diff --git a/cpp/CMakeLists.txt b/cpp/CMakeLists.txt
index ff934a2a8e14e..d8def2a8e8020 100644
--- a/cpp/CMakeLists.txt
+++ b/cpp/CMakeLists.txt
@@ -55,6 +55,7 @@ option(ENABLE_IAA "Enable IAA for de/compression" OFF)
 option(ENABLE_GCS "Enable GCS" OFF)
 option(ENABLE_S3 "Enable S3" OFF)
 option(ENABLE_HDFS "Enable HDFS" OFF)
+option(ENABLE_HDFS3 "Enable HDFS3" OFF)
 option(ENABLE_ORC "Enable ORC" OFF)
 option(ENABLE_ABFS "Enable ABFS" OFF)
 
diff --git a/cpp/compile.sh b/cpp/compile.sh
index 7006f69a3a725..f458f5909cfd0 100755
--- a/cpp/compile.sh
+++ b/cpp/compile.sh
@@ -27,6 +27,7 @@ ENABLE_HBM=OFF
 ENABLE_GCS=OFF
 ENABLE_S3=OFF
 ENABLE_HDFS=OFF
+ENABLE_HDFS3=OFF
 ENABLE_ABFS=OFF
 VELOX_HOME=
 # set default number of threads as cpu cores minus 2
@@ -97,6 +98,10 @@ for arg in "$@"; do
     ENABLE_HDFS=("${arg#*=}")
     shift # Remove argument name from processing
     ;;
+  --enable_hdfs3=*)
+    ENABLE_HDFS3=("${arg#*=}")
+    shift # Remove argument name from processing
+    ;;
   *)
     OTHER_ARGUMENTS+=("$1")
     shift # Remove generic argument from processing
@@ -127,6 +132,7 @@ echo "ENABLE_HBM=${ENABLE_HBM}"
 echo "ENABLE_GCS=${ENABLE_GCS}"
 echo "ENABLE_S3=${ENABLE_S3}"
 echo "ENABLE_HDFS=${ENABLE_HDFS}"
+echo "ENABLE_HDFS3=${ENABLE_HDFS3}"
 echo "ENABLE_ABFS=${ENABLE_ABFS}"
 
 if [ -d build ]; then
@@ -147,5 +153,6 @@ cmake .. \
   -DENABLE_GCS=${ENABLE_GCS} \
   -DENABLE_S3=${ENABLE_S3} \
   -DENABLE_HDFS=${ENABLE_HDFS} \
+  -DENABLE_HDFS3=${ENABLE_HDFS3} \
   -DENABLE_ABFS=${ENABLE_ABFS} 
 make -j$NPROC
diff --git a/cpp/velox/CMakeLists.txt b/cpp/velox/CMakeLists.txt
index 47e4ff8f13824..679540471dbf9 100644
--- a/cpp/velox/CMakeLists.txt
+++ b/cpp/velox/CMakeLists.txt
@@ -312,6 +312,35 @@ if(ENABLE_HDFS)
   add_definitions(-DENABLE_HDFS)
 endif()
 
