diff --git a/.github/workflows/velox_be.yml b/.github/workflows/velox_be.yml
index fc21673eb45b..934c36ebb7cb 100644
--- a/.github/workflows/velox_be.yml
+++ b/.github/workflows/velox_be.yml
@@ -269,13 +269,13 @@ jobs:
         run: |
           docker exec ubuntu2204-test-$GITHUB_RUN_ID bash -c '
           cd /opt/gluten/ep/build-velox/src && \
-          ./get_velox.sh --velox_home=/opt/velox --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON && \
-          ./build_velox.sh --velox_home=/opt/velox --enable_ep_cache=ON --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON'
+          ./get_velox.sh --velox_home=/opt/velox --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON --enable_abfs=OFF && \
+          ./build_velox.sh --velox_home=/opt/velox --enable_ep_cache=ON --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON --enable_abfs=OFF'
       - name: Build Gluten CPP library
         run: |
           docker exec ubuntu2204-test-$GITHUB_RUN_ID bash -c '
           cd /opt/gluten/cpp && \
-          ./compile.sh --build_velox_backend=ON --velox_home=/opt/velox --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON'
+          ./compile.sh --build_velox_backend=ON --velox_home=/opt/velox --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON --enable_abfs=OFF'
       - name: Build for Spark 3.2.2
         run: |
           docker exec ubuntu2204-test-$GITHUB_RUN_ID bash -c '
@@ -348,14 +348,14 @@ jobs:
           source /env.sh && \
           sudo yum -y install patch && \
           cd /opt/gluten/ep/build-velox/src && \
-          ./get_velox.sh --velox_home=/opt/velox --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON && \
-          ./build_velox.sh --velox_home=/opt/velox --enable_ep_cache=ON --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON'
+          ./get_velox.sh --velox_home=/opt/velox --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON --enable_abfs=OFF && \
+          ./build_velox.sh --velox_home=/opt/velox --enable_ep_cache=ON --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON --enable_abfs=OFF'
       - name: Build Gluten CPP library
         run: |
           docker exec centos8-test-$GITHUB_RUN_ID bash -c '
           source /env.sh && \
           cd /opt/gluten/cpp && \
-          ./compile.sh --build_velox_backend=ON --velox_home=/opt/velox --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON'
+          ./compile.sh --build_velox_backend=ON --velox_home=/opt/velox --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON --enable_abfs=OFF'
       - name: Build for Spark 3.2.2
         run: |
           docker exec centos8-test-$GITHUB_RUN_ID bash -c '
@@ -399,14 +399,14 @@ jobs:
           docker exec centos7-test-$GITHUB_RUN_ID bash -c '
           yum -y install epel-release centos-release-scl patch sudo && \
           cd /opt/gluten/ep/build-velox/src && \
-          ./get_velox.sh --velox_home=/opt/velox --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON && \
-          ./build_velox.sh --velox_home=/opt/velox --enable_ep_cache=ON --enable_s3=ON --enable_gcs=ON --enable_hdfs=ON'
+          ./get_velox.sh --velox_home=/opt/velox --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON --enable_abfs=OFF && \
+          ./build_velox.sh --velox_home=/opt/velox --enable_ep_cache=ON --enable_s3=ON --enable_gcs=ON --enable_abfs=OFF --enable_hdfs=ON'
       - name: Build Gluten CPP library
         run: |
           docker exec centos7-test-$GITHUB_RUN_ID bash -c '
           cd /opt/gluten/cpp && \
           source /opt/rh/devtoolset-9/enable && \
-          ./compile.sh --build_velox_backend=ON --velox_home=/opt/velox --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON'
+          ./compile.sh --build_velox_backend=ON --velox_home=/opt/velox --enable_hdfs=ON --enable_s3=ON --enable_gcs=ON --enable_abfs=OFF'
       - name: Build for Spark 3.2.2
         run: |
           docker exec centos7-test-$GITHUB_RUN_ID bash -c '
@@ -488,7 +488,7 @@ jobs:
           cd /opt/gluten && \
           sudo -E ./dev/vcpkg/setup-build-depends.sh && \
           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'
+          ./dev/builddeps-veloxbe.sh --run_setup_script=OFF --build_tests=ON --build_benchmarks=ON --enable_s3=ON --enable_gcs=ON --enable_hdfs=ON --enable_abfs=OFF'
       - name: Build for Spark 3.2.2
         run: |
           docker exec static-build-test-$GITHUB_RUN_ID bash -c '
diff --git a/dev/vcpkg/vcpkg.json b/dev/vcpkg/vcpkg.json
index 91cb430fb879..e7491cf9d550 100644
--- a/dev/vcpkg/vcpkg.json
+++ b/dev/vcpkg/vcpkg.json
@@ -2,7 +2,7 @@
   "$schema": "https://raw.githubusercontent.com/microsoft/vcpkg-tool/main/docs/vcpkg.schema.json",
   "builtin-baseline": "a7b6122f6b6504d16d96117336a0562693579933",
   "dependencies": ["jemalloc"],
-  "default-features": ["velox", "velox-s3", "velox-gcs", "velox-hdfs"],
+  "default-features": ["velox", "velox-s3", "velox-gcs", "velox-hdfs", "velox-abfs"],
   "features": {
     "velox": {
       "description": "Velox backend",
@@ -83,6 +83,12 @@
         "libhdfs3"
       ]
     },
+    "velox-abfs": {
+      "description": "Velox ABFS Support",
+      "dependencies": [
+        "azure-storage-blobs-cpp"
+      ]
+    },
     "hbm": {
       "description": "HBM",
       "dependencies": [
diff --git a/ep/build-velox/src/get_velox.sh b/ep/build-velox/src/get_velox.sh
index e430dd7c1bb9..f1209fbba062 100755
--- a/ep/build-velox/src/get_velox.sh
+++ b/ep/build-velox/src/get_velox.sh
@@ -28,6 +28,8 @@ BUILD_PROTOBUF=ON
 ENABLE_S3=OFF
 #Set on run gluten on GCS
 ENABLE_GCS=OFF
+#Set on run gluten on ABFS
+ENABLE_ABFS=OFF
 
