diff --git a/dm/pkg/binlog/common/replication.go b/dm/pkg/binlog/common/replication.go
index 7e1b53c5b8c..3cd20911fa5 100644
--- a/dm/pkg/binlog/common/replication.go
+++ b/dm/pkg/binlog/common/replication.go
@@ -22,7 +22,7 @@ import (
 var (
 	// MaxBinlogSyncerReconnect is the max reconnection times for binlog syncer in go-mysql.
 	MaxBinlogSyncerReconnect = 60
-	// SlaveReadTimeout is slave read binlog data timeout, ref: https://dev.mysql.com/doc/refman/8.0/en/replication-options-slave.html#sysvar_slave_net_timeout
+	// SlaveReadTimeout is slave read binlog data timeout, ref: https://dev.mysql.com/doc/refman/8.0/en/replication-options-replica.html#sysvar_slave_net_timeout
 	SlaveReadTimeout = 1 * time.Minute
 	// MasterHeartbeatPeriod is the master server send heartbeat period, ref: `MASTER_HEARTBEAT_PERIOD` in https://dev.mysql.com/doc/refman/8.0/en/change-master-to.html
 	MasterHeartbeatPeriod = 30 * time.Second
diff --git a/dm/pkg/binlog/event/common.go b/dm/pkg/binlog/event/common.go
index 5437ec4f7fc..57f6b306b13 100644
--- a/dm/pkg/binlog/event/common.go
+++ b/dm/pkg/binlog/event/common.go
@@ -163,7 +163,11 @@ func GTIDIncrease(flavor string, gSet gmysql.GTIDSet) (gmysql.GTIDSet, error) {
 		mariaGTID := singleGTID.(*gmysql.MariadbGTID)
 		mariaGTID.SequenceNumber++
 		gtidSet := new(gmysql.MariadbGTIDSet)
-		gtidSet.Sets = map[uint32]*gmysql.MariadbGTID{mariaGTID.DomainID: mariaGTID}
+		gtidSet.Sets = map[uint32]map[uint32]*gmysql.MariadbGTID{
+			mariaGTID.DomainID: {
+				mariaGTID.ServerID: mariaGTID,
+			},
+		}
 		clone = gtidSet
 	default:
 		err = terror.ErrBinlogGTIDSetNotValid.Generate(gSet, flavor)
@@ -203,11 +207,15 @@ func verifySingleGTID(flavor string, gSet gmysql.GTIDSet) (interface{}, error) {
 		if !ok {
 			return nil, terror.ErrBinlogGTIDMariaDBNotValid.Generate(gSet)
 		}
-		if len(mariaGTIDs.Sets) != 1 {
-			return nil, terror.ErrBinlogOnlyOneGTIDSupport.Generate(len(mariaGTIDs.Sets), gSet)
-		}
+		gtidCount := 0
 		var mariaGTID *gmysql.MariadbGTID
-		for _, mariaGTID = range mariaGTIDs.Sets {
+		for _, set := range mariaGTIDs.Sets {
+			gtidCount += len(set)
+			for _, mariaGTID = range set {
+			}
+		}
+		if gtidCount != 1 {
+			return nil, terror.ErrBinlogOnlyOneGTIDSupport.Generate(gtidCount, gSet)
 		}
 		return mariaGTID, nil
 	default:
diff --git a/dm/pkg/binlog/event/event.go b/dm/pkg/binlog/event/event.go
index 1d8ca835dd1..f7b62536a93 100644
--- a/dm/pkg/binlog/event/event.go
+++ b/dm/pkg/binlog/event/event.go
@@ -736,21 +736,23 @@ func GenMariaDBGTIDListEvent(header *replication.EventHeader, latestPos uint32,
 		return nil, terror.ErrBinlogWriteBinaryData.AnnotateDelegate(err, "write Number of GTIDs %d", numOfGTIDs)
 	}
 
-	for _, mGTID := range mariaDBGSet.Sets {
-		// Replication Domain ID, 4 bytes
