diff --git a/cpp/CMakeLists.txt b/cpp/CMakeLists.txt
index 09f7a42b893d..47ae7a38efce 100644
--- a/cpp/CMakeLists.txt
+++ b/cpp/CMakeLists.txt
@@ -52,6 +52,7 @@ option(ENABLE_GCS "Enable GCS" OFF)
 option(ENABLE_S3 "Enable S3" OFF)
 option(ENABLE_HDFS "Enable HDFS" OFF)
 option(ENABLE_ORC "Enable ORC" OFF)
+option(VELOX_ENABLE_ABFS "Enable ABFS" OFF)
 
 set(root_directory ${PROJECT_BINARY_DIR})
 get_filename_component(GLUTEN_HOME ${CMAKE_SOURCE_DIR} DIRECTORY)
diff --git a/cpp/compile.sh b/cpp/compile.sh
index 986d0ec8cd29..b14e48b16fac 100755
--- a/cpp/compile.sh
+++ b/cpp/compile.sh
@@ -28,6 +28,7 @@ ENABLE_HBM=OFF
 ENABLE_GCS=OFF
 ENABLE_S3=OFF
 ENABLE_HDFS=OFF
+ENABLE_ABFS=OFF
 VELOX_HOME=
 NPROC=$(nproc --ignore=2)
 
@@ -81,6 +82,10 @@ for arg in "$@"; do
     ENABLE_S3=("${arg#*=}")
     shift # Remove argument name from processing
     ;;
+  --enable_abfs=*)
+    ENABLE_ABFS=("${arg#*=}")
+    shift # Remove argument name from processing
+    ;;
   --enable_hdfs=*)
     ENABLE_HDFS=("${arg#*=}")
     shift # Remove argument name from processing
@@ -116,6 +121,7 @@ echo "BUILD_PROTOBUF=${BUILD_PROTOBUF}"
 echo "ENABLE_GCS=${ENABLE_GCS}"
 echo "ENABLE_S3=${ENABLE_S3}"
 echo "ENABLE_HDFS=${ENABLE_HDFS}"
+echo "ENABLE_ABFS=${ENABLE_ABFS}"
 
 if [ -d build ]; then
   rm -r build
@@ -135,5 +141,6 @@ cmake .. \
   -DENABLE_HBM=${ENABLE_HBM} \
   -DENABLE_GCS=${ENABLE_GCS} \
   -DENABLE_S3=${ENABLE_S3} \
-  -DENABLE_HDFS=${ENABLE_HDFS}
+  -DENABLE_HDFS=${ENABLE_HDFS} \
+  -DENABLE_ABFS=${ENABLE_ABFS}
 make -j$NPROC
diff --git a/cpp/velox/CMakeLists.txt b/cpp/velox/CMakeLists.txt
index 0d4a99dfd658..0f347d133a04 100644
--- a/cpp/velox/CMakeLists.txt
+++ b/cpp/velox/CMakeLists.txt
@@ -149,6 +149,9 @@ macro(ADD_VELOX_DEPENDENCIES)
   if(ENABLE_S3)
     add_velox_dependency(connector::hive::s3fs "${VELOX_COMPONENTS_PATH}/connectors/hive/storage_adapters/s3fs/libvelox_s3fs.a")
   endif()
+  if(ENABLE_ABFS)
+  add_velox_dependency(connector::hive::abfs "${VELOX_COMPONENTS_PATH}/connectors/hive/storage_adapters/abfs/libvelox_abfs.a")
+  endif()
   add_velox_dependency(dwio::dwrf::writer "${VELOX_COMPONENTS_PATH}/dwio/dwrf/writer/libvelox_dwio_dwrf_writer.a")
   add_velox_dependency(dwio::dwrf::reader "${VELOX_COMPONENTS_PATH}/dwio/dwrf/reader/libvelox_dwio_dwrf_reader.a")
   add_velox_dependency(dwio::dwrf::utils "${VELOX_COMPONENTS_PATH}/dwio/dwrf/utils/libvelox_dwio_dwrf_utils.a")
@@ -266,7 +269,10 @@ macro(find_gcssdk)
   find_package(google_cloud_cpp_storage REQUIRED)
 endmacro()
 
-
+macro(find_azure)
+  set (CMAKE_FIND_LIBRARY_SUFFIXES ".a")
+  find_package(azure-storage-blobs-cpp CONFIG REQUIRED)
+endmacro()
 