+
+macro(find_libhdfs3)
+  find_package(libhdfs3 CONFIG)
+  if(libhdfs3_FOUND AND TARGET HDFS::hdfs3)
+    set(LIBHDFS3_LIBRARY HDFS::hdfs3)
+  else()
+    find_path(libhdfs3_INCLUDE_DIR hdfs/hdfs.h)
+    set(CMAKE_FIND_LIBRARY_SUFFIXES ".so")
+    find_library(libhdfs3_LIBRARY NAMES hdfs3)
+    find_package_handle_standard_args(libhdfs3 DEFAULT_MSG libhdfs3_INCLUDE_DIR
+                                      libhdfs3_LIBRARY)
+    add_library(HDFS::hdfs3 SHARED IMPORTED)
+    set_target_properties(
+      HDFS::hdfs3
+      PROPERTIES INTERFACE_INCLUDE_DIRECTORIES "${libhdfs3_INCLUDE_DIR}"
+                 IMPORTED_LOCATION "${libhdfs3_LIBRARY}")
+  endif()
+
+  if(NOT libhdfs3_FOUND)
+    message(FATAL_ERROR "LIBHDFS3 Library Not Found")
+  endif()
+endmacro()
+
+if(ENABLE_HDFS3)
+  find_libhdfs3()
+  target_link_libraries(velox PUBLIC HDFS::hdfs3)
+  add_definitions(-DENABLE_HDFS3)
+endif()
+
 if(ENABLE_S3)
   add_definitions(-DENABLE_S3)
   find_awssdk()
diff --git a/cpp/velox/compute/VeloxBackend.cc b/cpp/velox/compute/VeloxBackend.cc
index d39b0902c2502..d2514b336c586 100644
--- a/cpp/velox/compute/VeloxBackend.cc
+++ b/cpp/velox/compute/VeloxBackend.cc
@@ -134,7 +134,7 @@ void VeloxBackend::init(const std::unordered_map<std::string, std::string>& conf
   // Setup and register.
   velox::filesystems::registerLocalFileSystem();
 
-#ifdef ENABLE_HDFS
+#if (defined(ENABLE_HDFS) || defined(ENABLE_HDFS3))
   velox::filesystems::registerHdfsFileSystem();
 #endif
 #ifdef ENABLE_S3
diff --git a/dev/builddeps-veloxbe.sh b/dev/builddeps-veloxbe.sh
index 1ed6e62e29d33..35bb6403adb41 100755
--- a/dev/builddeps-veloxbe.sh
+++ b/dev/builddeps-veloxbe.sh
@@ -21,6 +21,7 @@ ENABLE_HBM=OFF
 ENABLE_GCS=OFF
 ENABLE_S3=OFF
 ENABLE_HDFS=OFF
+ENABLE_HDFS3=OFF
 ENABLE_ABFS=OFF
 ENABLE_EP_CACHE=OFF
 ENABLE_VCPKG=OFF
@@ -91,6 +92,10 @@ do
         --enable_hdfs=*)
         ENABLE_HDFS=("${arg#*=}")
         shift # Remove argument name from processing
+        ;;
+	      --enable_hdfs3=*)
+        ENABLE_HDFS3=("${arg#*=}")
+        shift # Remove argument name from processing
         ;;
         --enable_abfs=*)
         ENABLE_ABFS=("${arg#*=}")
@@ -167,7 +172,7 @@ function concat_velox_param {
 if [ "$ENABLE_VCPKG" = "ON" ]; then
     # vcpkg will install static depends and init build environment
     BUILD_OPTIONS="--build_tests=$BUILD_TESTS --enable_s3=$ENABLE_S3 --enable_gcs=$ENABLE_GCS \
-                   --enable_hdfs=$ENABLE_HDFS --enable_abfs=$ENABLE_ABFS"
+                   --enable_hdfs=$ENABLE_HDFS --enable_hdfs3=$ENABLE_HDFS3 --enable_abfs=$ENABLE_ABFS"
     source ./dev/vcpkg/env.sh ${BUILD_OPTIONS}
 fi
 
