diff --git a/pulsar-client-cpp/CMakeLists.txt b/pulsar-client-cpp/CMakeLists.txt
index 24db7daa8b4a9..c9517de1f62f5 100644
--- a/pulsar-client-cpp/CMakeLists.txt
+++ b/pulsar-client-cpp/CMakeLists.txt
@@ -18,6 +18,7 @@
 #
 
 cmake_minimum_required(VERSION 3.4)
+
 project (pulsar-cpp)
 set(CMAKE_MODULE_PATH ${CMAKE_MODULE_PATH} "${CMAKE_SOURCE_DIR}/cmake_modules")
 
@@ -117,13 +118,13 @@ endif(NOT LOG_CATEGORY_NAME)
 
 add_definitions(-DLOG_CATEGORY_NAME=${LOG_CATEGORY_NAME} -DBUILDING_PULSAR -DBOOST_ALL_NO_LIB -DBOOST_ALLOW_DEPRECATED_HEADERS)
 
-set(OPENSSL_ROOT_DIR /usr/lib64/)
+set(OPENSSL_ROOT_DIR ${OPENSSL_ROOT_DIR} /usr/lib64/)
 
 ### This part is to find and keep SSL dynamic libs in RECORD_OPENSSL_SSL_LIBRARY and RECORD_OPENSSL_CRYPTO_LIBRARY
-### After find the libs, will unset related cache, and will not affact another same call to find_package.
+### After find the libs, will unset related cache, and will not affect another same call to find_package.
 if (APPLE)
     set(OPENSSL_INCLUDE_DIR /usr/local/opt/openssl/include/ /opt/homebrew/opt/openssl/include)
-    set(OPENSSL_ROOT_DIR /usr/local/opt/openssl/ /opt/homebrew/opt/openssl)
+    set(OPENSSL_ROOT_DIR ${OPENSSL_ROOT_DIR} /usr/local/opt/openssl/ /opt/homebrew/opt/openssl)
 endif ()
 
 set(OPENSSL_USE_STATIC_LIBS FALSE)
@@ -142,11 +143,15 @@ unset(OPENSSL_VERSION CACHE)
 
 if (LINK_STATIC)
     find_library(ZLIB_LIBRARIES REQUIRED NAMES libz.a z zlib)
+    message(STATUS "ZLIB_LIBRARIES: ${ZLIB_LIBRARIES}")
     find_library(Protobuf_LIBRARIES NAMES libprotobuf.a libprotobuf)
+    message(STATUS "Protobuf: ${Protobuf_LIBRARIES}")
     find_library(CURL_LIBRARIES NAMES libcurl.a curl curl_a libcurl_a)
+    message(STATUS "CURL_LIBRARIES: ${CURL_LIBRARIES}")
     find_library(LIB_ZSTD NAMES libzstd.a)
+    message(STATUS "ZStd: ${LIB_ZSTD}")
     find_library(LIB_SNAPPY NAMES libsnappy.a)
-    message(STATUS "Protobuf_LIBRARIES: ${Protobuf_LIBRARIES}")
+    message(STATUS "LIB_SNAPPY: ${LIB_SNAPPY}")
     set(COMMON_LIBS ${Protobuf_LIBRARIES} ${COMMON_LIBS})
 
     if (USE_LOG4CXX)
@@ -271,7 +276,7 @@ if (BUILD_PYTHON_WRAPPER)
         list(GET PYTHONLIBS_VERSION_NO_LIST 1 PYTHONLIBS_VERSION_MINOR)
         set(BOOST_PYTHON_NAME_POSTFIX ${PYTHONLIBS_VERSION_MAJOR}${PYTHONLIBS_VERSION_MINOR})
         # For python3 the lib name is boost_python3
-        set(BOOST_PYTHON_NAME_LIST python36;python37;python38;python39;python3;python3-mt;python-py${BOOST_PYTHON_NAME_POSTFIX};python${BOOST_PYTHON_NAME_POSTFIX}-mt;python${BOOST_PYTHON_NAME_POSTFIX})
+        set(BOOST_PYTHON_NAME_LIST python36;python37;python38;python39;python310;python3;python3-mt;python-py${BOOST_PYTHON_NAME_POSTFIX};python${BOOST_PYTHON_NAME_POSTFIX}-mt;python${BOOST_PYTHON_NAME_POSTFIX})
     else ()
         # Regular boost_python
         set(BOOST_PYTHON_NAME_LIST python;python-mt;python-py27;python27-mt;python27)
@@ -289,6 +294,7 @@ if (BUILD_PYTHON_WRAPPER)
         MESSAGE(FATAL_ERROR "Could not find Boost Python library")
     endif ()
 
