diff --git a/pkg/mcs/scheduling/server/cluster.go b/pkg/mcs/scheduling/server/cluster.go
index a944f1b7bdc..ed6d669f360 100644
--- a/pkg/mcs/scheduling/server/cluster.go
+++ b/pkg/mcs/scheduling/server/cluster.go
@@ -302,6 +302,7 @@ func (c *Cluster) updateScheduler() {
 	// Make sure the check will be triggered once later.
 	trySend(notifier)
 	c.persistConfig.SetSchedulersUpdatingNotifier(notifier)
+	defer c.persistConfig.ClearSchedulersUpdatingNotifier(notifier)
 	ticker := time.NewTicker(time.Second)
 	defer ticker.Stop()
 
diff --git a/pkg/mcs/scheduling/server/config/config.go b/pkg/mcs/scheduling/server/config/config.go
index 22cb56baa8f..280ba67ad99 100644
--- a/pkg/mcs/scheduling/server/config/config.go
+++ b/pkg/mcs/scheduling/server/config/config.go
@@ -231,7 +231,7 @@ type PersistConfig struct {
 	replication    atomic.Value
 	storeConfig    atomic.Value
 	// schedulersUpdatingNotifier is used to notify that the schedulers have been updated.
-	// Store as `chan<- struct{}`.
+	// Store as `chan struct{}`.
 	schedulersUpdatingNotifier atomic.Value
 }
 
@@ -249,16 +249,30 @@ func NewPersistConfig(cfg *Config, ttl *cache.TTLString) *PersistConfig {
 }
 
 // SetSchedulersUpdatingNotifier sets the schedulers updating notifier.
-func (o *PersistConfig) SetSchedulersUpdatingNotifier(notifier chan<- struct{}) {
+func (o *PersistConfig) SetSchedulersUpdatingNotifier(notifier chan struct{}) {
 	o.schedulersUpdatingNotifier.Store(notifier)
 }
 
-func (o *PersistConfig) getSchedulersUpdatingNotifier() chan<- struct{} {
+// ClearSchedulersUpdatingNotifier clears the schedulers updating notifier if it
+// still matches the given notifier.
+func (o *PersistConfig) ClearSchedulersUpdatingNotifier(notifier chan struct{}) {
+	if notifier == nil {
+		return
+	}
+	current := o.getSchedulersUpdatingNotifier()
+	if current != notifier {
+		return
+	}
+	var empty chan struct{}
+	o.schedulersUpdatingNotifier.CompareAndSwap(current, empty)
+}
+
+func (o *PersistConfig) getSchedulersUpdatingNotifier() chan struct{} {
 	v := o.schedulersUpdatingNotifier.Load()
 	if v == nil {
 		return nil
 	}
-	return v.(chan<- struct{})
+	return v.(chan struct{})
 }
 
 func (o *PersistConfig) tryNotifySchedulersUpdating() {
@@ -266,7 +280,11 @@ func (o *PersistConfig) tryNotifySchedulersUpdating() {
 	if notifier == nil {
 		return
 	}
-	notifier <- struct{}{}
+	// Scheduler update notifications are coalesced; one pending signal is enough.
+	select {
+	case notifier <- struct{}{}:
+	default:
+	}
 }
 
 // GetClusterVersion returns the cluster version.
diff --git a/pkg/mcs/scheduling/server/config/config_test.go b/pkg/mcs/scheduling/server/config/config_test.go
new file mode 100644
index 00000000000..9353bce3269
--- /dev/null
+++ b/pkg/mcs/scheduling/server/config/config_test.go
@@ -0,0 +1,90 @@
+// Copyright 2026 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 config
+
+import (
+	"testing"
+	"time"
+
+	"github.com/stretchr/testify/require"
+	"go.uber.org/goleak"
+
+	sc "github.com/tikv/pd/pkg/schedule/config"
+	"github.com/tikv/pd/pkg/schedule/types"
+	"github.com/tikv/pd/pkg/utils/testutil"
+)
+
+func TestMain(m *testing.M) {
+	goleak.VerifyTestMain(m, testutil.LeakOptions...)
+}
+
+func TestSetScheduleConfigDoesNotBlockWhenSchedulersUpdatingNotifierIsFull(t *testing.T) {
+	re := require.New(t)
+	persistConfig := NewPersistConfig(&Config{}, nil)
+	notifier := make(chan struct{}, 1)
+	notifier <- struct{}{}
+	persistConfig.SetSchedulersUpdatingNotifier(notifier)
+
+	done := make(chan struct{})
+	go func() {
+		persistConfig.SetScheduleConfig(newScheduleConfig(types.BalanceLeaderScheduler))
+		close(done)
+	}()
+
+	select {
+	case <-done:
+	case <-time.After(time.Second):
+		re.Fail("SetScheduleConfig should not block on a full schedulers updating notifier")
+	}
+}
+
+func TestClearSchedulersUpdatingNotifier(t *testing.T) {
+	re := require.New(t)
+	persistConfig := NewPersistConfig(&Config{}, nil)
+	oldNotifier := make(chan struct{}, 1)
+	newNotifier := make(chan struct{}, 1)
+
+	persistConfig.SetSchedulersUpdatingNotifier(oldNotifier)
+	persistConfig.SetSchedulersUpdatingNotifier(newNotifier)
+	persistConfig.ClearSchedulersUpdatingNotifier(oldNotifier)
+	persistConfig.SetScheduleConfig(newScheduleConfig(types.BalanceLeaderScheduler))
+
+	select {
+	case <-oldNotifier:
+		re.Fail("old notifier should not receive scheduler update after a newer notifier is registered")
+	default:
+	}
+	select {
+	case <-newNotifier:
+	case <-time.After(time.Second):
+		re.Fail("new notifier should receive scheduler update")
+	}
+
+	persistConfig.ClearSchedulersUpdatingNotifier(newNotifier)
+	persistConfig.SetScheduleConfig(newScheduleConfig(types.BalanceRegionScheduler))
+	select {
+	case <-newNotifier:
+		re.Fail("cleared notifier should not receive scheduler update")
+	default:
+	}
+}
+
+func newScheduleConfig(schedulerType types.CheckerSchedulerType) *sc.ScheduleConfig {
+	return &sc.ScheduleConfig{
+		Schedulers: []sc.SchedulerConfig{
+			{Type: types.SchedulerTypeCompatibleMap[schedulerType]},
+		},
+	}
+}