diff --git a/fe/fe-core/src/main/java/org/apache/doris/rpc/BackendServiceClient.java b/fe/fe-core/src/main/java/org/apache/doris/rpc/BackendServiceClient.java
index 0269bee35d..d0d3e4c19f 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/rpc/BackendServiceClient.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/rpc/BackendServiceClient.java
@@ -42,7 +42,7 @@ import java.util.concurrent.TimeUnit;
 public class BackendServiceClient {
     public static final Logger LOG = LogManager.getLogger(BackendServiceClient.class);
 
-    private static final int MAX_RETRY_NUM = 0;
+    private static final int MAX_RETRY_NUM = 10;
     private final TNetworkAddress address;
     private final PBackendServiceGrpc.PBackendServiceFutureStub stub;
     private final PBackendServiceGrpc.PBackendServiceBlockingStub blockingStub;
@@ -53,6 +53,7 @@ public class BackendServiceClient {
         this.address = address;
         channel = NettyChannelBuilder.forAddress(address.getHostname(), address.getPort())
                 .flowControlWindow(Config.grpc_max_message_size_bytes)
+                .keepAliveWithoutCalls(true)
                 .maxInboundMessageSize(Config.grpc_max_message_size_bytes).enableRetry().maxRetryAttempts(MAX_RETRY_NUM)
                 .intercept(new OpenTelemetryClientInterceptor()).usePlaintext().build();
         stub = PBackendServiceGrpc.newFutureStub(channel);
diff --git a/fe/fe-core/src/main/java/org/apache/doris/rpc/BackendServiceProxy.java b/fe/fe-core/src/main/java/org/apache/doris/rpc/BackendServiceProxy.java
index 96206416d6..7316782251 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/rpc/BackendServiceProxy.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/rpc/BackendServiceProxy.java
@@ -37,6 +37,7 @@ import org.apache.thrift.protocol.TCompactProtocol;
 import java.util.List;
 import java.util.Map;
 import java.util.concurrent.Future;
+import java.util.concurrent.atomic.AtomicInteger;
 import java.util.concurrent.locks.ReentrantLock;
 
 public class BackendServiceProxy {
@@ -50,12 +51,24 @@ public class BackendServiceProxy {
         serviceMap = Maps.newConcurrentMap();
     }
 
-    private static class SingletonHolder {
-        private static final BackendServiceProxy INSTANCE = new BackendServiceProxy();
+    private static class Holder {
+        private static final int PROXY_NUM = 20;
+        private static BackendServiceProxy[] proxies = new BackendServiceProxy[PROXY_NUM];
+        private static AtomicInteger count = new AtomicInteger();
+
+        static {
+            for (int i = 0; i < proxies.length; i++) {
+                proxies[i] = new BackendServiceProxy();
+            }
+        }
+
+        static BackendServiceProxy get() {
+            return proxies[count.addAndGet(1) % PROXY_NUM];
+        }
     }
 
     public static BackendServiceProxy getInstance() {
-        return SingletonHolder.INSTANCE;
+        return Holder.get();
     }
 
     public void removeProxy(TNetworkAddress address) {