+    MESSAGE(STATUS "BOOST_PYTHON_NAME_FOUND: " ${BOOST_PYTHON_NAME_FOUND})
     find_package(Boost REQUIRED COMPONENTS ${BOOST_PYTHON_NAME_FOUND})
 endif (BUILD_PYTHON_WRAPPER)
 
diff --git a/pulsar-client-cpp/python/build-mac-wheels.sh b/pulsar-client-cpp/python/build-mac-wheels.sh
new file mode 100755
index 0000000000000..68547b70f6b11
--- /dev/null
+++ b/pulsar-client-cpp/python/build-mac-wheels.sh
@@ -0,0 +1,255 @@
+#!/usr/bin/env bash
+#
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+#
+
+set -e
+
+PYTHON_VERSIONS=(
+   '3.8  3.8.13'
+   '3.9  3.9.10'
+   '3.10 3.10.2'
+)
+
+export MACOSX_DEPLOYMENT_TARGET=11.0
+MACOSX_DEPLOYMENT_TARGET_MAJOR=${MACOSX_DEPLOYMENT_TARGET%%.*}
+
+ZLIB_VERSION=1.2.12
+OPENSSL_VERSION=1_1_1n
+BOOST_VERSION=1.78.0
+PROTOBUF_VERSION=3.20.0
+ZSTD_VERSION=1.5.2
+SNAPPY_VERSION=1.1.3
+CURL_VERSION=7.61.0
+
+ROOT_DIR=$(git rev-parse --show-toplevel)
+cd "${ROOT_DIR}/pulsar-client-cpp"
+
+
+# Compile and cache dependencies
+CACHE_DIR=~/.pulsar-mac-wheels-cache
+mkdir -p $CACHE_DIR
+
+PREFIX=$CACHE_DIR/install
+
+cd $CACHE_DIR
+
+###############################################################################
+for line in "${PYTHON_VERSIONS[@]}"; do
+    read -r -a PY <<< "$line"
+    PYTHON_VERSION=${PY[0]}
+    PYTHON_VERSION_LONG=${PY[1]}
+
+    if [ ! -f Python-${PYTHON_VERSION_LONG}/.done ]; then
+      echo "Building Python $PYTHON_VERSION_LONG"
+      curl -O -L https://www.python.org/ftp/python/${PYTHON_VERSION_LONG}/Python-${PYTHON_VERSION_LONG}.tgz
+      tar xfz Python-${PYTHON_VERSION_LONG}.tgz
+
+      PY_PREFIX=$CACHE_DIR/py-$PYTHON_VERSION
+      pushd Python-${PYTHON_VERSION_LONG}
+          CFLAGS="-fPIC -O3 -mmacosx-version-min=${MACOSX_DEPLOYMENT_TARGET}" \
+              ./configure --prefix=$PY_PREFIX --enable-shared
+          make -j16
+          make install
+
+          curl -O -L https://files.pythonhosted.org/packages/27/d6/003e593296a85fd6ed616ed962795b2f87709c3eee2bca4f6d0fe55c6d00/wheel-0.37.1-py2.py3-none-any.whl
+          $PY_PREFIX/bin/pip3 install wheel-*.whl
+
+          touch .done
+      popd
+    else
+      echo "Using cached Python $PYTHON_VERSION_LONG"
+    fi
+done
+
+###############################################################################
+if [ ! -f zlib-${ZLIB_VERSION}/.done ]; then
+    echo "Building ZLib"
+    curl -O -L https://zlib.net/zlib-${ZLIB_VERSION}.tar.gz
+    tar xvfz zlib-$ZLIB_VERSION.tar.gz
+    pushd zlib-$ZLIB_VERSION
+      CFLAGS="-fPIC -O3 -mmacosx-version-min=${MACOSX_DEPLOYMENT_TARGET}" ./configure --prefix=$PREFIX
+      make -j16
+      make install
+      touch .done
+    popd
+else
+    echo "Using cached ZLib"
+fi
+
+###############################################################################
+if [ ! -f openssl-OpenSSL_${OPENSSL_VERSION}/.done ]; then
+    echo "Building OpenSSL"
+    curl -O -L https://github.com/openssl/openssl/archive/OpenSSL_${OPENSSL_VERSION}.tar.gz
+    tar xvfz OpenSSL_${OPENSSL_VERSION}.tar.gz
+    pushd openssl-OpenSSL_${OPENSSL_VERSION}