 OS=`uname -s`
 
@@ -61,6 +63,10 @@ for arg in "$@"; do
     ENABLE_GCS=("${arg#*=}")
     shift # Remove argument name from processing
     ;;
+  --enable_abfs=*)
+    ENABLE_ABFS=("${arg#*=}")
+    shift # Remove argument name from processing
+    ;;
   *)
     OTHER_ARGUMENTS+=("$1")
     shift # Remove generic argument from processing
@@ -99,6 +105,9 @@ function process_setup_ubuntu {
   if [ $ENABLE_GCS == "ON" ]; then
     sed -i '/^  run_and_time install_fmt/a \ \ '${VELOX_HOME}/scripts'/setup-adapters.sh gcs' scripts/setup-ubuntu.sh
   fi
+  if [ $ENABLE_ABFS == "ON" ]; then
+    sed -i '/^  run_and_time install_fmt/a \ \ '${VELOX_HOME}/scripts'/setup-adapters.sh abfs' scripts/setup-ubuntu.sh
+  fi
   sed -i 's/run_and_time install_conda/#run_and_time install_conda/' scripts/setup-ubuntu.sh
 
 }
@@ -129,6 +138,9 @@ function process_setup_centos8 {
   if [ $ENABLE_GCS == "ON" ]; then
     sed -i '/^cmake_install_deps fmt/a \ \ '${VELOX_HOME}/scripts'/setup-adapters.sh gcs' scripts/setup-centos8.sh
   fi
+  if [ $ENABLE_ABFS == "ON" ]; then
+    sed -i '/^cmake_install_deps fmt/a \ \ '${VELOX_HOME}/scripts'/setup-adapters.sh abfs' scripts/setup-centos8.sh
+  fi
 }
 
 function process_setup_centos7 {
@@ -156,6 +168,9 @@ function process_setup_centos7 {
   if [ $ENABLE_GCS == "ON" ]; then
     sed -i '/^  run_and_time install_fmt/a \ \ '${VELOX_HOME}/scripts'/setup-adapters.sh gcs' scripts/setup-centos7.sh
   fi
+  if [ $ENABLE_ABFS == "ON" ]; then
+    sed -i '/^  run_and_time install_fmt/a \ \ '${VELOX_HOME}/scripts'/setup-adapters.sh abfs' scripts/setup-centos7.sh
+  fi
 }
 
 function process_setup_alinux3 {