diff --git a/disttask/framework/dispatcher/dispatcher.go b/disttask/framework/dispatcher/dispatcher.go
index 71970323f9490..cd5086aa5b53c 100644
--- a/disttask/framework/dispatcher/dispatcher.go
+++ b/disttask/framework/dispatcher/dispatcher.go
@@ -16,7 +16,7 @@ package dispatcher
 
 import (
 	"context"
-	"math/rand"
+	"fmt"
 	"time"
 
 	"github.com/pingcap/errors"
@@ -401,9 +401,15 @@ func (d *dispatcher) processNormalFlow(gTask *proto.Task) (err error) {
 		return nil
 	}
 
+	// Generate all available TiDB nodes for this global tasks.
+	serverNodes, err1 := GenerateSchedulerNodes(d.ctx)
+	if err1 != nil {
+		return err
+	}
 	subTasks := make([]*proto.Subtask, 0, len(metas))
-	for _, meta := range metas {
-		instanceID, err := GetEligibleInstance(d.ctx)
+	for i, meta := range metas {
+		pos := i % len(serverNodes)
+		instanceID, err := GetEligibleInstance(serverNodes, pos)
 		if err != nil {
 			logutil.BgLogger().Warn("get a eligible instance failed", zap.Int64("gTask ID", gTask.ID), zap.Error(err))
 			return err
@@ -414,24 +420,29 @@ func (d *dispatcher) processNormalFlow(gTask *proto.Task) (err error) {
 }
 
 // GetEligibleInstance gets an eligible instance.
-func GetEligibleInstance(ctx context.Context) (string, error) {
+func GetEligibleInstance(severNodes []*infosync.ServerInfo, pos int) (string, error) {
+	if pos >= len(severNodes) {
+		errMsg := fmt.Sprintf("available TiDB nodes range is 0 to %d, but request position: %d", len(severNodes)-1, pos)
+		return "", errors.New(errMsg)
+	}
+	return severNodes[pos].ID, nil
+}
+
+// GenerateSchedulerNodes generate a eligible TiDB nodes.
+func GenerateSchedulerNodes(ctx context.Context) ([]*infosync.ServerInfo, error) {
 	serverInfos, err := infosync.GetAllServerInfo(ctx)
 	if err != nil {
-		return "", err
+		return nil, err
 	}
 	if len(serverInfos) == 0 {
-		return "", errors.New("not found instance")
+		return nil, errors.New("not found instance")
 	}
 
-	// TODO: Consider valid instances, and then consider scheduling strategies.
-	num := rand.Intn(len(serverInfos))
-	for _, info := range serverInfos {
-		if num == 0 {
-			return info.ID, nil
-		}
-		num--
+	serverNodes := make([]*infosync.ServerInfo, 0, len(serverInfos))
+	for _, serverInfo := range serverInfos {
+		serverNodes = append(serverNodes, serverInfo)
 	}
-	return "", errors.New("not found instance")
+	return serverNodes, nil
 }
 
 // GetAllSchedulerIDs gets all the scheduler IDs.
diff --git a/disttask/framework/dispatcher/dispatcher_test.go b/disttask/framework/dispatcher/dispatcher_test.go
index ff78691a40af5..6e6e6253cf327 100644
--- a/disttask/framework/dispatcher/dispatcher_test.go
+++ b/disttask/framework/dispatcher/dispatcher_test.go
@@ -69,7 +69,8 @@ func TestGetInstance(t *testing.T) {
 	// test no server
 	mockedAllServerInfos := map[string]*infosync.ServerInfo{}
 	require.NoError(t, failpoint.Enable("github.com/pingcap/tidb/domain/infosync/mockGetAllServerInfo", makeFailpointRes(mockedAllServerInfos)))
-	instanceID, err := dispatcher.GetEligibleInstance(ctx)
+	serverNodes, err := dispatcher.GenerateSchedulerNodes(ctx)
+	instanceID, _ := dispatcher.GetEligibleInstance(serverNodes, 0)
 	require.Lenf(t, instanceID, 0, "instanceID:%d", instanceID)
 	require.EqualError(t, err, "not found instance")
 	instanceIDs, err := dsp.GetAllSchedulerIDs(ctx, 1)
@@ -89,7 +90,9 @@ func TestGetInstance(t *testing.T) {
 		},
 	}
 	require.NoError(t, failpoint.Enable("github.com/pingcap/tidb/domain/infosync/mockGetAllServerInfo", makeFailpointRes(mockedAllServerInfos)))
-	instanceID, err = dispatcher.GetEligibleInstance(ctx)
+	serverNodes, err = dispatcher.GenerateSchedulerNodes(ctx)
+	require.NoError(t, err)
+	instanceID, err = dispatcher.GetEligibleInstance(serverNodes, 0)
 	require.NoError(t, err)
 	if instanceID != uuids[0] && instanceID != uuids[1] {
 		require.FailNowf(t, "expected uuids:%d,%d, actual uuid:%d", uuids[0], uuids[1], instanceID)