-		err = binary.Write(payload, binary.LittleEndian, mGTID.DomainID)
-		if err != nil {
-			return nil, terror.ErrBinlogWriteBinaryData.AnnotateDelegate(err, "write Replication Domain ID %d", mGTID.DomainID)
-		}
-		// Server_ID, 4 bytes
-		err = binary.Write(payload, binary.LittleEndian, mGTID.ServerID)
-		if err != nil {
-			return nil, terror.ErrBinlogWriteBinaryData.AnnotateDelegate(err, "write Server_ID %d", mGTID.ServerID)
-		}
-		// GTID sequence, 8 bytes
-		err = binary.Write(payload, binary.LittleEndian, mGTID.SequenceNumber)
-		if err != nil {
-			return nil, terror.ErrBinlogWriteBinaryData.AnnotateDelegate(err, "write GTID sequence %d", mGTID.SequenceNumber)
+	for _, set := range mariaDBGSet.Sets {
+		for _, mGTID := range set {
+			// Replication Domain ID, 4 bytes
+			err = binary.Write(payload, binary.LittleEndian, mGTID.DomainID)
+			if err != nil {
+				return nil, terror.ErrBinlogWriteBinaryData.AnnotateDelegate(err, "write Replication Domain ID %d", mGTID.DomainID)
+			}
+			// Server_ID, 4 bytes
+			err = binary.Write(payload, binary.LittleEndian, mGTID.ServerID)
+			if err != nil {
+				return nil, terror.ErrBinlogWriteBinaryData.AnnotateDelegate(err, "write Server_ID %d", mGTID.ServerID)
+			}
+			// GTID sequence, 8 bytes
+			err = binary.Write(payload, binary.LittleEndian, mGTID.SequenceNumber)
+			if err != nil {
+				return nil, terror.ErrBinlogWriteBinaryData.AnnotateDelegate(err, "write GTID sequence %d", mGTID.SequenceNumber)
+			}
 		}
 	}
 
diff --git a/dm/pkg/binlog/event/event_test.go b/dm/pkg/binlog/event/event_test.go
index 7fa80e5af14..ad7a24de0ad 100644
--- a/dm/pkg/binlog/event/event_test.go
+++ b/dm/pkg/binlog/event/event_test.go
@@ -519,7 +519,6 @@ func TestGenRowsEvent(t *testing.T) {
 	require.Equal(t, tableID, rowsEvBody.TableID)
 	require.Equal(t, uint64(len(rows[0])), rowsEvBody.ColumnCount)
 	require.Equal(t, 0, rowsEvBody.Version) // WRITE_ROWS_EVENTv0
-	require.Nil(t, rowsEvBody.ExtraData)
 	require.Equal(t, rows, rowsEvBody.Rows)
 
 	// multi rows, with different length, invalid
@@ -664,7 +663,7 @@ func TestGenMariaDBGTIDListEvent(t *testing.T) {
 	require.True(t, ok)
 	require.NotNil(t, gtidListEvBody)
 	require.Len(t, gtidListEvBody.GTIDs, 1)
-	require.Equal(t, *mGSet.Sets[gtidListEvBody.GTIDs[0].DomainID], gtidListEvBody.GTIDs[0])
+	require.Equal(t, *mGSet.Sets[gtidListEvBody.GTIDs[0].DomainID][gtidListEvBody.GTIDs[0].ServerID], gtidListEvBody.GTIDs[0])
 
 	// valid gSet with multi GTIDs
 	gSet, err = gtid.ParserGTID(gmysql.MariaDBFlavor, "1-2-12,2-2-3,3-3-8,4-4-4")
@@ -684,7 +683,9 @@ func TestGenMariaDBGTIDListEvent(t *testing.T) {
 	require.NotNil(t, gtidListEvBody)
 	require.Len(t, gtidListEvBody.GTIDs, 4)
 	for _, mGTID := range gtidListEvBody.GTIDs {