+      ./Configure -fPIC -mmacosx-version-min=${MACOSX_DEPLOYMENT_TARGET} --prefix=$PREFIX no-shared darwin64-arm64-cc
+      make -j8
+      make install
+      touch .done
+    popd
+else
+    echo "Using cached OpenSSL"
+fi
+
+###############################################################################
+BOOST_VERSION_=${BOOST_VERSION//./_}
+for line in "${PYTHON_VERSIONS[@]}"; do
+    read -r -a PY <<< "$line"
+    PYTHON_VERSION=${PY[0]}
+    PYTHON_VERSION_LONG=${PY[1]}
+
+    DIR=boost-src-${BOOST_VERSION}-python-${PYTHON_VERSION}
+    if [ ! -f $DIR/.done ]; then
+        echo "Building Boost for Py $PYTHON_VERSION"
+        curl -O -L https://boostorg.jfrog.io/artifactory/main/release/${BOOST_VERSION}/source/boost_${BOOST_VERSION_}.tar.gz
+        tar xfz boost_${BOOST_VERSION_}.tar.gz
+        mv boost_${BOOST_VERSION_} $DIR
+
+        PY_PREFIX=$CACHE_DIR/py-$PYTHON_VERSION
+
+        pushd $DIR
+          cat <<EOF > user-config.jam
+            using python : $PYTHON_VERSION
+                    : python3
+                    : ${PY_PREFIX}/include/python${PYTHON_VERSION}
+                    : ${PY_PREFIX}/lib
+                  ;
+EOF
+          ./bootstrap.sh --with-libraries=python --with-python=python3 --with-python-root=$PY_PREFIX \
+                --prefix=$CACHE_DIR/boost-py-$PYTHON_VERSION
+          ./b2 address-model=64 cxxflags="-fPIC -mmacosx-version-min=${MACOSX_DEPLOYMENT_TARGET}" link=static threading=multi \
+                    --user-config=./user-config.jam \
+                    variant=release python=${PYTHON_VERSION} \
+                    -j16 \
+                    install
+          touch .done
+        popd
+    else
+        echo "Using cached Boost for Py $PYTHON_VERSION"
+    fi
+
+done
+
+
+
+###############################################################################
+if [ ! -f protobuf-${PROTOBUF_VERSION}/.done ]; then
+    echo "Building Protobuf"
+    curl -O -L  https://github.com/google/protobuf/releases/download/v${PROTOBUF_VERSION}/protobuf-cpp-${PROTOBUF_VERSION}.tar.gz
+    tar xvfz protobuf-cpp-${PROTOBUF_VERSION}.tar.gz
+    pushd protobuf-${PROTOBUF_VERSION}
+      CXXFLAGS="-fPIC -mmacosx-version-min=${MACOSX_DEPLOYMENT_TARGET}" ./configure --prefix=$PREFIX
+      make -j16
+      make install
+      touch .done
+    popd
+else
+    echo "Using cached Protobuf"
+fi
+
+###############################################################################
+if [ ! -f zstd-${ZSTD_VERSION}/.done ]; then
+    echo "Building ZStd"
+    curl -O -L https://github.com/facebook/zstd/releases/download/v${ZSTD_VERSION}/zstd-${ZSTD_VERSION}.tar.gz
+    tar xvfz zstd-${ZSTD_VERSION}.tar.gz
+    pushd zstd-${ZSTD_VERSION}
+      CFLAGS="-fPIC -O3 -mmacosx-version-min=${MACOSX_DEPLOYMENT_TARGET}" PREFIX=$PREFIX make -j16 install
+      touch .done
+    popd
+else
+    echo "Using cached ZStd"
+fi
+
+###############################################################################
+if [ ! -f snappy-${SNAPPY_VERSION}/.done ]; then
+    echo "Building Snappy"
+    curl -O -L https://github.com/google/snappy/releases/download/${SNAPPY_VERSION}/snappy-${SNAPPY_VERSION}.tar.gz
