diff --git a/dev/package-vcpkg.sh b/dev/package-vcpkg.sh
index 4a248b556726..c76b8be8d7d1 100755
--- a/dev/package-vcpkg.sh
+++ b/dev/package-vcpkg.sh
@@ -6,8 +6,14 @@ CURRENT_DIR=$(cd "$(dirname "$BASH_SOURCE")"; pwd)
 GLUTEN_DIR="$CURRENT_DIR/.."
 
 cd "$GLUTEN_DIR"
-source /opt/rh/devtoolset-9/enable
-source /opt/gluten/dev/vcpkg/env.sh
+if [ "$LINUX_OS" == "centos" ]; then
+  if [ "$VERSION" == "8" ]; then
+    source /opt/rh/gcc-toolset-9/enable
+  elif [ "$VERSION" == "7" ]; then
+    source /opt/rh/devtoolset-9/enable
+  fi
+fi
+source ./dev/vcpkg/env.sh
 ./dev/buildbundle-veloxbe.sh --build_tests=ON --build_benchmarks=ON --enable_s3=ON  --enable_hdfs=ON
 mvn clean package -Pbackends-velox -Pceleborn -Puniffle -Pspark-3.2 -DskipTests
 mvn clean package -Pbackends-velox -Pceleborn -Puniffle -Pspark-3.3 -DskipTests