diff --git a/dubbo-remoting/dubbo-remoting-api/src/main/java/org/apache/dubbo/remoting/exchange/Request.java b/dubbo-remoting/dubbo-remoting-api/src/main/java/org/apache/dubbo/remoting/exchange/Request.java
index c243258a247..51ec2f2ec88 100644
--- a/dubbo-remoting/dubbo-remoting-api/src/main/java/org/apache/dubbo/remoting/exchange/Request.java
+++ b/dubbo-remoting/dubbo-remoting-api/src/main/java/org/apache/dubbo/remoting/exchange/Request.java
@@ -18,6 +18,7 @@
 
 import org.apache.dubbo.common.utils.StringUtils;
 
+import java.security.SecureRandom;
 import java.util.concurrent.ThreadLocalRandom;
 import java.util.concurrent.atomic.AtomicLong;
 
@@ -28,7 +29,7 @@
  */
 public class Request {
 
-    private static final AtomicLong INVOKE_ID = new AtomicLong(ThreadLocalRandom.current().nextLong());
+    private static final AtomicLong INVOKE_ID;
 
     private final long mId;
 
@@ -50,6 +51,16 @@ public Request(long id) {
         mId = id;
     }
 
+    static {
+        long startID = ThreadLocalRandom.current().nextLong();
+        try {
+            SecureRandom rand = new SecureRandom(SecureRandom.getSeed(20));
+            startID = rand.nextLong();
+        } catch (Throwable ignore) {
+        }
+        INVOKE_ID = new AtomicLong(startID);
+    }
+
     private static long newId() {
         // getAndIncrement() When it grows to MAX_VALUE, it will grow to MIN_VALUE, and the negative can be used as ID
         return INVOKE_ID.getAndIncrement();