diff --git a/.github/workflows/velox_docker.yml b/.github/workflows/velox_docker.yml
index d88866bd9df09..7829208719422 100644
--- a/.github/workflows/velox_docker.yml
+++ b/.github/workflows/velox_docker.yml
@@ -592,7 +592,7 @@ jobs:
           GLUTEN_IT_JVM_ARGS=-Xmx5G sbin/gluten-it.sh queries-compare \
             --local --preset=velox-with-celeborn --benchmark-type=ds --error-on-memleak --off-heap-size=10g -s=1.0 --threads=8 --iterations=1
 
-  Run CPP unit/benchmark test & UDF test:
+  run-CPP-test-UDF-test:
     runs-on: ubuntu-20.04
     container: ghcr.io/facebookincubator/velox-dev:centos8
     steps:
@@ -620,13 +620,13 @@ jobs:
           cd ./cpp/build && ctest -V
       - name: Run CPP benchmark test
         run: |
-          mvn test -Pspark-3.2 -Pbackends-velox -Pceleborn -pl backends-velox -am \
-          -DtagsToInclude="org.apache.gluten.tags.GenerateExample" -Dtest=none \
-          -DfailIfNoTests=false -Dexec.skip
+          mvn test -Pspark-3.5 -Pbackends-velox -pl backends-velox -am \
+          -DtagsToInclude="org.apache.gluten.tags.GenerateExample" -Dtest=none -DfailIfNoTests=false -Dexec.skip
           # This test depends on example.json generated by the above mvn test.
           cd cpp/build/velox/benchmarks && sudo chmod +x ./generic_benchmark
           ./generic_benchmark --run-example --with-shuffle --threads 1 --iterations 1
       - name: Run UDF test
+        run: |
           # Depends on --build_example=ON.
           $MVN_CMD test -Pspark-3.2 -Pbackends-velox -Piceberg -Pdelta -DtagsToExclude=None \
           -DtagsToInclude=org.apache.gluten.tags.UDFTest
diff --git a/dev/ci-velox-buildshared-centos-8.sh b/dev/ci-velox-buildshared-centos-8.sh
index e77deaf899fd5..7b676863ddc82 100755
--- a/dev/ci-velox-buildshared-centos-8.sh
+++ b/dev/ci-velox-buildshared-centos-8.sh
@@ -9,7 +9,7 @@ yum install sudo patch java-1.8.0-openjdk-devel wget -y
 # Required by building arrow java.
 wget https://downloads.apache.org/maven/maven-3/3.8.8/binaries/apache-maven-3.8.8-bin.tar.gz
 tar -xvf apache-maven-3.8.8-bin.tar.gz && mv apache-maven-3.8.8 /usr/lib/maven
-export PATH="${PATH}:/usr/lib/maven/bin"
+echo "PATH=${PATH}:/usr/lib/maven/bin" >> $GITHUB_ENV
 
 source /opt/rh/gcc-toolset-9/enable
 ./dev/builddeps-veloxbe.sh --run_setup_script=OFF --enable_ep_cache=OFF --build_tests=ON \