-		mGTID2, ok := mGSet.Sets[mGTID.DomainID]
+		set, ok := mGSet.Sets[mGTID.DomainID]
+		require.True(t, ok)
+		mGTID2, ok := set[mGTID.ServerID]
 		require.True(t, ok)
 		require.Equal(t, *mGTID2, mGTID)
 	}
diff --git a/dm/pkg/binlog/event/generator.go b/dm/pkg/binlog/event/generator.go
index a2a4bb2b95c..ac7dca4605c 100644
--- a/dm/pkg/binlog/event/generator.go
+++ b/dm/pkg/binlog/event/generator.go
@@ -86,7 +86,11 @@ func newGenerator(flavor, version string, serverID uint32, latestPos uint32, lat
 		if !ok || prevGSet == nil {
 			return nil, terror.ErrBinlogGTIDMariaDBNotValid.Generate(previousGTIDs)
 		}
-		prevGTID, ok := prevGSet.Sets[mariaGTID.DomainID]
+		set, ok := prevGSet.Sets[mariaGTID.DomainID]
+		if !ok {
+			return nil, terror.ErrBinlogLatestGTIDNotInPrev.Generate(latestGTID, previousGTIDs)
+		}
+		prevGTID, ok := set[mariaGTID.ServerID]
 		if !ok || prevGTID.ServerID != mariaGTID.ServerID || prevGTID.SequenceNumber != mariaGTID.SequenceNumber {
 			return nil, terror.ErrBinlogLatestGTIDNotInPrev.Generate(latestGTID, previousGTIDs)
 		}
diff --git a/go.mod b/go.mod
index 6c178eea201..d9d7f4b27ea 100644
--- a/go.mod
+++ b/go.mod
@@ -32,7 +32,7 @@ require (
 	github.com/gin-gonic/gin v1.9.1
 	github.com/glebarez/go-sqlite v1.21.2
 	github.com/glebarez/sqlite v1.7.0
-	github.com/go-mysql-org/go-mysql v1.7.1-0.20230619063055-fd67d94318fd
+	github.com/go-mysql-org/go-mysql v1.7.1-0.20240507075657-2bd4573edde2
 	github.com/go-ozzo/ozzo-validation/v4 v4.3.0
 	github.com/go-sql-driver/mysql v1.7.1
 	github.com/goccy/go-json v0.10.2
diff --git a/go.sum b/go.sum
index 3e19a919235..3ad070d1b09 100644
--- a/go.sum
+++ b/go.sum
@@ -364,8 +364,8 @@ github.com/go-logr/logr v1.4.1/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ4
 github.com/go-logr/stdr v1.2.2 h1:hSWxHoqTgW2S2qGc0LTAI563KZ5YKYRhT3MFKZMbjag=
 github.com/go-logr/stdr v1.2.2/go.mod h1:mMo/vtBO5dYbehREoey6XUKy/eSumjCCveDpRre4VKE=
 github.com/go-martini/martini v0.0.0-20170121215854-22fa46961aab/go.mod h1:/P9AEU963A2AYjv4d1V5eVL1CQbEJq6aCNHDDjibzu8=
-github.com/go-mysql-org/go-mysql v1.7.1-0.20230619063055-fd67d94318fd h1:lqWdv8GEYqF1deivEmnSx81GfcAUZ/FoxilGxm/kwWs=
-github.com/go-mysql-org/go-mysql v1.7.1-0.20230619063055-fd67d94318fd/go.mod h1:kOk/pFv3q5EPspyQfDRGLmEA6wfMvIeV4DmThwzkNzs=
+github.com/go-mysql-org/go-mysql v1.7.1-0.20240507075657-2bd4573edde2 h1:DU4x9rUmzjuOnXg5hgX5kUqj1HmKzN+rU3bsIy7oWok=
+github.com/go-mysql-org/go-mysql v1.7.1-0.20240507075657-2bd4573edde2/go.mod h1:kwbF156Z9Sy8amP3E1SZp7/s/0PuJj/xKaOWToQiq0Y=
 github.com/go-ole/go-ole v1.2.6/go.mod h1:pprOEPIfldk/42T2oK7lQ4v4JSDwmV0As9GaiUsvbm0=
 github.com/go-ole/go-ole v1.3.0 h1:Dt6ye7+vXGIKZ7Xtk4s6/xVdGDQynvom7xCFEdWr6uE=
 github.com/go-ole/go-ole v1.3.0/go.mod h1:5LS6F96DhAwUc7C+1HLexzMXY1xGRSryjyPPKW6zv78=