 # Build Velox backend.
 set(VELOX_SRCS
@@ -393,3 +399,9 @@ endif()
 if(BUILD_EXAMPLES)
   add_subdirectory(udf/examples)
 endif()
+
+if(ENABLE_ABFS)
+  add_definitions(-DENABLE_ABFS)
+  find_azure()
+  target_link_libraries(velox PRIVATE Azure::azure-storage-blobs)
+endif()
\ No newline at end of file
diff --git a/cpp/velox/compute/VeloxBackend.cc b/cpp/velox/compute/VeloxBackend.cc
index 9dcbd9b49416..b25b35e49b88 100644
--- a/cpp/velox/compute/VeloxBackend.cc
+++ b/cpp/velox/compute/VeloxBackend.cc
@@ -34,6 +34,9 @@
 #ifdef ENABLE_GCS
 #include <fstream>
 #endif
+#ifdef ENABLE_ABFS
+#include "velox/connectors/hive/storage_adapters/abfs/AbfsFileSystem.h"
+#endif
 #include "config/GlutenConfig.h"
 #include "jni/JniFileSystem.h"
 #include "operators/functions/SparkTokenizer.h"
@@ -284,6 +287,19 @@ void VeloxBackend::initConnector(const facebook::velox::Config* conf) {
   mutableConf->setValue("hive.s3.path-style-access", pathStyleAccess ? "true" : "false");
 #endif
 
+#ifdef ENABLE_ABFS
+  velox::filesystems::abfs::registerAbfsFileSystem();
+  const auto& confValue = conf->valuesCopy();
+  for (auto& [k, v] : confValue) {
+    if (k.find("fs.azure.account.key") == 0) {
+      mutableConf->setValue(k, v);
+    } else if (k.find("spark.hadoop.fs.azure.account.key") == 0) {
+      constexpr int32_t accountKeyPrefixLength = 13;
+      mutableConf->setValue(k.substr(accountKeyPrefixLength), v);
+    }
+  }
+#endif
+
 #ifdef ENABLE_GCS
   // https://github.com/GoogleCloudDataproc/hadoop-connectors/blob/master/gcs/CONFIGURATION.md#api-client-configuration
   auto gsStorageRootUrl = conf->get("spark.hadoop.fs.gs.storage.root.url");
diff --git a/dev/builddeps-veloxbe.sh b/dev/builddeps-veloxbe.sh
index 588221d28aef..ce7c76e540e6 100755
--- a/dev/builddeps-veloxbe.sh
+++ b/dev/builddeps-veloxbe.sh
@@ -20,6 +20,7 @@ ENABLE_HBM=OFF
 ENABLE_GCS=OFF
 ENABLE_S3=OFF
 ENABLE_HDFS=OFF
+ENABLE_ABFS=OFF
 ENABLE_EP_CACHE=OFF
 SKIP_BUILD_EP=OFF
 ARROW_ENABLE_CUSTOM_CODEC=OFF
@@ -78,6 +79,10 @@ do
         ENABLE_HDFS=("${arg#*=}")
         shift # Remove argument name from processing
         ;;
+        --enable_abfs=*)
+        ENABLE_ABFS=("${arg#*=}")
+        shift # Remove argument name from processing
+        ;;
         --enable_ep_cache=*)
         ENABLE_EP_CACHE=("${arg#*=}")
         shift # Remove argument name from processing
@@ -106,8 +111,8 @@ fi
 ##install velox
 if [ "$SKIP_BUILD_EP" != "ON" ]; then
     cd $GLUTEN_DIR/ep/build-velox/src
-    ./get_velox.sh --enable_hdfs=$ENABLE_HDFS --build_protobuf=$BUILD_PROTOBUF --enable_s3=$ENABLE_S3 --enable_gcs=$ENABLE_GCS
-    ./build_velox.sh --enable_s3=$ENABLE_S3 --enable_gcs=$ENABLE_GCS --build_type=$BUILD_TYPE --enable_hdfs=$ENABLE_HDFS \
+    ./get_velox.sh --enable_hdfs=$ENABLE_HDFS --build_protobuf=$BUILD_PROTOBUF --enable_s3=$ENABLE_S3 --enable_gcs=$ENABLE_GCS --enable_abfs=$ENABLE_ABFS
+    ./build_velox.sh --enable_s3=$ENABLE_S3 --enable_gcs=$ENABLE_GCS --build_type=$BUILD_TYPE --enable_hdfs=$ENABLE_HDFS --enable_abfs=$ENABLE_ABFS \
                    --enable_ep_cache=$ENABLE_EP_CACHE --build_tests=$BUILD_TESTS --build_benchmarks=$BUILD_BENCHMARKS
 fi
 
