diff --git a/.github/workflows/velox_be.yml b/.github/workflows/velox_be.yml
index c12596f047efe..5ee6b7ea1e956 100644
--- a/.github/workflows/velox_be.yml
+++ b/.github/workflows/velox_be.yml
@@ -51,29 +51,29 @@ jobs:
       - name: Setup docker container
         run: |
           docker run --rm --init --privileged --ulimit nofile=65536:65536 --ulimit core=-1 --security-opt seccomp=unconfined \
-          -v $PWD:/opt/gluten_gha --name centos7-test-$GITHUB_RUN_ID -e NUM_THREADS=30 -detach 10.0.2.4:5000/gluten-dev-dec/centos:7 \
-          bash -c 'cd /opt/gluten_gha && sleep 14400'
+          -v $PWD:/opt/gluten/ --name centos7-test-$GITHUB_RUN_ID -e NUM_THREADS=30 -detach 10.0.2.4:5000/gluten-dev-dec/centos:7 \
+          bash -c 'cd /opt/gluten/ && sleep 14400'
       - name: Build Gluten velox third party
         run: |
           docker exec centos7-test-$GITHUB_RUN_ID bash -c '
           source /env.sh && \
-          cd /opt/gluten_gha/ep/build-velox/src && \
-          ./get_velox.sh --velox_home=/opt/velox --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON && \
-          ./build_velox.sh --run_setup_script=OFF --velox_home=/opt/velox --enable_ep_cache=ON --enable_s3=ON --enable_gcs=ON --enable_hdfs=ON'
+          cd /opt/gluten//ep/build-velox/src && \
+          ./get_velox.sh  --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON && \
+          ./build_velox.sh --run_setup_script=OFF  --enable_ep_cache=ON --enable_s3=ON --enable_gcs=ON --enable_hdfs=ON'
       - name: Build Gluten CPP library
         run: |
           docker exec centos7-test-$GITHUB_RUN_ID bash -c '
           source /env.sh && \
-          cd /opt/gluten_gha/cpp && \
-          ./compile.sh --build_velox_backend=ON --velox_home=/opt/velox --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON'
+          cd /opt/gluten//cpp && \
+          ./compile.sh --build_velox_backend=ON  --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON'
       - name: Build for Spark 3.2.2
         run: |
           docker exec centos7-test-$GITHUB_RUN_ID bash -c '
-          cd /opt/gluten_gha && \
+          cd /opt/gluten/ && \
           mvn clean install -Pspark-3.2 -Pbackends-velox -Prss -Piceberg -DskipTests'
       - name: TPC-H SF1.0 && TPC-DS SF30.0 Parquet local spark3.2
         run: |
-          docker exec centos7-test-$GITHUB_RUN_ID bash -c 'cd /opt/gluten_gha/tools/gluten-it && \
+          docker exec centos7-test-$GITHUB_RUN_ID bash -c 'cd /opt/gluten//tools/gluten-it && \
           mvn clean install -Pspark-3.2 \
           && GLUTEN_IT_JVM_ARGS=-Xmx5G sbin/gluten-it.sh queries-compare \
             --local --preset=velox --benchmark-type=h --error-on-memleak --disable-aqe --off-heap-size=10g -s=1.0 --threads=16 --iterations=1 \
@@ -81,7 +81,7 @@ jobs:
             --local --preset=velox --benchmark-type=ds --error-on-memleak --off-heap-size=50g -s=30.0 --threads=32 --iterations=1'
       - name: TPC-DS SF30.0 Parquet local spark3.2 Q67/Q95 low memory, memory isolation off
         run: |
-          docker exec centos7-test-$GITHUB_RUN_ID bash -c 'cd /opt/gluten_gha/tools/gluten-it && \
+          docker exec centos7-test-$GITHUB_RUN_ID bash -c 'cd /opt/gluten//tools/gluten-it && \
           mvn clean install -Pspark-3.2 \
