diff --git a/.github/workflows/nightly-build.yml b/.github/workflows/nightly-build.yml
index 2d1883578eb56f..ef3cf3269053e0 100644
--- a/.github/workflows/nightly-build.yml
+++ b/.github/workflows/nightly-build.yml
@@ -119,7 +119,7 @@ jobs:
           ref: ${{ inputs.commit-id }}
       - uses: graalvm/setup-graalvm@v1
         with:
-          java-version: '17.0.8'
+          java-version: '21'
           distribution: 'graalvm-community'
           github-token: ${{ secrets.GITHUB_TOKEN }}
       - uses: actions/cache@v3
diff --git a/.github/workflows/nightly-ci.yml b/.github/workflows/nightly-ci.yml
index 75a6b7a4e2f5df..ecb8f4921e7032 100644
--- a/.github/workflows/nightly-ci.yml
+++ b/.github/workflows/nightly-ci.yml
@@ -41,7 +41,7 @@ jobs:
       fail-fast: false
       matrix:
         os: [ ubuntu-latest, macos-latest, windows-latest ]
-        java-version: [ 11, 17, 20 ]
+        java-version: [ 11, 21-ea ]
     steps:
       - name: Support Long Paths in Windows
         if: matrix.os == 'windows-latest'
diff --git a/agent/core/pom.xml b/agent/core/pom.xml
index 014a57a65ea3cd..79babf7258f891 100644
--- a/agent/core/pom.xml
+++ b/agent/core/pom.xml
@@ -52,6 +52,7 @@
         <dependency>
             <groupId>net.bytebuddy</groupId>
             <artifactId>byte-buddy</artifactId>
+            <scope>compile</scope>
         </dependency>
         <dependency>
             <groupId>org.yaml</groupId>
diff --git a/agent/pom.xml b/agent/pom.xml
index 7c8129d7bc470b..47cfdac6a0eebe 100644
--- a/agent/pom.xml
+++ b/agent/pom.xml
@@ -33,17 +33,8 @@
         <module>plugins</module>
     </modules>
     
-    <properties>
-        <bytebuddy.version>1.14.4</bytebuddy.version>
-    </properties>
-    
     <dependencyManagement>
         <dependencies>
-            <dependency>
-                <groupId>net.bytebuddy</groupId>
-                <artifactId>byte-buddy</artifactId>
-                <version>${bytebuddy.version}</version>
-            </dependency>
             <dependency>
                 <groupId>org.apache.shardingsphere</groupId>
                 <artifactId>shardingsphere-test-util</artifactId>
diff --git a/docs/document/content/user-manual/shardingsphere-proxy/startup/graalvm-native-image.cn.md b/docs/document/content/user-manual/shardingsphere-proxy/startup/graalvm-native-image.cn.md
index 973e550be69112..ae974436db781d 100644
--- a/docs/document/content/user-manual/shardingsphere-proxy/startup/graalvm-native-image.cn.md
+++ b/docs/document/content/user-manual/shardingsphere-proxy/startup/graalvm-native-image.cn.md
@@ -49,13 +49,13 @@ services:
 
 ## 前提条件
 
-1. 根据 https://www.graalvm.org/downloads/ 要求安装和配置 JDK 17 对应的 `GraalVM Community Edition` 或 `Oracle GraalVM`
+1. 根据 https://www.graalvm.org/downloads/ 要求安装和配置 JDK 21 对应的 `GraalVM Community Edition` 或 `Oracle GraalVM`
    。或者使用 `SDKMAN!`
    。如果你希望使用携带了 [GraalVM Free Terms and Conditions license](https://www.oracle.com/downloads/licenses/graal-free-license.html)
-   的 `Oracle GraalVM`，下面的命令应更改为 `sdk install java 17.0.8-graal`。
+   的 `Oracle GraalVM`，下面的命令应更改为 `sdk install java 21-graal`。
 
 ```shell
-sdk install java 17.0.8-graalce
+sdk install java 21-graalce
 ```
 
 2. 根据 https://www.graalvm.org/latest/reference-manual/native-image/#prerequisites 的要求安装本地工具链。
diff --git a/docs/document/content/user-manual/shardingsphere-proxy/startup/graalvm-native-image.en.md b/docs/document/content/user-manual/shardingsphere-proxy/startup/graalvm-native-image.en.md
index 993d9dcd482639..2ca48ace964a01 100644
--- a/docs/document/content/user-manual/shardingsphere-proxy/startup/graalvm-native-image.en.md
+++ b/docs/document/content/user-manual/shardingsphere-proxy/startup/graalvm-native-image.en.md
@@ -56,13 +56,13 @@ services:
 
 ## Premise
 
-1. Install and configure `GraalVM Community Edition` or `Oracle GraalVM` for JDK 17 according
+1. Install and configure `GraalVM Community Edition` or `Oracle GraalVM` for JDK 21 according
    to https://www.graalvm.org/downloads/. Or use `SDKMAN!`. If you wish to use `Oracle GraalVM`
    with [GraalVM Free Terms and Conditions license](https://www.oracle.com/downloads/licenses/graal-free-license.html),
-   the following command should be changed to `sdk install java 17.0.8-graal`.
+   the following command should be changed to `sdk install java 21-graal`.
 
 ```shell
-sdk install java 17.0.8-graalce
+sdk install java 21-graalce
 ```
 
