diff --git a/.circleci/dist_compile.yml b/.circleci/dist_compile.yml
index d6260666b2f4..43d2c67cc4ba 100644
--- a/.circleci/dist_compile.yml
+++ b/.circleci/dist_compile.yml
@@ -388,6 +388,7 @@ jobs:
               "-DVELOX_ENABLE_HDFS=ON"
               "-DVELOX_ENABLE_S3=ON"
               "-DVELOX_ENABLE_GCS=ON"
+              "-DVELOX_ENABLE_ABFS=ON"
               "-DVELOX_ENABLE_SUBSTRAIT=ON"
               "-DVELOX_ENABLE_REMOTE_FUNCTIONS=ON"
             )
diff --git a/CMakeLists.txt b/CMakeLists.txt
index 948fb4bb7831..31df59045c04 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -75,6 +75,7 @@ option(VELOX_ENABLE_BENCHMARKS "Enable Velox top level benchmarks." OFF)
 option(VELOX_ENABLE_BENCHMARKS_BASIC "Enable Velox basic benchmarks." OFF)
 option(VELOX_ENABLE_S3 "Build S3 Connector" OFF)
 option(VELOX_ENABLE_GCS "Build GCS Connector" OFF)
+option(VELOX_ENABLE_ABFS "Build Abfs Connector" OFF)
 option(VELOX_ENABLE_HDFS "Build Hdfs Connector" OFF)
 option(VELOX_ENABLE_PARQUET "Enable Parquet support" OFF)
 option(VELOX_ENABLE_ARROW "Enable Arrow support" OFF)
@@ -104,6 +105,7 @@ if(${VELOX_BUILD_MINIMAL})
   set(VELOX_ENABLE_EXAMPLES OFF)
   set(VELOX_ENABLE_S3 OFF)
   set(VELOX_ENABLE_GCS OFF)
+  set(VELOX_ENABLE_ABFS OFF)
   set(VELOX_ENABLE_SUBSTRAIT OFF)
   set(VELOX_CODEGEN_SUPPORT OFF)
 endif()
@@ -138,6 +140,7 @@ if(${VELOX_BUILD_BENCHMARKS})
   set(VELOX_BUILD_TESTING OFF)
   set(VELOX_ENABLE_EXAMPLES OFF)
   set(VELOX_ENABLE_GCS OFF)
+  set(VELOX_ENABLE_ABFS OFF)
   set(VELOX_ENABLE_SUBSTRAIT OFF)
   set(VELOX_CODEGEN_SUPPORT OFF)
 endif()
@@ -156,6 +159,7 @@ if(${VELOX_BUILD_PYTHON_PACKAGE})
   set(VELOX_ENABLE_EXAMPLES OFF)
   set(VELOX_ENABLE_S3 OFF)
   set(VELOX_ENABLE_GCS OFF)
+  set(VELOX_ENABLE_ABFS OFF)
   set(VELOX_ENABLE_SUBSTRAIT OFF)
   set(VELOX_CODEGEN_SUPPORT OFF)
   set(VELOX_ENABLE_BENCHMARKS_BASIC OFF)
@@ -198,6 +202,16 @@ if(VELOX_ENABLE_GCS)
   add_definitions(-DVELOX_ENABLE_GCS)
 endif()
 
+if(VELOX_ENABLE_ABFS)
+  # Set AZURESDK_ROOT_DIR if you have a custom install location of Azure Storage
+  # SDK CPP.
+  if(AZURESDK_ROOT_DIR)
+    list(APPEND CMAKE_PREFIX_PATH ${AZURESDK_ROOT_DIR})
+  endif()
+  find_package(azure-storage-blobs-cpp CONFIG REQUIRED)
+  add_definitions(-DVELOX_ENABLE_ABFS)
+endif()
+
 if(VELOX_ENABLE_HDFS)
   find_library(
     LIBHDFS3
diff --git a/Makefile b/Makefile
index 8fc57e7347b6..c6cdc3a71455 100644
--- a/Makefile
+++ b/Makefile
@@ -46,6 +46,10 @@ ifdef GCSSDK_ROOT_DIR
 CMAKE_FLAGS += -DGCSSDK_ROOT_DIR=$(GCSSDK_ROOT_DIR)
 endif
 
