diff --git a/backends-clickhouse/pom.xml b/backends-clickhouse/pom.xml
index dd3a495d6bf1..fd340f98ac9b 100644
--- a/backends-clickhouse/pom.xml
+++ b/backends-clickhouse/pom.xml
@@ -207,11 +207,10 @@
         <artifactId>maven-assembly-plugin</artifactId>
         <version>3.3.0</version>
         <configuration>
-          <finalName>${jar.assembly.name.prefix}-${project.version}-spark-${sparkbundle.version}
-          </finalName>
-          <descriptors>
-            <descriptor>src/main/resources/gluten-source-exclude-sparkshims.xml</descriptor>
-          </descriptors>
+          <finalName>${jar.assembly.name.prefix}-${project.version}-spark-${sparkbundle.version}</finalName>
+          <descriptorRefs>
+            <descriptorRef>jar-with-dependencies</descriptorRef>
+          </descriptorRefs>
         </configuration>
         <executions>
           <execution>
diff --git a/backends-clickhouse/src/main/resources/gluten-source-exclude-sparkshims.xml b/backends-clickhouse/src/main/resources/gluten-source-exclude-sparkshims.xml
deleted file mode 100644
index 05f1356b546a..000000000000
--- a/backends-clickhouse/src/main/resources/gluten-source-exclude-sparkshims.xml
+++ /dev/null
@@ -1,26 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<assembly xmlns="http://maven.apache.org/ASSEMBLY/2.2.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
-          xsi:schemaLocation="http://maven.apache.org/ASSEMBLY/2.2.0 https://maven.apache.org/xsd/assembly-2.2.0.xsd">
-
-    <id>jar-with-dependencies-exclude-sparkshims</id>
-    <formats>
-        <format>jar</format>
-    </formats>
-    <includeBaseDirectory>false</includeBaseDirectory>
-    <dependencySets>
-        <dependencySet>
-            <outputDirectory>/</outputDirectory>
-            <unpack>true</unpack>
-            <scope>runtime</scope>
-            <excludes>
-                <exclude>io.glutenproject:${sparkshim.artifactId}</exclude>
-            </excludes>
-        </dependencySet>
-    </dependencySets>
-    <fileSets>
-        <fileSet>
-            <outputDirectory>/</outputDirectory>
-            <directory>${project.build.outputDirectory}</directory>
-        </fileSet>
-    </fileSets>
-</assembly>
\ No newline at end of file
diff --git a/ep/build-clickhouse/src/package.sh b/ep/build-clickhouse/src/package.sh
index 8577d2c8f5a0..0049a5f14439 100755
--- a/ep/build-clickhouse/src/package.sh
+++ b/ep/build-clickhouse/src/package.sh
@@ -60,9 +60,8 @@ mkdir -p "${GLUTEN_SOURCE}"/dist/"${PACKAGE_NAME}"
 mkdir "${GLUTEN_SOURCE}"/dist/"${PACKAGE_NAME}"/bin
 mkdir "${GLUTEN_SOURCE}"/dist/"${PACKAGE_NAME}"/conf
 mkdir "${GLUTEN_SOURCE}"/dist/"${PACKAGE_NAME}"/jars
-mkdir "${GLUTEN_SOURCE}"/dist/"${PACKAGE_NAME}"/extraJars
-mkdir "${GLUTEN_SOURCE}"/dist/"${PACKAGE_NAME}"/extraJars/spark32
-mkdir "${GLUTEN_SOURCE}"/dist/"${PACKAGE_NAME}"/extraJars/spark33
+mkdir "${GLUTEN_SOURCE}"/dist/"${PACKAGE_NAME}"/jars/spark32
+mkdir "${GLUTEN_SOURCE}"/dist/"${PACKAGE_NAME}"/jars/spark33
 mkdir "${GLUTEN_SOURCE}"/dist/"${PACKAGE_NAME}"/libs
 mkdir "${GLUTEN_SOURCE}"/dist/"${PACKAGE_NAME}"/logs
 
@@ -78,37 +77,39 @@ mkdir "${GLUTEN_SOURCE}"/dist/"${PACKAGE_NAME}"/logs
 cp "${GLUTEN_SOURCE}"/LICENSE "${GLUTEN_SOURCE}"/dist/"${PACKAGE_NAME}"
 cp "${GLUTEN_SOURCE}"/README.md "${GLUTEN_SOURCE}"/dist/"${PACKAGE_NAME}"
 
