diff --git a/CMakeLists.txt b/CMakeLists.txt
index be4924c029a..1ab84e29916 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -19,7 +19,12 @@ if(NOT CMAKE_SYSTEM_NAME MATCHES "Windows")
 endif()
 
 if(${CMAKE_SYSTEM_NAME} MATCHES "Darwin")
-    set(CMAKE_OSX_SYSROOT "")
+    exec_program(sw_vers ARGS -productVersion OUTPUT_VARIABLE MACOSX_SYSTEM_VERSION)
+    if(NOT DEFINED ENV{MACOSX_DEPLOYMENT_TARGET})
+        set(CMAKE_OSX_DEPLOYMENT_TARGET ${MACOSX_SYSTEM_VERSION} CACHE STRING
+            "minimum macosx deployment target version" FORCE)
+    endif()
+    message("macosx deployment target version: ${CMAKE_OSX_DEPLOYMENT_TARGET}")
     set(CMAKE_CXX_FLAGS_RELEASE "$ENV{CXXFLAGS} -O2 -Winconsistent-missing-override -Wno-user-defined-warnings \
         -Wno-return-std-move -Wno-unused-private-field -Wno-unused-lambda-capture -Wno-sign-compare \
         -Wno-overloaded-virtual -Wno-unneeded-internal-declaration -Wno-unused-variable -Wno-pessimizing-move \
diff --git a/cmake/package_mac.cmake b/cmake/package_mac.cmake
index 6ae6cd179c7..4f581e8a209 100644
--- a/cmake/package_mac.cmake
+++ b/cmake/package_mac.cmake
@@ -16,6 +16,7 @@ set(CPACK_ENABLE_SYM_FILE ${ENABLE_SYM_FILE})
 set(CPACK_CMAKE_BUILD_TYPE ${CMAKE_BUILD_TYPE})
 set(CPACK_PYTHON_EXE ${Python3_EXECUTABLE})
 set(CPACK_PYTHON_VERSION ${Python3_VERSION_MAJOR}.${Python3_VERSION_MINOR})
+set(CPACK_OSX_DEPLOYMENT_TARGET ${CMAKE_OSX_DEPLOYMENT_TARGET})
 
 
 if(ENABLE_GPU)
diff --git a/cmake/package_script.cmake b/cmake/package_script.cmake
index b181bbe27fb..491b954d460 100644
--- a/cmake/package_script.cmake
+++ b/cmake/package_script.cmake
@@ -32,16 +32,18 @@ if(CMAKE_SYSTEM_NAME MATCHES "Linux")
     string(TOLOWER linux_${CMAKE_HOST_SYSTEM_PROCESSOR} PLATFORM_TAG)
 elseif(CMAKE_SYSTEM_NAME MATCHES "Darwin")
     if(PYTHON_VERSION MATCHES "3.9")
-        set(PY_TAGS "py39-none")
+        set(PY_TAGS "cp39-cp39")
     elseif(PYTHON_VERSION MATCHES "3.8")
-        set(PY_TAGS "py38-none")
+        set(PY_TAGS "cp38-cp38")
     elseif(PYTHON_VERSION MATCHES "3.7")
-        set(PY_TAGS "py37-none")
+        set(PY_TAGS "cp37-cp37m")
     else()
         message("Could not find 'Python 3.9' OR 'Python 3.8' or 'Python 3.7'")
         return()
     endif()
-    set(PLATFORM_TAG "any")
+    string(REGEX MATCH "[0-9]+.[0-9]+" MACOSX_SDK_VERSION "${CPACK_OSX_DEPLOYMENT_TARGET}")
+    string(REPLACE "." "_" MACOSX_PACKAGE_VERSION "${MACOSX_SDK_VERSION}")
+    string(TOLOWER macosx_${MACOSX_PACKAGE_VERSION}_${CMAKE_HOST_SYSTEM_PROCESSOR} PLATFORM_TAG)
 elseif(CMAKE_SYSTEM_NAME MATCHES "Windows")
     if(PYTHON_VERSION MATCHES "3.9")
         set(PY_TAGS "cp39-cp39")