diff --git a/CHANGES.md b/CHANGES.md
index 82ca6e08d..408a8b298 100644
--- a/CHANGES.md
+++ b/CHANGES.md
@@ -9,6 +9,7 @@ Release Notes.
 - Check unregistered nodes in background.
 - Improve sorting performance of stream.
 - Add the measure query trace.
+- Assign a separate lookup table to each group in the maglev selector.
 
 ### Bugs
 
diff --git a/pkg/cmdsetup/liaison.go b/pkg/cmdsetup/liaison.go
index a7112e942..67cd942a3 100644
--- a/pkg/cmdsetup/liaison.go
+++ b/pkg/cmdsetup/liaison.go
@@ -46,10 +46,7 @@ func newLiaisonCmd(runners ...run.Unit) *cobra.Command {
 	}
 	pipeline := pub.New(metaSvc)
 	localPipeline := queue.Local()
-	nodeSel, err := node.NewMaglevSelector()
-	if err != nil {
-		l.Fatal().Err(err).Msg("failed to initiate required node selector")
-	}
+	nodeSel := node.NewMaglevSelector()
 	nodeRegistry := grpc.NewClusterNodeRegistry(pipeline, nodeSel)
 	grpcServer := grpc.NewServer(ctx, pipeline, localPipeline, metaSvc, nodeRegistry)
 	profSvc := observability.NewProfService()
diff --git a/pkg/node/interface.go b/pkg/node/interface.go
index 7745c9ad6..26ec5cc2b 100644
--- a/pkg/node/interface.go
+++ b/pkg/node/interface.go
@@ -19,7 +19,6 @@
 package node
 
 import (
-	"strconv"
 	"sync"
 
 	"github.com/pkg/errors"
@@ -97,7 +96,3 @@ func (p *pickFirstSelector) Pick(_, _ string, _ uint32) (string, error) {
 	}
 	return p.nodeIDs[0], nil
 }
-
-func formatSearchKey(group, name string, shardID uint32) string {
-	return group + "/" + name + "#" + strconv.FormatUint(uint64(shardID), 10)
-}
diff --git a/pkg/node/maglev.go b/pkg/node/maglev.go
index deb140f26..fea2c5b20 100644
--- a/pkg/node/maglev.go
+++ b/pkg/node/maglev.go
@@ -18,36 +18,81 @@
 package node
 
 import (
+	"sort"
+	"strconv"
+	"sync"
+
 	"github.com/kkdai/maglev"
 
 	databasev1 "github.com/apache/skywalking-banyandb/api/proto/banyandb/database/v1"
 )
 
+const lookupTableSize = 65537
+
 var _ Selector = (*maglevSelector)(nil)
 
 type maglevSelector struct {
-	maglev *maglev.Maglev
+	routers sync.Map
+	nodes   []string
+	mutex   sync.RWMutex
 }
 
 func (m *maglevSelector) AddNode(node *databasev1.Node) {
-	_ = m.maglev.Add(node.GetMetadata().GetName())
+	m.mutex.Lock()
+	defer m.mutex.Unlock()
+	for i := range m.nodes {
+		if m.nodes[i] == node.GetMetadata().GetName() {
+			return
+		}
+	}
+	m.nodes = append(m.nodes, node.GetMetadata().GetName())
+	sort.StringSlice(m.nodes).Sort()
+	m.routers.Range(func(_, value any) bool {
+		_ = value.(*maglev.Maglev).Set(m.nodes)
+		return true
+	})
 }
 
 func (m *maglevSelector) RemoveNode(node *databasev1.Node) {
-	_ = m.maglev.Remove(node.GetMetadata().GetName())
+	m.mutex.Lock()
+	defer m.mutex.Unlock()
+	for i := range m.nodes {
+		if m.nodes[i] == node.GetMetadata().GetName() {
+			m.nodes = append(m.nodes[:i], m.nodes[i+1:]...)
+			break
+		}
+	}
+	m.routers.Range(func(_, value any) bool {
+		_ = value.(*maglev.Maglev).Set(m.nodes)
+		return true
+	})
 }
 
 func (m *maglevSelector) Pick(group, name string, shardID uint32) (string, error) {
-	return m.maglev.Get(formatSearchKey(group, name, shardID))
-}
+	router, ok := m.routers.Load(group)
+	if ok {
+		return router.(*maglev.Maglev).Get(formatSearchKey(name, shardID))
+	}
+	m.mutex.Lock()
+	defer m.mutex.Unlock()
+	router, ok = m.routers.Load(group)
+	if ok {
+		return router.(*maglev.Maglev).Get(formatSearchKey(name, shardID))
+	}
 
-// NewMaglevSelector creates a new backend selector based on Maglev hashing algorithm.
-func NewMaglevSelector() (Selector, error) {
-	alg, err := maglev.NewMaglev(nil, 65537)
+	mTab, err := maglev.NewMaglev(m.nodes, lookupTableSize)
 	if err != nil {
-		return nil, err
+		return "", err
 	}
-	return &maglevSelector{
-		maglev: alg,
-	}, nil
+	m.routers.Store(group, mTab)
+	return mTab.Get(formatSearchKey(name, shardID))
+}
+
+// NewMaglevSelector creates a new backend selector based on Maglev hashing algorithm.
+func NewMaglevSelector() Selector {
+	return &maglevSelector{}
+}
+
+func formatSearchKey(name string, shardID uint32) string {
+	return name + "-" + strconv.FormatUint(uint64(shardID), 10)
 }
diff --git a/pkg/node/maglev_test.go b/pkg/node/maglev_test.go
index d581dd03c..74505a3a8 100644
--- a/pkg/node/maglev_test.go
+++ b/pkg/node/maglev_test.go
@@ -34,8 +34,7 @@ const (
 )
 
 func TestMaglevSelector(t *testing.T) {
-	sel, err := NewMaglevSelector()
-	assert.NoError(t, err)
+	sel := NewMaglevSelector()
 	sel.AddNode(&databasev1.Node{
 		Metadata: &commonv1.Metadata{
 			Name: "data-node-1",
@@ -55,8 +54,7 @@ func TestMaglevSelector(t *testing.T) {
 }
 
 func TestMaglevSelector_EvenDistribution(t *testing.T) {
-	sel, err := NewMaglevSelector()
-	assert.NoError(t, err)
+	sel := NewMaglevSelector()
 	dataNodeNum := 10
 	for i := 0; i < dataNodeNum; i++ {
 		sel.AddNode(&databasev1.Node{
@@ -83,8 +81,8 @@ func TestMaglevSelector_EvenDistribution(t *testing.T) {
 }
 
 func TestMaglevSelector_DiffNode(t *testing.T) {
-	fullSel, _ := NewMaglevSelector()
-	brokenSel, _ := NewMaglevSelector()
+	fullSel := NewMaglevSelector()
+	brokenSel := NewMaglevSelector()
 	dataNodeNum := 10
 	for i := 0; i < dataNodeNum; i++ {
 		fullSel.AddNode(&databasev1.Node{
@@ -114,7 +112,7 @@ func TestMaglevSelector_DiffNode(t *testing.T) {
 }
 
 func BenchmarkMaglevSelector_Pick(b *testing.B) {
-	sel, _ := NewMaglevSelector()
+	sel := NewMaglevSelector()
 	dataNodeNum := 10
 	for i := 0; i < dataNodeNum; i++ {
 		sel.AddNode(&databasev1.Node{