index 329616c3865..7e24671a09e 100644
--- a/client/timerutils/utils.go
+++ b/client/timerutil/util.go
@@ -12,14 +12,15 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-package timerutils
+package timerutil
 
 import "time"
 
-// DrainAndStopTimer is used to drain and stop timer.
+// SafeResetTimer is used to reset timer safely.
+// Before Go 1.23, the only safe way to use Reset was to call Timer.Stop and explicitly drain the timer first.
 // We need be careful here, see more details in the comments of Timer.Reset.
 // https://pkg.go.dev/time@master#Timer.Reset
-func DrainAndStopTimer(t *time.Timer) {
+func SafeResetTimer(t *time.Timer, d time.Duration) {
 	// Stop the timer if it's not stopped.
 	if !t.Stop() {
 		select {
@@ -27,4 +28,5 @@ func DrainAndStopTimer(t *time.Timer) {
 		default:
 		}
 	}
+	t.Reset(d)
 }
diff --git a/client/tso_dispatcher.go b/client/tso_dispatcher.go
index f0a9ec9cff6..80b9dc87dca 100644
--- a/client/tso_dispatcher.go
+++ b/client/tso_dispatcher.go
@@ -29,7 +29,7 @@ import (
 	"github.com/tikv/pd/client/errs"
 	"github.com/tikv/pd/client/grpcutil"
 	"github.com/tikv/pd/client/retry"
-	"github.com/tikv/pd/client/timerutils"
+	"github.com/tikv/pd/client/timerutil"
 	"github.com/tikv/pd/client/tsoutil"
 	"go.uber.org/zap"
 	"google.golang.org/grpc"
@@ -155,7 +155,7 @@ func newTSDeadline(
 	done chan struct{},
 	cancel context.CancelFunc,
 ) *deadline {
-	timer := timerutils.GlobalTimerPool.Get(timeout)
+	timer := timerutil.GlobalTimerPool.Get(timeout)
 	return &deadline{
 		timer:  timer,
 		done:   done,
@@ -201,11 +201,11 @@ func (c *tsoClient) watchTSDeadline(ctx context.Context, dcLocation string) {
 					case <-d.timer.C:
 						log.Error("[tso] tso request is canceled due to timeout", zap.String("dc-location", dc), errs.ZapError(errs.ErrClientGetTSOTimeout))
 						d.cancel()
-						timerutils.GlobalTimerPool.Put(d.timer)
+						timerutil.GlobalTimerPool.Put(d.timer)
 					case <-d.done:
-						timerutils.GlobalTimerPool.Put(d.timer)
+						timerutil.GlobalTimerPool.Put(d.timer)
 					case <-ctx.Done():
-						timerutils.GlobalTimerPool.Put(d.timer)
+						timerutil.GlobalTimerPool.Put(d.timer)
 						return
 					}
 				case <-ctx.Done():
@@ -419,8 +419,7 @@ tsoBatchLoop:
 		if maxBatchWaitInterval >= 0 {
 			tbc.adjustBestBatchSize()
 		}
-		timerutils.DrainAndStopTimer(streamLoopTimer)
-		streamLoopTimer.Reset(c.option.timeout)
+		timerutil.SafeResetTimer(streamLoopTimer, c.option.timeout)
 		// Choose a stream to send the TSO gRPC request.
 	streamChoosingLoop:
 		for {
diff --git a/pkg/election/lease.go b/pkg/election/lease.go
index eada4f8786d..7b5fd605a99 100644
--- a/pkg/election/lease.go
+++ b/pkg/election/lease.go
@@ -23,6 +23,7 @@ import (
 	"github.com/tikv/pd/pkg/errs"
 	"github.com/tikv/pd/pkg/utils/etcdutil"
 	"github.com/tikv/pd/pkg/utils/logutil"
+	"github.com/tikv/pd/pkg/utils/timerutil"
 	"github.com/tikv/pd/pkg/utils/typeutil"
 	"go.etcd.io/etcd/clientv3"
 	"go.uber.org/zap"
@@ -124,16 +125,7 @@ func (l *lease) KeepAlive(ctx context.Context) {
 					l.expireTime.Store(t)
 				}
 			}
-			// Stop the timer if it's not stopped.
-			if !timer.Stop() {
-				select {
-				case <-timer.C: // try to drain from the channel
-				default:
-				}
-			}
-			// We need be careful here, see more details in the comments of Timer.Reset.
-			// https://pkg.go.dev/time@master#Timer.Reset
-			timer.Reset(l.leaseTimeout)
+			timerutil.SafeResetTimer(timer,l.leaseTimeout)
 		case <-timer.C:
 			log.Info("lease timeout", zap.Time("expire", l.expireTime.Load().(time.Time)), zap.String("purpose", l.Purpose))
 			return
diff --git a/client/timerutils/pool.go b/pkg/utils/timerutil/pool.go
similarity index 98%
rename from client/timerutils/pool.go
rename to pkg/utils/timerutil/pool.go
index 6534d55db09..2d608b09053 100644
--- a/client/timerutils/pool.go
+++ b/pkg/utils/timerutil/pool.go
@@ -4,7 +4,7 @@
 