           && GLUTEN_IT_JVM_ARGS=-Xmx50G sbin/gluten-it.sh parameterized \
             --local --preset=velox --benchmark-type=ds --error-on-memleak --queries=q67,q95 -s=30.0 --threads=12 --shuffle-partitions=72 --iterations=1 \
@@ -93,7 +93,7 @@ jobs:
             -d=OVER_ACQUIRE:0.5,spark.gluten.memory.overAcquiredMemoryRatio=0.5'
       - name: (To be fixed) TPC-DS SF30.0 Parquet local spark3.2 Q67/Q95 low memory, memory isolation on
         run: |
-          docker exec centos7-test-$GITHUB_RUN_ID bash -c 'cd /opt/gluten_gha/tools/gluten-it && \
+          docker exec centos7-test-$GITHUB_RUN_ID bash -c 'cd /opt/gluten//tools/gluten-it && \
           mvn clean install -Pspark-3.2 \
           && GLUTEN_IT_JVM_ARGS=-Xmx50G sbin/gluten-it.sh parameterized \
             --local --preset=velox --benchmark-type=ds --error-on-memleak --queries=q67,q95 -s=30.0 --threads=12 --shuffle-partitions=72 --iterations=1 \
@@ -105,7 +105,7 @@ jobs:
             -d=OVER_ACQUIRE:0.5,spark.gluten.memory.overAcquiredMemoryRatio=0.5' || true
       - name: TPC-DS SF30.0 Parquet local spark3.2 Q23A/Q23B low memory
         run: |
-          docker exec centos7-test-$GITHUB_RUN_ID bash -c 'cd /opt/gluten_gha/tools/gluten-it && \
+          docker exec centos7-test-$GITHUB_RUN_ID bash -c 'cd /opt/gluten//tools/gluten-it && \
           GLUTEN_IT_JVM_ARGS=-Xmx50G sbin/gluten-it.sh parameterized \
             --local --preset=velox --benchmark-type=ds --error-on-memleak --queries=q23a,q23b -s=30.0 --threads=12 --shuffle-partitions=72 --iterations=1 \
             --skip-data-gen -m=OffHeapExecutionMemory \
@@ -117,7 +117,7 @@ jobs:
             -d=PARTIAL_MODE:FLUSHED,spark.gluten.sql.columnar.backend.velox.maxPartialAggregationMemoryRatio=0.05,spark.gluten.sql.columnar.backend.velox.maxExtendedPartialAggregationMemoryRatio=0.1,spark.gluten.sql.columnar.backend.velox.abandonPartialAggregationMinPct=100,spark.gluten.sql.columnar.backend.velox.abandonPartialAggregationMinRows=0'
       - name: (To be fixed) TPC-DS SF30.0 Parquet local spark3.2 Q97 low memory # The case currently causes crash with "free: invalid size".
         run: |
-          docker exec centos7-test-$GITHUB_RUN_ID bash -c 'cd /opt/gluten_gha/tools/gluten-it && \
+          docker exec centos7-test-$GITHUB_RUN_ID bash -c 'cd /opt/gluten//tools/gluten-it && \
           GLUTEN_IT_JVM_ARGS=-Xmx50G sbin/gluten-it.sh parameterized \
             --local --preset=velox --benchmark-type=ds --error-on-memleak --queries=q97 -s=30.0 --threads=12 --shuffle-partitions=72 --iterations=1 \
             --skip-data-gen -m=OffHeapExecutionMemory \
@@ -129,59 +129,3 @@ jobs:
         if: ${{ always() }}
         run: |
           docker stop centos7-test-$GITHUB_RUN_ID || true
-
-  static-build-test:
-    runs-on: velox-self-hosted
-    steps:
-      - uses: actions/checkout@v4
-      - name: Setup docker container
-        run: |
-          docker run --rm --init --privileged --ulimit nofile=65536:65536 --ulimit core=-1 --security-opt seccomp=unconfined \
-          -v $PWD:/opt/gluten_gha --name static-build-test-$GITHUB_RUN_ID -e NUM_THREADS=30 -detach 10.0.2.4:5000/gluten-dev/centos:7 \
-          bash -c 'cd /opt/gluten_gha && sleep 14400'
-      - name: Build Gluten CPP library
-        run: |
-          docker exec -i static-build-test-$GITHUB_RUN_ID bash -c '
