diff --git a/fe/be-java-extensions/hudi-scanner/src/main/resources/package.xml b/fe/be-java-extensions/hudi-scanner/src/main/resources/package.xml
index 206b7d3a7ca6d0..4bbb2610603363 100644
--- a/fe/be-java-extensions/hudi-scanner/src/main/resources/package.xml
+++ b/fe/be-java-extensions/hudi-scanner/src/main/resources/package.xml
@@ -25,13 +25,17 @@ under the License.
         <format>jar</format>
     </formats>
     <includeBaseDirectory>false</includeBaseDirectory>
-    <fileSets>
-        <fileSet>
-            <directory>${project.build.outputDirectory}</directory>
+    <dependencySets>
+        <dependencySet>
             <outputDirectory>/</outputDirectory>
-            <includes>
-                <include>**/*.class</include>
-            </includes>
-        </fileSet>
-    </fileSets>
+            <useProjectArtifact>true</useProjectArtifact>
+            <unpack>true</unpack>
+            <scope>runtime</scope>
+            <unpackOptions>
+                <excludes>
+                    <exclude>**/Log4j2Plugins.dat</exclude>
+                </excludes>
+            </unpackOptions>
+        </dependencySet>
+    </dependencySets>
 </assembly>
diff --git a/fe/be-java-extensions/java-common/src/main/resources/package.xml b/fe/be-java-extensions/java-common/src/main/resources/package.xml
index 206b7d3a7ca6d0..4bbb2610603363 100644
--- a/fe/be-java-extensions/java-common/src/main/resources/package.xml
+++ b/fe/be-java-extensions/java-common/src/main/resources/package.xml
@@ -25,13 +25,17 @@ under the License.
         <format>jar</format>
     </formats>
     <includeBaseDirectory>false</includeBaseDirectory>
-    <fileSets>
-        <fileSet>
-            <directory>${project.build.outputDirectory}</directory>
+    <dependencySets>
+        <dependencySet>
             <outputDirectory>/</outputDirectory>
-            <includes>
-                <include>**/*.class</include>
-            </includes>
-        </fileSet>
-    </fileSets>
+            <useProjectArtifact>true</useProjectArtifact>
+            <unpack>true</unpack>
+            <scope>runtime</scope>
+            <unpackOptions>
+                <excludes>
+                    <exclude>**/Log4j2Plugins.dat</exclude>
+                </excludes>
+            </unpackOptions>
+        </dependencySet>
+    </dependencySets>
 </assembly>
diff --git a/fe/be-java-extensions/jdbc-scanner/src/main/resources/package.xml b/fe/be-java-extensions/jdbc-scanner/src/main/resources/package.xml
index 206b7d3a7ca6d0..4bbb2610603363 100644
--- a/fe/be-java-extensions/jdbc-scanner/src/main/resources/package.xml
+++ b/fe/be-java-extensions/jdbc-scanner/src/main/resources/package.xml
@@ -25,13 +25,17 @@ under the License.
         <format>jar</format>
     </formats>
     <includeBaseDirectory>false</includeBaseDirectory>
-    <fileSets>
-        <fileSet>
-            <directory>${project.build.outputDirectory}</directory>
+    <dependencySets>
+        <dependencySet>
             <outputDirectory>/</outputDirectory>
-            <includes>
-                <include>**/*.class</include>
-            </includes>
-        </fileSet>
-    </fileSets>
+            <useProjectArtifact>true</useProjectArtifact>
+            <unpack>true</unpack>
+            <scope>runtime</scope>
+            <unpackOptions>
+                <excludes>
+                    <exclude>**/Log4j2Plugins.dat</exclude>
+                </excludes>
+            </unpackOptions>
+        </dependencySet>
+    </dependencySets>
 </assembly>
diff --git a/fe/be-java-extensions/max-compute-scanner/src/main/resources/package.xml b/fe/be-java-extensions/max-compute-scanner/src/main/resources/package.xml
index 206b7d3a7ca6d0..4bbb2610603363 100644
--- a/fe/be-java-extensions/max-compute-scanner/src/main/resources/package.xml
+++ b/fe/be-java-extensions/max-compute-scanner/src/main/resources/package.xml
@@ -25,13 +25,17 @@ under the License.