-# build gluten jar
-cd "${GLUTEN_SOURCE}"
-mvn clean package -Pbackends-clickhouse -Pspark-3.2 -Prss -DskipTests -Dcheckstyle.skip
-mvn clean package -Pspark-3.3 -am -pl shims/spark33 -DskipTests -Dcheckstyle.skip
+# build gluten with spark32
+mvn clean install -Pbackends-clickhouse -Pspark-3.2 -Prss -DskipTests -Dcheckstyle.skip
+cp "${GLUTEN_SOURCE}"/backends-clickhouse/target/gluten-*-spark-3.2-jar-with-dependencies.jar "${PACKAGE_DIR_PATH}"/jars/spark32/gluten.jar
+cp "${GLUTEN_SOURCE}"/gluten-celeborn/clickhouse/target/gluten-celeborn-clickhouse-${PROJECT_VERSION}-jar-with-dependencies.jar "${PACKAGE_DIR_PATH}"/jars/spark32
+delta_version_32=$(mvn -q -Dexec.executable="echo" -Dexec.args='${delta.version}' -Pspark-3.2 --non-recursive exec:exec)
+wget https://repo1.maven.org/maven2/io/delta/delta-core_2.12/${delta_version_32}/delta-core_2.12-${delta_version_32}.jar -P "${PACKAGE_DIR_PATH}"/jars/spark32
+wget https://repo1.maven.org/maven2/io/delta/delta-storage/${delta_version_32}/delta-storage-${delta_version_32}.jar -P "${PACKAGE_DIR_PATH}"/jars/spark32
+
+# build gluten with spark33
+mvn clean install -Pbackends-clickhouse -Pspark-3.3 -Prss -DskipTests -Dcheckstyle.skip
+cp "${GLUTEN_SOURCE}"/backends-clickhouse/target/gluten-*-spark-3.3-jar-with-dependencies.jar "${PACKAGE_DIR_PATH}"/jars/spark33/gluten.jar
+cp "${GLUTEN_SOURCE}"/gluten-celeborn/clickhouse/target/gluten-celeborn-clickhouse-${PROJECT_VERSION}-jar-with-dependencies.jar "${PACKAGE_DIR_PATH}"/jars/spark33
+delta_version_33=$(mvn -q -Dexec.executable="echo" -Dexec.args='${delta.version}' -Pspark-3.3 --non-recursive exec:exec)
+wget https://repo1.maven.org/maven2/io/delta/delta-core_2.12/${delta_version_33}/delta-core_2.12-${delta_version_33}.jar -P "${PACKAGE_DIR_PATH}"/jars/spark33
+wget https://repo1.maven.org/maven2/io/delta/delta-storage/${delta_version_33}/delta-storage-${delta_version_33}.jar -P "${PACKAGE_DIR_PATH}"/jars/spark33
+
+# download common 3rd party jars
+protobuf_version=$(mvn -q -Dexec.executable="echo" -Dexec.args='${protobuf.version}' --non-recursive exec:exec)
+wget https://repo1.maven.org/maven2/com/google/protobuf/protobuf-java/${protobuf_version}/protobuf-java-${protobuf_version}.jar -P "${PACKAGE_DIR_PATH}"/jars/spark32
+cp "${PACKAGE_DIR_PATH}"/jars/spark32/protobuf-java-${protobuf_version}.jar "${PACKAGE_DIR_PATH}"/jars/spark33
+
+celeborn_version=$(mvn -q -Dexec.executable="echo" -Dexec.args='${celeborn.version}' --non-recursive exec:exec)
+wget https://repo1.maven.org/maven2/org/apache/celeborn/celeborn-client-spark-3-shaded_2.12/${celeborn_version}/celeborn-client-spark-3-shaded_2.12-${celeborn_version}.jar -P "${PACKAGE_DIR_PATH}"/jars/spark32
+cp "${PACKAGE_DIR_PATH}"/jars/spark32/celeborn-client-spark-3-shaded_2.12-${celeborn_version}.jar "${PACKAGE_DIR_PATH}"/jars/spark33
 
 # build libch.so
 bash "${GLUTEN_SOURCE}"/ep/build-clickhouse/src/build_clickhouse.sh
-
-# copy gluten jar and libch.so
-cp "${GLUTEN_SOURCE}"/backends-clickhouse/target/gluten-*-jar-with-dependencies-exclude-sparkshims.jar "${PACKAGE_DIR_PATH}"/jars/gluten.jar
-cp "${GLUTEN_SOURCE}"/gluten-celeborn/clickhouse/target/gluten-celeborn-clickhouse-${PROJECT_VERSION}-jar-with-dependencies.jar "${PACKAGE_DIR_PATH}"/jars
 cp "$GLUTEN_SOURCE"/cpp-ch/build/utils/extern-local-engine/libch.so "${PACKAGE_DIR_PATH}"/libs/libch.so
-cp "${GLUTEN_SOURCE}"/shims/spark32/target/spark-*-${PROJECT_VERSION}.jar "${PACKAGE_DIR_PATH}"/extraJars/spark32/gluten-spark32-shims.jar
-cp "${GLUTEN_SOURCE}"/shims/spark33/target/spark-*-${PROJECT_VERSION}.jar "${PACKAGE_DIR_PATH}"/extraJars/spark33/gluten-spark33-shims.jar
 
 # copy bin and conf
 cp "${GLUTEN_SOURCE}"/ep/build-clickhouse/src/resources/bin/* "${GLUTEN_SOURCE}"/dist/"${PACKAGE_NAME}"/bin
 cp "${GLUTEN_SOURCE}"/ep/build-clickhouse/src/resources/conf/* "${GLUTEN_SOURCE}"/dist/"${PACKAGE_NAME}"/conf
 