+    tar xvfz snappy-${SNAPPY_VERSION}.tar.gz
+    pushd snappy-${SNAPPY_VERSION}
+      CXXFLAGS="-fPIC -O3 -mmacosx-version-min=${MACOSX_DEPLOYMENT_TARGET}" ./configure --prefix=$PREFIX
+      make -j16
+      make install
+      touch .done
+    popd
+else
+    echo "Using cached Snappy"
+fi
+
+###############################################################################
+if [ ! -f curl-${CURL_VERSION}/.done ]; then
+    echo "Building LibCurl"
+    CURL_VERSION_=${CURL_VERSION//./_}
+    curl -O -L  https://github.com/curl/curl/releases/download/curl-${CURL_VERSION_}/curl-${CURL_VERSION}.tar.gz
+    tar xfz curl-${CURL_VERSION}.tar.gz
+    pushd curl-${CURL_VERSION}
+      CFLAGS="-fPIC -mmacosx-version-min=${MACOSX_DEPLOYMENT_TARGET}" ./configure --with-ssl=$PREFIX \
+              --without-nghttp2 --without-libidn2 --prefix=$PREFIX
+      make -j16 install
+      touch .done
+    popd
+else
+    echo "Using cached LibCurl"
+fi
+
+###############################################################################
+###############################################################################
+###############################################################################
+###############################################################################
+
+for line in "${PYTHON_VERSIONS[@]}"; do
+    read -r -a PY <<< "$line"
+    PYTHON_VERSION=${PY[0]}
+    PYTHON_VERSION_LONG=${PY[1]}
+    echo '----------------------------------------------------------------------------'
+    echo '----------------------------------------------------------------------------'
+    echo '----------------------------------------------------------------------------'
+    echo "Build wheel for Python $PYTHON_VERSION"
+
+    cd "${ROOT_DIR}/pulsar-client-cpp"
+
+    find . -name CMakeCache.txt | xargs -r rm
+    find . -name CMakeFiles | xargs -r rm -rf
+
+    PY_PREFIX=$CACHE_DIR/py-$PYTHON_VERSION
+    PY_EXE=$PY_PREFIX/bin/python3
+
+    cmake . \
+            -DCMAKE_OSX_DEPLOYMENT_TARGET=${MACOSX_DEPLOYMENT_TARGET} \
+            -DCMAKE_OSX_SYSROOT=/Library/Developer/CommandLineTools/SDKs/MacOSX${MACOSX_DEPLOYMENT_TARGET_MAJOR}.sdk \
+            -DCMAKE_INSTALL_PREFIX=$PREFIX \
+            -DCMAKE_INSTALL_LIBDIR=$PREFIX/lib \
+            -DCMAKE_BUILD_TYPE=Release \
+            -DCMAKE_PREFIX_PATH=$PREFIX \
+            -DCMAKE_CXX_FLAGS=-I$PREFIX/include \
+            -DCMAKE_FIND_FRAMEWORK=$PREFIX \
+            -DBoost_INCLUDE_DIR=$CACHE_DIR/boost-py-$PYTHON_VERSION/include \
+            -DBoost_LIBRARY_DIRS=$CACHE_DIR/boost-py-$PYTHON_VERSION/lib \
+            -DPYTHON_INCLUDE_DIR=$PY_PREFIX/include/python$PYTHON_VERSION \
+            -DPYTHON_LIBRARY=$PY_PREFIX/lib/libpython${PYTHON_VERSION}.dylib \
+            -DLINK_STATIC=ON \
+            -DBUILD_TESTS=OFF \
+            -DBUILD_WIRESHARK=OFF \
+            -DPROTOC_PATH=$PREFIX/bin/protoc
+
+    make clean
+    make _pulsar -j16
+
+    cd python
+    $PY_EXE setup.py bdist_wheel
+done
\ No newline at end of file