         <format>jar</format>
     </formats>
     <includeBaseDirectory>false</includeBaseDirectory>
-    <fileSets>
-        <fileSet>
-            <directory>${project.build.outputDirectory}</directory>
+    <dependencySets>
+        <dependencySet>
             <outputDirectory>/</outputDirectory>
-            <includes>
-                <include>**/*.class</include>
-            </includes>
-        </fileSet>
-    </fileSets>
+            <useProjectArtifact>true</useProjectArtifact>
+            <unpack>true</unpack>
+            <scope>runtime</scope>
+            <unpackOptions>
+                <excludes>
+                    <exclude>**/Log4j2Plugins.dat</exclude>
+                </excludes>
+            </unpackOptions>
+        </dependencySet>
+    </dependencySets>
 </assembly>
diff --git a/fe/be-java-extensions/paimon-scanner/src/main/resources/package.xml b/fe/be-java-extensions/paimon-scanner/src/main/resources/package.xml
index 206b7d3a7ca6d0..4bbb2610603363 100644
--- a/fe/be-java-extensions/paimon-scanner/src/main/resources/package.xml
+++ b/fe/be-java-extensions/paimon-scanner/src/main/resources/package.xml
@@ -25,13 +25,17 @@ under the License.
         <format>jar</format>
     </formats>
     <includeBaseDirectory>false</includeBaseDirectory>
-    <fileSets>
-        <fileSet>
-            <directory>${project.build.outputDirectory}</directory>
+    <dependencySets>
+        <dependencySet>
             <outputDirectory>/</outputDirectory>
-            <includes>
-                <include>**/*.class</include>
-            </includes>
-        </fileSet>
-    </fileSets>
+            <useProjectArtifact>true</useProjectArtifact>
+            <unpack>true</unpack>
+            <scope>runtime</scope>
+            <unpackOptions>
+                <excludes>
+                    <exclude>**/Log4j2Plugins.dat</exclude>
+                </excludes>
+            </unpackOptions>
+        </dependencySet>
+    </dependencySets>
 </assembly>
diff --git a/fe/be-java-extensions/preload-extensions/src/main/resources/package-deps.xml b/fe/be-java-extensions/preload-extensions/src/main/resources/package-deps.xml
index 3ace22a7870027..1fe322c0bf3a66 100644
--- a/fe/be-java-extensions/preload-extensions/src/main/resources/package-deps.xml
+++ b/fe/be-java-extensions/preload-extensions/src/main/resources/package-deps.xml
@@ -31,6 +31,11 @@ under the License.
             <useProjectArtifact>false</useProjectArtifact>
             <unpack>true</unpack>
             <scope>runtime</scope>
+            <unpackOptions>
+                <excludes>
+                    <exclude>**/Log4j2Plugins.dat</exclude>
+                </excludes>
+            </unpackOptions>
         </dependencySet>
     </dependencySets>
 </assembly>
diff --git a/fe/be-java-extensions/trino-connector-scanner/src/main/resources/package.xml b/fe/be-java-extensions/trino-connector-scanner/src/main/resources/package.xml
index 98fb269a547f8f..c4f838e54d1b7c 100644
--- a/fe/be-java-extensions/trino-connector-scanner/src/main/resources/package.xml
+++ b/fe/be-java-extensions/trino-connector-scanner/src/main/resources/package.xml
@@ -23,20 +23,11 @@ under the License.
         <format>jar</format>
     </formats>
     <includeBaseDirectory>false</includeBaseDirectory>
-    <fileSets>
-        <fileSet>
-            <directory>${project.build.outputDirectory}</directory>
-            <outputDirectory>/</outputDirectory>
-            <includes>
-                <include>**/*.class</include>
-            </includes>
-        </fileSet>
-    </fileSets>
-    <!--dependencySets>
+    <dependencySets>
         <dependencySet>
             <outputDirectory>/</outputDirectory>
             <useProjectArtifact>true</useProjectArtifact>
-            <unpack>false</unpack>
+            <unpack>true</unpack>
             <scope>runtime</scope>
             <unpackOptions>
                 <excludes>
@@ -44,5 +35,5 @@ under the License.
                 </excludes>
             </unpackOptions>
         </dependencySet>
-    </dependencySets-->
-</assembly>
+    </dependencySets>
+</assembly>
\ No newline at end of file