 // Note: This file is copied from https://go-review.googlesource.com/c/go/+/276133
 
-package timerutils
+package timerutil
 
 import (
 	"sync"
diff --git a/client/timerutils/pool_test.go b/pkg/utils/timerutil/pool_test.go
similarity index 98%
rename from client/timerutils/pool_test.go
rename to pkg/utils/timerutil/pool_test.go
index 57ad6f52ce6..f90a305d99f 100644
--- a/client/timerutils/pool_test.go
+++ b/pkg/utils/timerutil/pool_test.go
@@ -4,7 +4,7 @@
 
 // Note: This file is copied from https://go-review.googlesource.com/c/go/+/276133
 
-package timerutils
+package timerutil
 
 import (
 	"testing"
diff --git a/pkg/utils/timerutil/util.go b/pkg/utils/timerutil/util.go
new file mode 100644
index 00000000000..7e24671a09e
--- /dev/null
+++ b/pkg/utils/timerutil/util.go
@@ -0,0 +1,32 @@
+// Copyright 2024 TiKV Project Authors.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package timerutil
+
+import "time"
+
+// SafeResetTimer is used to reset timer safely.
+// Before Go 1.23, the only safe way to use Reset was to call Timer.Stop and explicitly drain the timer first.
+// We need be careful here, see more details in the comments of Timer.Reset.
+// https://pkg.go.dev/time@master#Timer.Reset
+func SafeResetTimer(t *time.Timer, d time.Duration) {
+	// Stop the timer if it's not stopped.
+	if !t.Stop() {
+		select {
+		case <-t.C: // try to drain from the channel
+		default:
+		}
+	}
+	t.Reset(d)
+}
diff --git a/pkg/utils/tsoutil/tso_dispatcher.go b/pkg/utils/tsoutil/tso_dispatcher.go
index 6d1ee2ace28..b2e453e45e2 100644
--- a/pkg/utils/tsoutil/tso_dispatcher.go
+++ b/pkg/utils/tsoutil/tso_dispatcher.go
@@ -24,9 +24,9 @@ import (
 	"github.com/pingcap/log"
 	"github.com/prometheus/client_golang/prometheus"
 	"github.com/tikv/pd/pkg/errs"
-	"github.com/tikv/pd/pkg/timerpool"
 	"github.com/tikv/pd/pkg/utils/etcdutil"
 	"github.com/tikv/pd/pkg/utils/logutil"
+	"github.com/tikv/pd/pkg/utils/timerutil"
 	"go.uber.org/zap"
 	"google.golang.org/grpc"
 )
@@ -209,7 +209,7 @@ func NewTSDeadline(
 	done chan struct{},
 	cancel context.CancelFunc,
 ) *TSDeadline {
-	timer := timerpool.GlobalTimerPool.Get(timeout)
+	timer := timerutil.GlobalTimerPool.Get(timeout)
 	return &TSDeadline{
 		timer:  timer,
 		done:   done,
@@ -230,11 +230,11 @@ func WatchTSDeadline(ctx context.Context, tsDeadlineCh <-chan *TSDeadline) {
 				log.Error("tso proxy request processing is canceled due to timeout",
 					errs.ZapError(errs.ErrProxyTSOTimeout))
 				d.cancel()
-				timerpool.GlobalTimerPool.Put(d.timer)
+				timerutil.GlobalTimerPool.Put(d.timer)
 			case <-d.done:
-				timerpool.GlobalTimerPool.Put(d.timer)
+				timerutil.GlobalTimerPool.Put(d.timer)
 			case <-ctx.Done():
-				timerpool.GlobalTimerPool.Put(d.timer)
+				timerutil.GlobalTimerPool.Put(d.timer)
 				return
 			}
 		case <-ctx.Done():