diff --git a/cmake/onnxruntime.cmake b/cmake/onnxruntime.cmake
index 31579d9375..6ad7f009c2 100644
--- a/cmake/onnxruntime.cmake
+++ b/cmake/onnxruntime.cmake
@@ -32,15 +32,24 @@ target_include_directories(onnxruntime PRIVATE ${ONNXRUNTIME_ROOT})
 onnxruntime_add_include_to_target(onnxruntime gsl)
 
 if(UNIX)
-  set(BEGIN_WHOLE_ARCHIVE -Xlinker --whole-archive)
-  set(END_WHOLE_ARCHIVE -Xlinker --no-whole-archive)
-  set(ONNXRUNTIME_SO_LINK_FLAG "-Xlinker --version-script=${SYMBOL_FILE} -Xlinker --no-undefined")
+  if (APPLE)
+    set(BEGIN_WHOLE_ARCHIVE -Xlinker -all_load)
+    set(END_WHOLE_ARCHIVE -Xlinker -noall_load)
+  else()
+    set(BEGIN_WHOLE_ARCHIVE -Xlinker --whole-archive)
+    set(END_WHOLE_ARCHIVE -Xlinker --no-whole-archive)
+    set(ONNXRUNTIME_SO_LINK_FLAG "-Xlinker --version-script=${SYMBOL_FILE} -Xlinker --no-undefined")
+  endif()
 else()
   set(ONNXRUNTIME_SO_LINK_FLAG "-DEF:${SYMBOL_FILE}")
 endif()
 
 if (NOT WIN32)
-  set(CMAKE_SHARED_LINKER_FLAGS "${CMAKE_SHARED_LINKER_FLAGS} -Wl,-rpath='$ORIGIN'")
+  if (APPLE)
+    set_target_properties(onnxruntime PROPERTIES INSTALL_RPATH "@loader_path")
+  else()
+    set(CMAKE_SHARED_LINKER_FLAGS "${CMAKE_SHARED_LINKER_FLAGS} -Wl,-rpath='$ORIGIN'")
+  endif()
 endif()
 
 #The BEGIN_WHOLE_ARCHIVE/END_WHOLE_ARCHIVE part should contain the implementations of all the C API functions
diff --git a/tools/ci_build/github/azure-pipelines/mac-ci-pipeline.yml b/tools/ci_build/github/azure-pipelines/mac-ci-pipeline.yml
index 55b6f4234a..c81271622b 100644
--- a/tools/ci_build/github/azure-pipelines/mac-ci-pipeline.yml
+++ b/tools/ci_build/github/azure-pipelines/mac-ci-pipeline.yml
@@ -5,7 +5,7 @@ jobs:
   steps:
     - script: |
         sudo xcode-select --switch /Applications/Xcode_10.app/Contents/Developer
-        ./build.sh --skip_submodule_sync --parallel
+        ./build.sh --skip_submodule_sync --parallel --build_shared_lib
       displayName: 'Command Line Script'
 
     - template: templates/clean-agent-build-directory-step.yml
\ No newline at end of file