diff --git a/python/CMakeLists.txt b/python/CMakeLists.txt
index d8287108d4c..97b8a876d48 100644
--- a/python/CMakeLists.txt
+++ b/python/CMakeLists.txt
@@ -230,16 +230,28 @@ find_package(Arrow REQUIRED)
 include_directories(SYSTEM ${ARROW_INCLUDE_DIR})
 
 function(bundle_arrow_lib library_path)
+  get_filename_component(LIBRARY_DIR ${${library_path}} DIRECTORY)
   get_filename_component(LIBRARY_NAME ${${library_path}} NAME_WE)
   configure_file(${${library_path}}
       ${BUILD_OUTPUT_ROOT_DIRECTORY}/${LIBRARY_NAME}${CMAKE_SHARED_LIBRARY_SUFFIX}
       COPYONLY)
-  configure_file(${${library_path}}.${ARROW_ABI_VERSION}
-      ${BUILD_OUTPUT_ROOT_DIRECTORY}/${LIBRARY_NAME}${CMAKE_SHARED_LIBRARY_SUFFIX}.${ARROW_ABI_VERSION}
-      COPYONLY)
-  configure_file(${${library_path}}.${ARROW_SO_VERSION}
-      ${BUILD_OUTPUT_ROOT_DIRECTORY}/${LIBRARY_NAME}${CMAKE_SHARED_LIBRARY_SUFFIX}.${ARROW_SO_VERSION}
-      COPYONLY)
+
+  if (APPLE)
+    configure_file(${LIBRARY_DIR}/${LIBRARY_NAME}.${ARROW_ABI_VERSION}${CMAKE_SHARED_LIBRARY_SUFFIX}
+        ${BUILD_OUTPUT_ROOT_DIRECTORY}/${LIBRARY_NAME}.${ARROW_ABI_VERSION}${CMAKE_SHARED_LIBRARY_SUFFIX}
+        COPYONLY)
+    configure_file(${LIBRARY_DIR}/${LIBRARY_NAME}.${ARROW_SO_VERSION}${CMAKE_SHARED_LIBRARY_SUFFIX}
+        ${BUILD_OUTPUT_ROOT_DIRECTORY}/${LIBRARY_NAME}.${ARROW_SO_VERSION}${CMAKE_SHARED_LIBRARY_SUFFIX}
+        COPYONLY)
+  else()
+    configure_file(${${library_path}}.${ARROW_ABI_VERSION}
+        ${BUILD_OUTPUT_ROOT_DIRECTORY}/${LIBRARY_NAME}${CMAKE_SHARED_LIBRARY_SUFFIX}.${ARROW_ABI_VERSION}
+        COPYONLY)
+    configure_file(${${library_path}}.${ARROW_SO_VERSION}
+        ${BUILD_OUTPUT_ROOT_DIRECTORY}/${LIBRARY_NAME}${CMAKE_SHARED_LIBRARY_SUFFIX}.${ARROW_SO_VERSION}
+        COPYONLY)
+  endif()
+
   SET(ARROW_SHARED_LIB
       ${BUILD_OUTPUT_ROOT_DIRECTORY}/${LIBRARY_NAME}${CMAKE_SHARED_LIBRARY_SUFFIX})
 endfunction(bundle_arrow_lib)
diff --git a/python/setup.py b/python/setup.py
index 148224afb05..108a63fa92c 100644
--- a/python/setup.py
+++ b/python/setup.py
@@ -219,7 +219,12 @@ def move_lib(lib_name):
             lib_filename = (shared_library_prefix + lib_name +
                             shared_library_suffix)
             # Also copy libraries with ABI/SO version suffix
-            libs = glob.glob(pjoin(self.build_type, lib_filename) + '*')
+            if sys.platform == 'darwin':
+                lib_pattern = (shared_library_prefix + lib_name +
+                               ".*" + shared_library_suffix[1:])
+                libs = glob.glob(pjoin(self.build_type, lib_pattern))
+            else:
+                libs = glob.glob(pjoin(self.build_type, lib_filename) + '*')
             # Longest suffix library should be copied, all others symlinked
             libs.sort(key=lambda s: -len(s))
             print(libs, libs[0])