-# download 3rd party jars
-protobuf_version=$(mvn -q -Dexec.executable="echo" -Dexec.args='${protobuf.version}' --non-recursive exec:exec)
-wget https://repo1.maven.org/maven2/com/google/protobuf/protobuf-java/${protobuf_version}/protobuf-java-${protobuf_version}.jar -P "${PACKAGE_DIR_PATH}"/jars
-celeborn_version=$(mvn -q -Dexec.executable="echo" -Dexec.args='${celeborn.version}' --non-recursive exec:exec)
-wget https://repo1.maven.org/maven2/org/apache/celeborn/celeborn-client-spark-3-shaded_2.12/${celeborn_version}/celeborn-client-spark-3-shaded_2.12-${celeborn_version}.jar -P "${PACKAGE_DIR_PATH}"/jars
-delta_version_32=$(mvn -q -Dexec.executable="echo" -Dexec.args='${delta.version}' -Pspark-3.2 --non-recursive exec:exec)
-wget https://repo1.maven.org/maven2/io/delta/delta-core_2.12/${delta_version_32}/delta-core_2.12-${delta_version_32}.jar -P "${PACKAGE_DIR_PATH}"/extraJars/spark32
-wget https://repo1.maven.org/maven2/io/delta/delta-storage/${delta_version_32}/delta-storage-${delta_version_32}.jar -P "${PACKAGE_DIR_PATH}"/extraJars/spark32
-delta_version_33=$(mvn -q -Dexec.executable="echo" -Dexec.args='${delta.version}' -Pspark-3.3 --non-recursive exec:exec)
-wget https://repo1.maven.org/maven2/io/delta/delta-core_2.12/${delta_version_33}/delta-core_2.12-${delta_version_33}.jar -P "${GLUTEN_SOURCE}"/dist/"${PACKAGE_NAME}"/extraJars/spark33
-wget https://repo1.maven.org/maven2/io/delta/delta-storage/${delta_version_33}/delta-storage-${delta_version_33}.jar -P "${GLUTEN_SOURCE}"/dist/"${PACKAGE_NAME}"/extraJars/spark33
-
 # build tar.gz
 cd "${GLUTEN_SOURCE}"/dist
 tar -czf "${PACKAGE_NAME}".tar.gz "${PACKAGE_NAME}"
diff --git a/ep/build-clickhouse/src/resources/bin/gluten.sh b/ep/build-clickhouse/src/resources/bin/gluten.sh
index f30cab40a894..f45d21b69306 100755
--- a/ep/build-clickhouse/src/resources/bin/gluten.sh
+++ b/ep/build-clickhouse/src/resources/bin/gluten.sh
@@ -35,18 +35,16 @@ function start() {
   DRIVER_OPTIONS=${DRIVER_OPTIONS:-"-Dlog4j.configuration=file:${GLUTEN_HOME}/conf/log4j.properties"}
   DRIVER_OPTIONS="${DRIVER_OPTIONS} $(cat ${GLUTEN_HOME}/conf/gluten.properties | grep "^spark.driver.extraJavaOptions" | cut -d "=" -f 2)"
 
-  GLUTEN_JARS=${GLUTEN_HOME}/jars/*
-  echo "GLUTEN_JARS: ${GLUTEN_JARS} will be loaded."
-
+  GLUTEN_JARS=
   if [ "${SPARK_MAJOR_MINOR_VERSION}" == "3.2" ]; then
-      EXTRA_JARS=${GLUTEN_HOME}/extraJars/spark33/*
+      GLUTEN_JARS=${GLUTEN_HOME}/jars/spark32/*
   elif [ "${SPARK_MAJOR_MINOR_VERSION}" == "3.3" ]; then
-      EXTRA_JARS=${GLUTEN_HOME}/extraJars/spark33/*
+      GLUTEN_JARS=${GLUTEN_HOME}/jars/spark33/*
   else
       echo "Unsupported spark version: ${SPARK_MAJOR_MINOR_VERSION}"
       exit 1
   fi
-  echo "EXTRA_JARS: ${EXTRA_JARS} will be loaded."
+  echo "GLUTEN_JARS: ${GLUTEN_JARS} will be loaded."
 
   export LD_PRELOAD=${GLUTEN_HOME}/libs/libch.so
   export SPARK_LOG_DIR=${GLUTEN_HOME}/logs
@@ -54,8 +52,8 @@ function start() {
   rm -f ${GLUTEN_HOME}/logs/spark-*.out*
   nohup ${SPARK_HOME}/sbin/start-thriftserver.sh \
     --properties-file ${GLUTEN_HOME}/conf/spark-default.conf \
-    --conf spark.driver.extraClassPath=${GLUTEN_JARS}:${EXTRA_JARS} \
-    --conf spark.executor.extraClassPath=${GLUTEN_JARS}:${EXTRA_JARS} \
+    --conf spark.driver.extraClassPath=${GLUTEN_JARS} \
+    --conf spark.executor.extraClassPath=${GLUTEN_JARS} \
     --conf spark.driver.extraJavaOptions=${DRIVER_OPTIONS} \
     --conf spark.gluten.sql.columnar.libpath=${GLUTEN_HOME}/libs/libch.so \
     --verbose \