diff --git a/dubbo-dependencies-bom/pom.xml b/dubbo-dependencies-bom/pom.xml
index b13e6bcf0c..944a2ead34 100644
--- a/dubbo-dependencies-bom/pom.xml
+++ b/dubbo-dependencies-bom/pom.xml
@@ -203,7 +203,7 @@
         <portlet_version>2.0</portlet_version>
         <maven_flatten_version>1.5.0</maven_flatten_version>
         <commons_compress_version>1.23.0</commons_compress_version>
-        <spotless-maven-plugin.version>2.39.0</spotless-maven-plugin.version>
+        <spotless-maven-plugin.version>2.40.0</spotless-maven-plugin.version>
         <spotless.action>check</spotless.action>
         <dubbo-shared-resources.version>1.0.0</dubbo-shared-resources.version>
         <revision>3.3.0-beta.2-SNAPSHOT</revision>
diff --git a/dubbo-dependencies/dubbo-dependencies-zookeeper-curator5/pom.xml b/dubbo-dependencies/dubbo-dependencies-zookeeper-curator5/pom.xml
index 6ac8218ed7..26a1f14b99 100644
--- a/dubbo-dependencies/dubbo-dependencies-zookeeper-curator5/pom.xml
+++ b/dubbo-dependencies/dubbo-dependencies-zookeeper-curator5/pom.xml
@@ -37,7 +37,7 @@
         <slf4j_version>1.7.36</slf4j_version>
         <curator5_version>5.1.0</curator5_version>
         <zookeeper_version>3.8.1</zookeeper_version>
-        <spotless-maven-plugin.version>2.39.0</spotless-maven-plugin.version>
+        <spotless-maven-plugin.version>2.40.0</spotless-maven-plugin.version>
         <spotless.action>check</spotless.action>
         <dubbo-shared-resources.version>1.0.0</dubbo-shared-resources.version>
     </properties>
diff --git a/dubbo-dependencies/dubbo-dependencies-zookeeper/pom.xml b/dubbo-dependencies/dubbo-dependencies-zookeeper/pom.xml
index 9f15085d0d..0098240f2a 100644
--- a/dubbo-dependencies/dubbo-dependencies-zookeeper/pom.xml
+++ b/dubbo-dependencies/dubbo-dependencies-zookeeper/pom.xml
@@ -37,7 +37,7 @@
         <slf4j_version>1.7.36</slf4j_version>
         <curator_version>4.3.0</curator_version>
         <zookeeper_version>3.4.14</zookeeper_version>
-        <spotless-maven-plugin.version>2.39.0</spotless-maven-plugin.version>
+        <spotless-maven-plugin.version>2.40.0</spotless-maven-plugin.version>
         <spotless.action>check</spotless.action>
         <dubbo-shared-resources.version>1.0.0</dubbo-shared-resources.version>
     </properties>
diff --git a/dubbo-dependencies/pom.xml b/dubbo-dependencies/pom.xml
index 80ac682e25..9aee5b19e7 100644
--- a/dubbo-dependencies/pom.xml
+++ b/dubbo-dependencies/pom.xml
@@ -32,7 +32,7 @@
     </modules>
 
     <properties>
-        <spotless-maven-plugin.version>2.39.0</spotless-maven-plugin.version>
+        <spotless-maven-plugin.version>2.40.0</spotless-maven-plugin.version>
         <spotless.action>check</spotless.action>
         <dubbo-shared-resources.version>1.0.0</dubbo-shared-resources.version>
     </properties>
diff --git a/dubbo-distribution/pom.xml b/dubbo-distribution/pom.xml
index 2f862e5fc3..2327eb98e3 100644
--- a/dubbo-distribution/pom.xml
+++ b/dubbo-distribution/pom.xml
@@ -29,7 +29,7 @@
     <packaging>pom</packaging>
 
     <properties>
-        <spotless-maven-plugin.version>2.39.0</spotless-maven-plugin.version>
+        <spotless-maven-plugin.version>2.40.0</spotless-maven-plugin.version>
         <spotless.action>check</spotless.action>
         <dubbo-shared-resources.version>1.0.0</dubbo-shared-resources.version>
     </properties>
diff --git a/pom.xml b/pom.xml
index d2cc33d31f..1ef9a2a6c4 100644
--- a/pom.xml
+++ b/pom.xml
@@ -125,7 +125,7 @@
 
         <protobuf-protoc_version>3.22.3</protobuf-protoc_version>
         <grpc_version>1.54.0</grpc_version>
-        <spotless-maven-plugin.version>2.39.0</spotless-maven-plugin.version>
+        <spotless-maven-plugin.version>2.40.0</spotless-maven-plugin.version>
         <spotless.action>check</spotless.action>
         <dubbo-shared-resources.version>1.0.0</dubbo-shared-resources.version>
 
@@ -603,6 +603,40 @@
                         <version>${spotless-maven-plugin.version}</version>
                         <configuration>
                             <java>
+                                <excludes>
+                                    <exclude>src/main/java/org/apache/dubbo/common/threadlocal/InternalThreadLocal.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/common/threadlocal/InternalThreadLocalMap.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/common/timer/HashedWheelTimer.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/common/timer/Timeout.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/common/timer/Timer.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/common/timer/TimerTask.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/common/utils/CIDRUtils.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/common/utils/Utf8Utils.java</exclude>
+                                    <exclude>src/test/java/org/apache/dubbo/config/spring/EmbeddedZooKeeper.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/test/common/utils/TestSocketUtils.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/rpc/protocol/tri/TriHttp2RemoteFlowController.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/common/threadpool/serial/SerializingExecutor.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/maven/plugin/aot/AbstractAotMojo.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/maven/plugin/aot/AbstractDependencyFilterMojo.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/maven/plugin/aot/CommandLineBuilder.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/maven/plugin/aot/DependencyFilter.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/maven/plugin/aot/Exclude.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/maven/plugin/aot/ExcludeFilter.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/maven/plugin/aot/FilterableDependency.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/maven/plugin/aot/Include.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/maven/plugin/aot/IncludeFilter.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/maven/plugin/aot/JavaCompilerPluginConfiguration.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/maven/plugin/aot/JavaExecutable.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/maven/plugin/aot/JavaProcessExecutor.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/maven/plugin/aot/MatchingGroupIdFilter.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/maven/plugin/aot/RunArguments.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/maven/plugin/aot/RunProcess.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/aot/generate/BasicJsonWriter.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/aot/generate/ExecutableMode.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/aot/generate/MemberCategory.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/metrics/aggregate/DubboMergingDigest.java</exclude>
+                                    <exclude>src/main/java/org/apache/dubbo/metrics/aggregate/DubboAbstractTDigest.java</exclude>
+                                </excludes>
                                 <palantirJavaFormat />
                                 <removeUnusedImports />
                                 <importOrder>