@@ -118,5 +123,5 @@ mkdir build
 cd build
 cmake -DBUILD_VELOX_BACKEND=ON -DCMAKE_BUILD_TYPE=$BUILD_TYPE \
       -DBUILD_TESTS=$BUILD_TESTS -DBUILD_EXAMPLES=$BUILD_EXAMPLES -DBUILD_BENCHMARKS=$BUILD_BENCHMARKS -DBUILD_JEMALLOC=$BUILD_JEMALLOC \
-      -DENABLE_HBM=$ENABLE_HBM -DENABLE_QAT=$ENABLE_QAT -DENABLE_IAA=$ENABLE_IAA -DENABLE_GCS=$ENABLE_GCS -DENABLE_S3=$ENABLE_S3 -DENABLE_HDFS=$ENABLE_HDFS ..
+      -DENABLE_HBM=$ENABLE_HBM -DENABLE_QAT=$ENABLE_QAT -DENABLE_IAA=$ENABLE_IAA -DENABLE_GCS=$ENABLE_GCS -DENABLE_S3=$ENABLE_S3 -DENABLE_HDFS=$ENABLE_HDFS -DENABLE_ABFS=$ENABLE_ABFS ..
 make -j
diff --git a/ep/build-velox/src/build_velox.sh b/ep/build-velox/src/build_velox.sh
index 06bda8b4a103..5409cc2f382e 100755
--- a/ep/build-velox/src/build_velox.sh
+++ b/ep/build-velox/src/build_velox.sh
@@ -21,6 +21,8 @@ ENABLE_S3=OFF
 ENABLE_GCS=OFF
 #Set on run gluten on HDFS
 ENABLE_HDFS=OFF
+#Set on run gluten on ABFS
+ENABLE_ABFS=OFF
 BUILD_TYPE=release
 VELOX_HOME=""
 ENABLE_EP_CACHE=OFF
@@ -49,6 +51,10 @@ for arg in "$@"; do
     ENABLE_HDFS=("${arg#*=}")
     shift # Remove argument name from processing
     ;;
+  --enable_abfs=*)
+    ENABLE_ABFS=("${arg#*=}")
+    shift # Remove argument name from processing
+    ;;
   --build_type=*)
     BUILD_TYPE=("${arg#*=}")
     shift # Remove argument name from processing
@@ -113,6 +119,9 @@ function compile {
   if [ $ENABLE_HDFS == "ON" ]; then
     COMPILE_OPTION="$COMPILE_OPTION -DVELOX_ENABLE_HDFS=ON"
   fi
+  if [ $ENABLE_ABFS == "ON" ]; then
+    COMPILE_OPTION="$COMPILE_OPTION -DVELOX_ENABLE_ABFS=ON"
+  fi
   if [ $ENABLE_S3 == "ON" ]; then
     COMPILE_OPTION="$COMPILE_OPTION -DVELOX_ENABLE_S3=ON"
   fi
@@ -254,6 +263,7 @@ echo "VELOX_HOME=${VELOX_HOME}"
 echo "ENABLE_S3=${ENABLE_S3}"
 echo "ENABLE_GCS=${ENABLE_GCS}"
 echo "ENABLE_HDFS=${ENABLE_HDFS}"
+echo "ENABLE_ABFS=${ENABLE_ABFS}"
 echo "BUILD_TYPE=${BUILD_TYPE}"
 
 cd ${VELOX_HOME}
diff --git a/shims/common/src/main/scala/io/glutenproject/GlutenConfig.scala b/shims/common/src/main/scala/io/glutenproject/GlutenConfig.scala
index 92dc9a291c98..ab26c127b2ac 100644
--- a/shims/common/src/main/scala/io/glutenproject/GlutenConfig.scala
+++ b/shims/common/src/main/scala/io/glutenproject/GlutenConfig.scala
@@ -335,6 +335,10 @@ object GlutenConfig {
 
   // Hardware acceleraters backend
   val GLUTEN_SHUFFLE_CODEC_BACKEND = "spark.gluten.sql.columnar.shuffle.codecBackend"
+  // ABFS config
+  val ABFS_ACCOUNT_KEY = "hadoop.fs.azure.account.key"
+  val SPARK_ABFS_ACCOUNT_KEY: String = "spark." + ABFS_ACCOUNT_KEY
+
   // QAT config
   val GLUTEN_QAT_BACKEND_NAME = "qat"
   val GLUTEN_QAT_SUPPORTED_CODEC: Set[String] = Set("gzip", "zstd")
@@ -536,6 +540,10 @@ object GlutenConfig {
       .filter(_._1.startsWith(HADOOP_PREFIX + S3A_PREFIX))
       .foreach(entry => nativeConfMap.put(entry._1, entry._2))
 
+    conf
+      .filter(_._1.startsWith(SPARK_ABFS_ACCOUNT_KEY))
+      .foreach(entry => nativeConfMap.put(entry._1, entry._2))
+
     // return
     nativeConfMap
   }