diff --git a/.github/workflows/velox_be.yml b/.github/workflows/velox_be.yml
index 71618bb547ee..ecb44813f72a 100644
--- a/.github/workflows/velox_be.yml
+++ b/.github/workflows/velox_be.yml
@@ -63,7 +63,7 @@ jobs:
           $PATH_TO_GLUTEN_TE/$OS_IMAGE_NAME/gha/gha-checkout/exec.sh '
           cd /opt/gluten/ep/build-velox/src && \
           ./get_velox.sh --velox_home=/opt/velox && \
-          ./build_velox.sh --run_setup_script=OFF --velox_home=/opt/velox --enable_ep_cache=ON --build_test_utils=ON'
+          ./build_velox.sh --run_setup_script=ON --velox_home=/opt/velox --enable_ep_cache=ON --build_test_utils=ON'
       - name: Build Gluten CPP library
         run: |
           $PATH_TO_GLUTEN_TE/$OS_IMAGE_NAME/gha/gha-checkout/exec.sh '
@@ -110,7 +110,7 @@ jobs:
           $PATH_TO_GLUTEN_TE/$OS_IMAGE_NAME/gha/gha-checkout/exec.sh '
           cd /opt/gluten/ep/build-velox/src && \
           ./get_velox.sh --velox_home=/opt/velox && \
-          ./build_velox.sh --run_setup_script=OFF --velox_home=/opt/velox --enable_ep_cache=ON'
+          ./build_velox.sh --run_setup_script=ON --velox_home=/opt/velox --enable_ep_cache=ON'
       - name: Build Gluten CPP library
         run: |
           $PATH_TO_GLUTEN_TE/$OS_IMAGE_NAME/gha/gha-checkout/exec.sh '
@@ -149,7 +149,7 @@ jobs:
           $PATH_TO_GLUTEN_TE/$OS_IMAGE_NAME/gha/gha-checkout/exec.sh '
           cd /opt/gluten/ep/build-velox/src && \
           ./get_velox.sh --velox_home=/opt/velox && \
-          ./build_velox.sh --run_setup_script=OFF --velox_home=/opt/velox --enable_ep_cache=ON'
+          ./build_velox.sh --run_setup_script=ON --velox_home=/opt/velox --enable_ep_cache=ON'
       - name: Build Gluten CPP library
         run: |
           $PATH_TO_GLUTEN_TE/$OS_IMAGE_NAME/gha/gha-checkout/exec.sh '
@@ -197,7 +197,7 @@ jobs:
           $PATH_TO_GLUTEN_TE/$OS_IMAGE_NAME/gha/gha-checkout/exec.sh '
           cd /opt/gluten/ep/build-velox/src && \
           ./get_velox.sh --velox_home=/opt/velox && \
-          ./build_velox.sh --run_setup_script=OFF --velox_home=/opt/velox --enable_ep_cache=ON'
+          ./build_velox.sh --run_setup_script=ON --velox_home=/opt/velox --enable_ep_cache=ON'
       - name: Build Gluten CPP library
         run: |
           $PATH_TO_GLUTEN_TE/$OS_IMAGE_NAME/gha/gha-checkout/exec.sh '
@@ -228,7 +228,7 @@ jobs:
           $PATH_TO_GLUTEN_TE/$OS_IMAGE_NAME/gha/gha-checkout/exec.sh '
           cd /opt/gluten/ep/build-velox/src && \
           ./get_velox.sh --velox_home=/opt/velox && \
-          ./build_velox.sh --run_setup_script=OFF --velox_home=/opt/velox --enable_ep_cache=ON'
+          ./build_velox.sh --run_setup_script=ON --velox_home=/opt/velox --enable_ep_cache=ON'
       - name: Build Gluten CPP library
         run: |
           $PATH_TO_GLUTEN_TE/$OS_IMAGE_NAME/gha/gha-checkout/exec.sh '
@@ -266,7 +266,7 @@ jobs:
           $PATH_TO_GLUTEN_TE/$OS_IMAGE_NAME/gha/gha-checkout/exec.sh '
           cd /opt/gluten/ep/build-velox/src && \
           ./get_velox.sh --velox_home=/opt/velox && \
-          ./build_velox.sh --run_setup_script=OFF --velox_home=/opt/velox --enable_ep_cache=ON'
+          ./build_velox.sh --run_setup_script=ON --velox_home=/opt/velox --enable_ep_cache=ON'
       - name: Build Gluten CPP library
         run: |
           $PATH_TO_GLUTEN_TE/$OS_IMAGE_NAME/gha/gha-checkout/exec.sh '
@@ -297,7 +297,7 @@ jobs:
           $PATH_TO_GLUTEN_TE/$OS_IMAGE_NAME/gha/gha-checkout/exec.sh '
           cd /opt/gluten/ep/build-velox/src && \
           ./get_velox.sh --velox_home=/opt/velox --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON --enable_abfs=ON && \
-          ./build_velox.sh --run_setup_script=OFF --velox_home=/opt/velox --enable_ep_cache=ON --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON --enable_abfs=ON'
+          ./build_velox.sh --run_setup_script=ON --velox_home=/opt/velox --enable_ep_cache=ON --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON --enable_abfs=ON'
       - name: Build Gluten CPP library
         run: |
           $PATH_TO_GLUTEN_TE/$OS_IMAGE_NAME/gha/gha-checkout/exec.sh '
@@ -349,7 +349,7 @@ jobs:
           $PATH_TO_GLUTEN_TE/$OS_IMAGE_NAME/gha/gha-checkout/exec.sh '
           cd /opt/gluten/ep/build-velox/src && \
           ./get_velox.sh --velox_home=/opt/velox --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON --enable_abfs=ON && \
-          ./build_velox.sh --run_setup_script=OFF --velox_home=/opt/velox --enable_ep_cache=ON --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON --enable_abfs=ON'
+          ./build_velox.sh --run_setup_script=ON --velox_home=/opt/velox --enable_ep_cache=ON --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON --enable_abfs=ON'
       - name: Build Gluten CPP library
         run: |
           $PATH_TO_GLUTEN_TE/$OS_IMAGE_NAME/gha/gha-checkout/exec.sh '
@@ -406,7 +406,7 @@ jobs:
           sudo yum -y install patch && \
           cd /opt/gluten/ep/build-velox/src && \
           ./get_velox.sh --velox_home=/opt/velox --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON --enable_abfs=ON && \
-          ./build_velox.sh --run_setup_script=OFF --velox_home=/opt/velox --enable_ep_cache=ON --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON --enable_abfs=ON'
+          ./build_velox.sh --run_setup_script=ON --velox_home=/opt/velox --enable_ep_cache=ON --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON --enable_abfs=ON'
       - name: Build Gluten CPP library
         run: |
           $PATH_TO_GLUTEN_TE/$OS_IMAGE_NAME/gha/gha-checkout/exec.sh '
diff --git a/cpp/compile.sh b/cpp/compile.sh
index b14e48b16fac..655a081b8a00 100755
--- a/cpp/compile.sh
+++ b/cpp/compile.sh
@@ -142,5 +142,6 @@ cmake .. \
   -DENABLE_GCS=${ENABLE_GCS} \
   -DENABLE_S3=${ENABLE_S3} \
   -DENABLE_HDFS=${ENABLE_HDFS} \
-  -DENABLE_ABFS=${ENABLE_ABFS}
-make -j$NPROC
+  -DENABLE_ABFS=${ENABLE_ABFS} \
+  -DCMAKE_VERBOSE_MAKEFILE:BOOL=ON
+make -j$NPROC VERBOSE=1
diff --git a/cpp/velox/CMakeLists.txt b/cpp/velox/CMakeLists.txt
index 41b848bfb637..b0e6bd8cff9c 100644
--- a/cpp/velox/CMakeLists.txt
+++ b/cpp/velox/CMakeLists.txt
@@ -286,6 +286,7 @@ macro(find_azure)
   find_package(LibXml2 REQUIRED)
   set (CMAKE_FIND_LIBRARY_SUFFIXES ".a")
   find_package(azure-storage-blobs-cpp CONFIG REQUIRED)
+  find_package(azure-storage-files-datalake-cpp CONFIG REQUIRED)
 endmacro()
 
