diff --git a/ep/build-velox/src/build_velox.sh b/ep/build-velox/src/build_velox.sh
index f767b2ddab8ac..c27a863378003 100755
--- a/ep/build-velox/src/build_velox.sh
+++ b/ep/build-velox/src/build_velox.sh
@@ -282,6 +282,10 @@ function compile_arrow_java_module() {
     ARROW_INSTALL_DIR="${ARROW_HOME}/../../install"
 
     pushd $ARROW_HOME/java
+
+    mvn clean install -pl maven/module-info-compiler-maven-plugin -am \
+          -Dmaven.test.skip -Drat.skip -Dmaven.gitcommitid.skip -Dcheckstyle.skip
+
     # Arrow C Data Interface CPP libraries
     mvn generate-resources -P generate-libs-cdata-all-os -Darrow.c.jni.dist.dir=$ARROW_INSTALL_DIR \
       -Dmaven.test.skip -Drat.skip -Dmaven.gitcommitid.skip -Dcheckstyle.skip -N
@@ -292,11 +296,11 @@ function compile_arrow_java_module() {
       -DARROW_GANDIVA=OFF -DARROW_JAVA_JNI_ENABLE_GANDIVA=OFF -DARROW_ORC=OFF -DARROW_JAVA_JNI_ENABLE_ORC=OFF \
 	    -Dmaven.test.skip -Drat.skip -Dmaven.gitcommitid.skip -Dcheckstyle.skip -N
 
-    # Arrow Java libraries, only arrow-dataset module version is 15.0.0-gluten, cannot use mvn version set
-    # because arrow-bom needs many dependency, it will take a very long time to build the dependency
-    mvn clean install  -Parrow-jni -P arrow-c-data -pl maven/module-info-compiler-maven-plugin,c,dataset -am \
+    # Arrow Java libraries, only arrow-dataset module version is 15.0.0-gluten, cannot use mvn version:set
+    # because arrow-bom needs many dependencies, it will take a very long time to build the dependency
+    mvn clean install  -Parrow-jni -P arrow-c-data -pl dataset,c -am \
       -Darrow.c.jni.dist.dir=$ARROW_INSTALL_DIR/lib -Darrow.dataset.jni.dist.dir=$ARROW_INSTALL_DIR/lib -Darrow.cpp.build.dir=$ARROW_INSTALL_DIR/lib \
-      -DskipTests -Drat.skip -Dmaven.gitcommitid.skip -Dcheckstyle.skip
+      -Dmaven.test.skip -Drat.skip -Dmaven.gitcommitid.skip -Dcheckstyle.skip
     popd
 }