diff --git a/internal/coordinator/snmanager/streaming_node_manager.go b/internal/coordinator/snmanager/streaming_node_manager.go
index e0e09a9d59069..efed218e5d452 100644
--- a/internal/coordinator/snmanager/streaming_node_manager.go
+++ b/internal/coordinator/snmanager/streaming_node_manager.go
@@ -30,7 +30,7 @@ func newStreamingNodeManager() *StreamingNodeManager {
 	return snm
 }
 
-// StreamingNodeManager is a manager for manage the querynode that embeded into streaming node.
+// StreamingNodeManager is a manager for manage the querynode that embedded into streaming node.
 // StreamingNodeManager is exclusive with ResourceManager.
 type StreamingNodeManager struct {
 	notifier *syncutil.AsyncTaskNotifier[struct{}]
diff --git a/internal/querycoordv2/balance/channel_level_score_balancer.go b/internal/querycoordv2/balance/channel_level_score_balancer.go
index ddc1d95981337..716d0c379ebd1 100644
--- a/internal/querycoordv2/balance/channel_level_score_balancer.go
+++ b/internal/querycoordv2/balance/channel_level_score_balancer.go
@@ -67,6 +67,15 @@ func (b *ChannelLevelScoreBalancer) BalanceReplica(ctx context.Context, replica
 		}
 	}()
 
+	// Make a plan to rebalance the channel first.
+	// The Streaming QueryNode doesn't make the channel level score, so just fallback to the ScoreBasedBalancer.
+	stoppingBalance := paramtable.Get().QueryCoordCfg.EnableStoppingBalance.GetAsBool()
+	channelPlan := b.ScoreBasedBalancer.balanceChannels(ctx, br, replica, stoppingBalance)
+	// If the channelPlan is not empty, do it directly, don't do the segment balance.
+	if len(channelPlan) > 0 {
+		return nil, channelPlan
+	}
+
 	exclusiveMode := true
 	channels := b.targetMgr.GetDmChannelsByCollection(ctx, replica.GetCollectionID(), meta.CurrentTarget)
 	for channelName := range channels {
@@ -82,7 +91,6 @@ func (b *ChannelLevelScoreBalancer) BalanceReplica(ctx context.Context, replica
 	}
 
 	// TODO: assign by channel
-	channelPlans = make([]ChannelAssignPlan, 0)
 	segmentPlans = make([]SegmentAssignPlan, 0)
 	for channelName := range channels {
 		if replica.NodesCount() == 0 {
@@ -113,7 +121,7 @@ func (b *ChannelLevelScoreBalancer) BalanceReplica(ctx context.Context, replica
 		}
 
 		if len(roNodes) != 0 {
-			if !paramtable.Get().QueryCoordCfg.EnableStoppingBalance.GetAsBool() {
+			if !stoppingBalance {
 				log.RatedInfo(10, "stopping balance is disabled!", zap.Int64s("stoppingNode", roNodes))
 				return nil, nil
 			}
@@ -122,26 +130,18 @@ func (b *ChannelLevelScoreBalancer) BalanceReplica(ctx context.Context, replica
 				zap.Any("stopping nodes", roNodes),
 				zap.Any("available nodes", rwNodes),
 			)
-			// handle stopped nodes here, have to assign segments on stopping nodes to nodes with the smallest score
-			if b.permitBalanceChannel(replica.GetCollectionID()) {
-				channelPlans = append(channelPlans, b.genStoppingChannelPlan(ctx, replica, channelName, rwNodes, roNodes)...)
-			}
 
-			if len(channelPlans) == 0 && b.permitBalanceSegment(replica.GetCollectionID()) {
+			if b.permitBalanceSegment(replica.GetCollectionID()) {
 				segmentPlans = append(segmentPlans, b.genStoppingSegmentPlan(ctx, replica, channelName, rwNodes, roNodes)...)
 			}
 		} else {
-			if paramtable.Get().QueryCoordCfg.AutoBalanceChannel.GetAsBool() && b.permitBalanceChannel(replica.GetCollectionID()) {
-				channelPlans = append(channelPlans, b.genChannelPlan(ctx, replica, channelName, rwNodes)...)
-			}
-
-			if len(channelPlans) == 0 && b.permitBalanceSegment(replica.GetCollectionID()) {
+			if b.permitBalanceSegment(replica.GetCollectionID()) {
 				segmentPlans = append(segmentPlans, b.genSegmentPlan(ctx, br, replica, channelName, rwNodes)...)
 			}
 		}
 	}
 