 # Build Velox backend.
@@ -425,4 +426,5 @@ if(ENABLE_ABFS)
   add_definitions(-DENABLE_ABFS)
   find_azure()
   target_link_libraries(velox PUBLIC Azure::azure-storage-blobs)
+  target_link_libraries(velox PUBLIC Azure::azure-storage-files-datalake)
 endif()
diff --git a/ep/build-velox/src/get_velox.sh b/ep/build-velox/src/get_velox.sh
index 3350243f5b8c..4251ff4d24b5 100755
--- a/ep/build-velox/src/get_velox.sh
+++ b/ep/build-velox/src/get_velox.sh
@@ -16,8 +16,8 @@
 
 set -exu
 
-VELOX_REPO=https://github.com/oap-project/velox.git
-VELOX_BRANCH=2024_02_08
+VELOX_REPO=https://github.com/FelixYBW/velox.git
+VELOX_BRANCH=2024_02_09
 VELOX_HOME=""
 
 #Set on run gluten on HDFS
@@ -106,6 +106,8 @@ function process_setup_ubuntu {
   sed -i "s/apt install -y/sudo apt install -y/" ${VELOX_HOME}/scripts/setup-adapters.sh
   if [ $ENABLE_S3 == "ON" ]; then
     sed -i '/^  run_and_time install_folly/a \ \ '${VELOX_HOME}/scripts'/setup-adapters.sh aws' scripts/setup-ubuntu.sh
+    # it's used for velox CI
+    sed -i 's/rpm -i minio-20220526054841.0.0.x86_64.rpm/#rpm -i minio-20220526054841.0.0.x86_64.rpm/g' scripts/setup-adapters.sh
   fi
   if [ $ENABLE_GCS == "ON" ]; then
     sed -i '/^  run_and_time install_folly/a \ \ '${VELOX_HOME}/scripts'/setup-adapters.sh gcs' scripts/setup-ubuntu.sh