diff --git a/selector/balancer.go b/selector/balancer.go
index 9e5accbdc..dbd64bbbd 100644
--- a/selector/balancer.go
+++ b/selector/balancer.go
@@ -19,6 +19,9 @@ type BalancerBuilder interface {
 type WeightedNode interface {
 	Node
 
+	// Raw returns the original node
+	Raw() Node
+
 	// Weight is the runtime calculated weight
 	Weight() float64
 
diff --git a/selector/default_selector.go b/selector/default_selector.go
index 0e08d615e..af4455f63 100644
--- a/selector/default_selector.go
+++ b/selector/default_selector.go
@@ -38,7 +38,11 @@ func (d *Default) Select(ctx context.Context, opts ...SelectOption) (selected No
 	if len(candidates) == 0 {
 		return nil, nil, ErrNoAvailable
 	}
-	return d.Balancer.Pick(ctx, candidates)
+	wn, done, err := d.Balancer.Pick(ctx, candidates)
+	if err != nil {
+		return nil, nil, err
+	}
+	return wn.Raw(), done, nil
 }
 
 // Apply update nodes info.
diff --git a/selector/node/direct/direct.go b/selector/node/direct/direct.go
index e3bf139da..62b30ed7f 100644
--- a/selector/node/direct/direct.go
+++ b/selector/node/direct/direct.go
@@ -50,3 +50,7 @@ func (n *Node) Weight() float64 {
 func (n *Node) PickElapsed() time.Duration {
 	return time.Duration(time.Now().UnixNano() - atomic.LoadInt64(&n.lastPick))
 }
+
+func (n *Node) Raw() selector.Node {
+	return n.Node
+}
diff --git a/selector/node/direct/direct_test.go b/selector/node/direct/direct_test.go
index cca733683..51689f528 100644
--- a/selector/node/direct/direct_test.go
+++ b/selector/node/direct/direct_test.go
@@ -48,6 +48,6 @@ func TestDirectDefaultWeight(t *testing.T) {
 	time.Sleep(time.Millisecond * 10)
 	done(context.Background(), selector.DoneInfo{})
 	assert.Equal(t, float64(100), wn.Weight())
-	assert.Greater(t, time.Millisecond*15, wn.PickElapsed())
+	assert.Greater(t, time.Millisecond*20, wn.PickElapsed())
 	assert.Less(t, time.Millisecond*5, wn.PickElapsed())
 }
diff --git a/selector/node/ewma/node.go b/selector/node/ewma/node.go
index 444d8018a..2f2ff7e68 100644
--- a/selector/node/ewma/node.go
+++ b/selector/node/ewma/node.go
@@ -178,3 +178,7 @@ func (n *Node) Weight() (weight float64) {
 func (n *Node) PickElapsed() time.Duration {
 	return time.Duration(time.Now().UnixNano() - atomic.LoadInt64(&n.lastPick))
 }
+
+func (n *Node) Raw() selector.Node {
+	return n.Node
+}
diff --git a/selector/selector_test.go b/selector/selector_test.go
index 8168c9bb0..3c0fa13e8 100644
--- a/selector/selector_test.go
+++ b/selector/selector_test.go
@@ -17,6 +17,11 @@ type mockWeightedNode struct {
 	lastPick int64
 }
 
+// Raw returns the original node
+func (n *mockWeightedNode) Raw() Node {
+	return n.Node
+}
+
 // Weight is the runtime calculated weight
 func (n *mockWeightedNode) Weight() float64 {
 	if n.InitialWeight() != nil {
diff --git a/transport/grpc/balancer.go b/transport/grpc/balancer.go
index 94b3d29bb..9d0da64d7 100644
--- a/transport/grpc/balancer.go
+++ b/transport/grpc/balancer.go
@@ -50,19 +50,15 @@ type Builder struct {
 // Build creates a grpc Picker.
 func (b *Builder) Build(info base.PickerBuildInfo) gBalancer.Picker {
 	nodes := make([]selector.Node, 0)
-	subConns := make(map[string]gBalancer.SubConn)
 	for conn, info := range info.ReadySCs {
-		if _, ok := subConns[info.Address.Addr]; ok {
-			continue
-		}
-		subConns[info.Address.Addr] = conn
-
 		ins, _ := info.Address.Attributes.Value("rawServiceInstance").(*registry.ServiceInstance)
-		nodes = append(nodes, selector.NewNode(info.Address.Addr, ins))
+		nodes = append(nodes, &grpcNode{
+			Node:    selector.NewNode(info.Address.Addr, ins),
+			subConn: conn,
+		})
 	}
 	p := &Picker{
 		selector: b.builder.Build(),
-		subConns: subConns,
 	}
 	p.selector.Apply(nodes)
 	return p
@@ -70,7 +66,6 @@ func (b *Builder) Build(info base.PickerBuildInfo) gBalancer.Picker {
 
 // Picker is a grpc picker.
 type Picker struct {
-	subConns map[string]gBalancer.SubConn
 	selector selector.Selector
 }
 
@@ -87,10 +82,9 @@ func (p *Picker) Pick(info gBalancer.PickInfo) (gBalancer.PickResult, error) {
 	if err != nil {
 		return gBalancer.PickResult{}, err
 	}
-	sub := p.subConns[n.Address()]
 
 	return gBalancer.PickResult{
-		SubConn: sub,
+		SubConn: n.(*grpcNode).subConn,
 		Done: func(di gBalancer.DoneInfo) {
 			done(info.Ctx, selector.DoneInfo{
 				Err:           di.Err,
@@ -113,3 +107,8 @@ func (t Trailer) Get(k string) string {
 	}
 	return ""
 }
+
+type grpcNode struct {
+	selector.Node
+	subConn gBalancer.SubConn
+}