-          source /env.sh && \
-          sudo yum -y install patch && \
-          cd /opt/gluten_gha && \
-          source ./dev/vcpkg/env.sh && \
-          ./dev/builddeps-veloxbe.sh --run_setup_script=OFF --build_tests=ON --build_benchmarks=ON --enable_s3=ON --enable_gcs=ON --enable_hdfs=ON'
-      - name: Build for Spark 3.2.2
-        run: |
-          docker exec static-build-test-$GITHUB_RUN_ID bash -c '
-          cd /opt/gluten_gha && \
-          mvn clean install -Pspark-3.2 -Pbackends-velox -Prss -Piceberg -DskipTests && \
-          cd /opt/gluten_gha/tools/gluten-it && \
-          mvn clean install -Pspark-3.2'
-      - name: TPC-H SF1.0 && TPC-DS SF1.0 Parquet local spark3.2 (centos 8)
-        run: |
-          docker run --rm --init --privileged --ulimit nofile=65536:65536 --ulimit core=-1 --security-opt seccomp=unconfined \
-          -v $PWD:/opt/gluten_gha --name static-build-test-$GITHUB_RUN_ID-tpc -e NUM_THREADS=30 10.0.2.4:5000/gluten-dev-dec/centos:8 \
-          bash -c 'cd /opt/gluten_gha/tools/gluten-it \
-          && GLUTEN_IT_JVM_ARGS=-Xmx5G sbin/gluten-it.sh queries-compare \
-            --local --preset=velox --benchmark-type=h --error-on-memleak --disable-aqe --off-heap-size=10g -s=1.0 --threads=16 --iterations=1 \
-          && GLUTEN_IT_JVM_ARGS=-Xmx10G sbin/gluten-it.sh queries-compare \
-            --local --preset=velox --benchmark-type=ds --error-on-memleak --off-heap-size=20g -s=1.0 --threads=32 --iterations=1'
-      - name: TPC-H SF1.0 && TPC-DS SF1.0 Parquet local spark3.2 (ubuntu 20.04)
-        run: |
-          docker run --rm --init --privileged --ulimit nofile=65536:65536 --ulimit core=-1 --security-opt seccomp=unconfined \
-          -v $PWD:/opt/gluten_gha --name static-build-test-$GITHUB_RUN_ID-tpc -e NUM_THREADS=30 10.0.2.4:5000/gluten-dev/ubuntu:20.04 \
-          'cd /opt/gluten_gha/tools/gluten-it \
-          && GLUTEN_IT_JVM_ARGS=-Xmx5G sbin/gluten-it.sh queries-compare \
-            --local --preset=velox --benchmark-type=h --error-on-memleak --disable-aqe --off-heap-size=10g -s=1.0 --threads=16 --iterations=1 \
-          && GLUTEN_IT_JVM_ARGS=-Xmx10G sbin/gluten-it.sh queries-compare \
-            --local --preset=velox --benchmark-type=ds --error-on-memleak --off-heap-size=20g -s=1.0 --threads=32 --iterations=1'
-      - name: TPC-H SF1.0 && TPC-DS SF1.0 Parquet local spark3.2 (ubuntu 22.04)
-        run: |
-          docker run --rm --init --privileged --ulimit nofile=65536:65536 --ulimit core=-1 --security-opt seccomp=unconfined \
-          -v $PWD:/opt/gluten_gha --name static-build-test-$GITHUB_RUN_ID-tpc -e NUM_THREADS=30 10.0.2.4:5000/gluten-dev/ubuntu:22.04 \
-          'cd /opt/gluten_gha/tools/gluten-it \
-          && GLUTEN_IT_JVM_ARGS=-Xmx5G sbin/gluten-it.sh queries-compare \
-            --local --preset=velox --benchmark-type=h --error-on-memleak --disable-aqe --off-heap-size=10g -s=1.0 --threads=16 --iterations=1 \
-          && GLUTEN_IT_JVM_ARGS=-Xmx10G sbin/gluten-it.sh queries-compare \
-            --local --preset=velox --benchmark-type=ds --error-on-memleak --off-heap-size=20g -s=1.0 --threads=32 --iterations=1'
-      - name: Exit docker container
-        if: ${{ always() }}
-        run: |
-          docker stop static-build-test-$GITHUB_RUN_ID || true