+ifdef AZURESDK_ROOT_DIR
+CMAKE_FLAGS += -DAZURESDK_ROOT_DIR=$(AZURESDK_ROOT_DIR)
+endif
+
 # Use Ninja if available. If Ninja is used, pass through parallelism control flags.
 USE_NINJA ?= 1
 ifeq ($(USE_NINJA), 1)
diff --git a/scripts/setup-adapters.sh b/scripts/setup-adapters.sh
index bc8e4f44e78d..5bc9c81e4605 100755
--- a/scripts/setup-adapters.sh
+++ b/scripts/setup-adapters.sh
@@ -61,6 +61,35 @@ function install_gcs-sdk-cpp {
     -DGOOGLE_CLOUD_CPP_ENABLE=storage
 }
 
+function install_azure-storage-sdk-cpp {
+  github_checkout azure/azure-sdk-for-cpp azure-storage-blobs_12.8.0
+
+  cd sdk/core/azure-core
+  if ! grep -q "baseline" vcpkg.json; then
+    # build and install azure-core with the version compatible with system pre-installed openssl
+    openssl_version=$(openssl version -v | awk '{print $2}')
+    if [[ "$openssl_version" == 1.1.1* ]]; then
+      openssl_version="1.1.1n"
+    fi
+    sed -i 's/"version-string"/"builtin-baseline": "dafef74af53669ef1cc9015f55e0ce809ead62aa","version-string"/' vcpkg.json
+    sed -i "s/\"version-string\"/\"overrides\": [{ \"name\": \"openssl\", \"version-string\": \"$openssl_version\" }],\"version-string\"/" vcpkg.json
+  fi
+  cmake_install -DCMAKE_BUILD_TYPE=Release -DBUILD_SHARED_LIBS=OFF
+
+  cd -
+  # install azure-storage-common
+  cd sdk/storage/azure-storage-common
+  cmake_install -DCMAKE_BUILD_TYPE=Release -DBUILD_SHARED_LIBS=OFF
+
+  cd -
+  # install azure-storage-blobs
+  cd sdk/storage/azure-storage-blobs
+  if ! grep -q "baseline" vcpkg.json; then
+    sed -i 's/"version-semver"/"builtin-baseline": "dafef74af53669ef1cc9015f55e0ce809ead62aa","version-semver"/' vcpkg.json
+  fi
+  cmake_install -DCMAKE_BUILD_TYPE=Release -DBUILD_SHARED_LIBS=OFF
+}
+
 function install_libhdfs3 {
   github_checkout apache/hawq master
   cd $DEPENDENCY_DIR/hawq/depends/libhdfs3
@@ -87,10 +116,15 @@ if [[ "$OSTYPE" == "linux-gnu"* ]]; then
       apt install -y --no-install-recommends libxml2-dev libgsasl7-dev uuid-dev
       # Dependencies of GCS, probably a workaround until the docker image is rebuilt
       apt install -y --no-install-recommends libc-ares-dev libcurl4-openssl-dev
+      # Dependencies of Azure Storage Blob cpp
+      apt install -y openssl
    else # Assume Fedora/CentOS
       yum -y install libxml2-devel libgsasl-devel libuuid-devel
       # Dependencies of GCS, probably a workaround until the docker image is rebuilt
       yum -y install curl-devel c-ares-devel
+      # Dependencies of Azure Storage Blob Cpp
+      yum -y install perl-IPC-Cmd
+      yum -y install openssl
    fi
 fi
 
@@ -101,12 +135,14 @@ fi
 install_aws=0
 install_gcs=0
 install_hdfs=0
+install_abfs=0
 
 if [ "$#" -eq 0 ]; then
     # Install all adapters by default
     install_aws=1
     install_gcs=1
     install_hdfs=1
+    install_abfs=1
 fi
 
 while [[ $# -gt 0 ]]; do
@@ -123,6 +159,10 @@ while [[ $# -gt 0 ]]; do
       install_hdfs=1
       shift # past argument
       ;;
+    abfs)
+      install_abfs=1
+      shift # past argument
+      ;;
     *)
       echo "ERROR: Unknown option $1! will be ignored!"
       shift
@@ -139,6 +179,9 @@ fi
 if [ $install_hdfs -eq 1 ]; then
   install_libhdfs3
 fi
+if [ $install_abfs -eq 1 ]; then
+  install_azure-storage-sdk-cpp
+fi
 
 _ret=$?
 if [ $_ret -eq 0 ] ; then