@@ -191,7 +196,7 @@ function build_velox {
   echo "Start to build Velox"
   cd $GLUTEN_DIR/ep/build-velox/src
   # When BUILD_TESTS is on for gluten cpp, we need turn on VELOX_BUILD_TEST_UTILS via build_test_utils.
-  ./build_velox.sh --enable_s3=$ENABLE_S3 --enable_gcs=$ENABLE_GCS --build_type=$BUILD_TYPE --enable_hdfs=$ENABLE_HDFS \
+  ./build_velox.sh --enable_s3=$ENABLE_S3 --enable_gcs=$ENABLE_GCS --build_type=$BUILD_TYPE --enable_hdfs=$ENABLE_HDFS --enable_hdfs3=$ENABLE_HDFS3 \
                    --enable_abfs=$ENABLE_ABFS --enable_ep_cache=$ENABLE_EP_CACHE --build_test_utils=$BUILD_TESTS \
                    --build_tests=$BUILD_VELOX_TESTS --build_benchmarks=$BUILD_VELOX_BENCHMARKS --num_threads=$NUM_THREADS \
                    --velox_home=$VELOX_HOME
@@ -207,7 +212,7 @@ function build_gluten_cpp {
         -DVELOX_HOME=${VELOX_HOME} \
         -DBUILD_TESTS=$BUILD_TESTS -DBUILD_EXAMPLES=$BUILD_EXAMPLES -DBUILD_BENCHMARKS=$BUILD_BENCHMARKS -DENABLE_JEMALLOC_STATS=$ENABLE_JEMALLOC_STATS \
         -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=$ENABLE_ABFS ..
+        -DENABLE_S3=$ENABLE_S3 -DENABLE_HDFS=$ENABLE_HDFS -DENABLE_HDFS3=$ENABLE_HDFS3 -DENABLE_ABFS=$ENABLE_ABFS ..
   make -j $NUM_THREADS
 }
 
diff --git a/dev/vcpkg/init.sh b/dev/vcpkg/init.sh
index bae1a8ad32eb0..ed6b4afbbb930 100755
--- a/dev/vcpkg/init.sh
+++ b/dev/vcpkg/init.sh
@@ -6,6 +6,7 @@ BUILD_TESTS=OFF
 ENABLE_S3=OFF
 ENABLE_GCS=OFF
 ENABLE_HDFS=OFF
+ENABLE_HDFS3=OFF
 ENABLE_ABFS=OFF
 
 for arg in "$@"; do
@@ -26,6 +27,10 @@ for arg in "$@"; do
     ENABLE_HDFS=("${arg#*=}")
     shift # Remove argument name from processing
     ;;
+  --enable_hdfs3=*)
+    ENABLE_HDFS3=("${arg#*=}")
+    shift # Remove argument name from processing
+    ;;
   --enable_abfs=*)
     ENABLE_ABFS=("${arg#*=}")
     shift # Remove argument name from processing
diff --git a/ep/build-velox/src/build_velox.sh b/ep/build-velox/src/build_velox.sh
index b48f28a374b2f..472377b0914c6 100755
--- a/ep/build-velox/src/build_velox.sh
+++ b/ep/build-velox/src/build_velox.sh
@@ -22,6 +22,8 @@ ENABLE_S3=OFF
 ENABLE_GCS=OFF
 # Enable HDFS connector.
 ENABLE_HDFS=OFF
+# Enable HDFS connector.
+ENABLE_HDFS3=OFF
 # Enable ABFS connector.
 ENABLE_ABFS=OFF
 BUILD_TYPE=release
@@ -57,6 +59,10 @@ for arg in "$@"; do
     ENABLE_HDFS=("${arg#*=}")
     shift # Remove argument name from processing
     ;;
+  --enable_hdfs3=*)
+    ENABLE_HDFS3=("${arg#*=}")
+    shift # Remove argument name from processing
+    ;;
   --enable_abfs=*)
     ENABLE_ABFS=("${arg#*=}")
     shift # Remove argument name from processing
@@ -104,6 +110,9 @@ function compile {
   if [ $ENABLE_HDFS == "ON" ]; then
     COMPILE_OPTION="$COMPILE_OPTION -DVELOX_ENABLE_HDFS=ON"
   fi
+  if [ $ENABLE_HDFS3 == "ON" ]; then
+    COMPILE_OPTION="$COMPILE_OPTION -DVELOX_ENABLE_HDFS3=ON"
+  fi
   if [ $ENABLE_S3 == "ON" ]; then
     COMPILE_OPTION="$COMPILE_OPTION -DVELOX_ENABLE_S3=ON"
   fi
diff --git a/ep/build-velox/src/get_velox.sh b/ep/build-velox/src/get_velox.sh
index 815d318583b84..7ee8df7a87629 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_10_28
+VELOX_REPO=https://github.com/JkSelf/velox.git
+VELOX_BRANCH=libhdfs3-support
 VELOX_HOME=""
 
 OS=`uname -s`