 2. Install the local toolchain as required by https://www.graalvm.org/latest/reference-manual/native-image/#prerequisites.
diff --git a/pom.xml b/pom.xml
index aa743a7b073de9..11f74a1cc90af9 100644
--- a/pom.xml
+++ b/pom.xml
@@ -72,6 +72,7 @@
         <transmittable-thread-local.version>2.14.2</transmittable-thread-local.version>
         
         <antlr4.version>4.10.1</antlr4.version>
+        <bytebuddy.version>1.14.8</bytebuddy.version>
         <snakeyaml.version>1.33</snakeyaml.version>
         <gson.version>2.9.1</gson.version>
         <jackson.version>2.14.0</jackson.version>
@@ -102,7 +103,7 @@
         <slf4j.version>1.7.36</slf4j.version>
         <logback.version>1.2.11</logback.version>
         
-        <lombok.version>1.18.20</lombok.version>
+        <lombok.version>1.18.30</lombok.version>
         
         <postgresql.version>42.4.1</postgresql.version>
         <opengauss.version>3.1.0-og</opengauss.version>
@@ -128,15 +129,15 @@
         <dockerfile-maven.version>1.4.13</dockerfile-maven.version>
         <docker-compose-maven-plugin.version>4.0.0</docker-compose-maven-plugin.version>
         <os-maven-plugin.version>1.6.2</os-maven-plugin.version>
-        <native-maven-plugin.version>0.9.24</native-maven-plugin.version>
+        <native-maven-plugin.version>0.9.27</native-maven-plugin.version>
         
         <!-- Compile plugin versions -->
         <maven-enforcer-plugin.version>3.2.1</maven-enforcer-plugin.version>
         <maven-compiler-plugin.version>3.11.0</maven-compiler-plugin.version>
         <maven-resources-plugin.version>3.3.1</maven-resources-plugin.version>
-        <maven-surefire-plugin.version>3.0.0</maven-surefire-plugin.version>
+        <maven-surefire-plugin.version>3.1.2</maven-surefire-plugin.version>
         <maven-jar-plugin.version>3.3.0</maven-jar-plugin.version>
-        <jandex-maven-plugin.version>3.0.5</jandex-maven-plugin.version>
+        <jandex-maven-plugin.version>3.1.3</jandex-maven-plugin.version>
         <build-helper-maven-plugin.version>3.3.0</build-helper-maven-plugin.version>
         <maven-dependency-plugin.version>3.5.0</maven-dependency-plugin.version>
         <exec-maven-plugin.version>3.1.0</exec-maven-plugin.version>
@@ -570,11 +571,33 @@
                 <version>${hamcrest.version}</version>
                 <scope>test</scope>
             </dependency>
+            <dependency>
+                <groupId>net.bytebuddy</groupId>
+                <artifactId>byte-buddy</artifactId>
+                <version>${bytebuddy.version}</version>
+                <scope>test</scope>
+            </dependency>
+            <dependency>
+                <groupId>net.bytebuddy</groupId>
+                <artifactId>byte-buddy-agent</artifactId>
+                <version>${bytebuddy.version}</version>
+                <scope>test</scope>
+            </dependency>
             <dependency>
                 <groupId>org.mockito</groupId>
                 <artifactId>mockito-core</artifactId>
                 <version>${mockito.version}</version>
                 <scope>test</scope>
+                <exclusions>
+                    <exclusion>
+                        <groupId>net.bytebuddy</groupId>
+                        <artifactId>byte-buddy</artifactId>
+                    </exclusion>
+                    <exclusion>
+                        <groupId>net.bytebuddy</groupId>
+                        <artifactId>byte-buddy-agent</artifactId>
+                    </exclusion>
+                </exclusions>
             </dependency>
             <dependency>
                 <groupId>org.mockito</groupId>
@@ -671,6 +694,14 @@
             <groupId>org.hamcrest</groupId>
             <artifactId>hamcrest</artifactId>
         </dependency>
+        <dependency>
+            <groupId>net.bytebuddy</groupId>
+            <artifactId>byte-buddy</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>net.bytebuddy</groupId>
+            <artifactId>byte-buddy-agent</artifactId>
+        </dependency>
         <dependency>
             <groupId>org.mockito</groupId>
             <artifactId>mockito-core</artifactId>
@@ -1235,7 +1266,6 @@
                             <excludes>
                                 <exclude>org.apache.shardingsphere.agent.core.**</exclude>
                             </excludes>
-                            <argLine>--add-opens java.base/java.lang=ALL-UNNAMED --add-opens java.base/java.lang.reflect=ALL-UNNAMED</argLine>
                         </configuration>
                     </plugin>
                     <plugin>