-	return segmentPlans, channelPlans
+	return segmentPlans, nil
 }
 
 func (b *ChannelLevelScoreBalancer) genStoppingChannelPlan(ctx context.Context, replica *meta.Replica, channelName string, onlineNodes []int64, offlineNodes []int64) []ChannelAssignPlan {
diff --git a/internal/querycoordv2/observers/replica_observer.go b/internal/querycoordv2/observers/replica_observer.go
index e14a9c872264e..1a9ffcf598864 100644
--- a/internal/querycoordv2/observers/replica_observer.go
+++ b/internal/querycoordv2/observers/replica_observer.go
@@ -153,7 +153,6 @@ func (ob *ReplicaObserver) checkStreamingQueryNodesInReplica(sqNodeIDs typeutil.
 			}
 			logger.Info("all segment/channel has been removed from ro streaming query node, remove it from replica")
 		}
-
 	}
 }
 
diff --git a/internal/querycoordv2/session/node_manager.go b/internal/querycoordv2/session/node_manager.go
index 8704087bf5a01..8d5bf6e0239f1 100644
--- a/internal/querycoordv2/session/node_manager.go
+++ b/internal/querycoordv2/session/node_manager.go
@@ -154,7 +154,7 @@ func (n *NodeInfo) Labels() map[string]string {
 }
 
 func (n *NodeInfo) IsEmbeddedQueryNodeInStreamingNode() bool {
-	return n.immutableInfo.Labels[sessionutil.LabelStreamingNodeEmbededQueryNode] == "1"
+	return n.immutableInfo.Labels[sessionutil.LabelStreamingNodeEmbeddedQueryNode] == "1"
 }
 
 func (n *NodeInfo) SegmentCnt() int {
diff --git a/internal/util/sessionutil/session_util.go b/internal/util/sessionutil/session_util.go
index 53e03f792fcb3..dca9dad9f3a80 100644
--- a/internal/util/sessionutil/session_util.go
+++ b/internal/util/sessionutil/session_util.go
@@ -48,9 +48,9 @@ const (
 	// DefaultServiceRoot default root path used in kv by Session
 	DefaultServiceRoot = "session/"
 	// DefaultIDKey default id key for Session
-	DefaultIDKey                       = "id"
-	SupportedLabelPrefix               = "MILVUS_SERVER_LABEL_"
-	LabelStreamingNodeEmbededQueryNode = "QUERYNODE_STREAMING-EMBEDED"
+	DefaultIDKey                        = "id"
+	SupportedLabelPrefix                = "MILVUS_SERVER_LABEL_"
+	LabelStreamingNodeEmbeddedQueryNode = "QUERYNODE_STREAMING-EMBEDDED"
 )
 
 // SessionEventType session event type
diff --git a/internal/util/streamingutil/env.go b/internal/util/streamingutil/env.go
index ecb2e11d7a80e..6a160f42d02ed 100644
--- a/internal/util/streamingutil/env.go
+++ b/internal/util/streamingutil/env.go
@@ -24,10 +24,10 @@ func MustEnableStreamingService() {
 // EnableEmbededQueryNode set server labels for embedded query node.
 func EnableEmbededQueryNode() {
 	MustEnableStreamingService()
-	os.Setenv(sessionutil.SupportedLabelPrefix+sessionutil.LabelStreamingNodeEmbededQueryNode, "1")
+	os.Setenv(sessionutil.SupportedLabelPrefix+sessionutil.LabelStreamingNodeEmbeddedQueryNode, "1")
 }
 
 // IsEmbeddedQueryNode returns whether the current node is an embedded query node in streaming node.
 func IsEmbeddedQueryNode() bool {
-	return os.Getenv(sessionutil.SupportedLabelPrefix+sessionutil.LabelStreamingNodeEmbededQueryNode) == "1"
+	return os.Getenv(sessionutil.SupportedLabelPrefix+sessionutil.LabelStreamingNodeEmbeddedQueryNode) == "1"
 }