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 bbb94c9d6f..8f7ef5a3ee 100644
--- a/tools/ci_build/github/azure-pipelines/mac-ci-pipeline.yml
+++ b/tools/ci_build/github/azure-pipelines/mac-ci-pipeline.yml
@@ -3,4 +3,5 @@ jobs:
   parameters:
     AllowReleasedOpsetOnly: 0
     BuildForAllArchs: false
-    AdditionalBuildFlags: --build_objc --enable_language_interop_ops --build_wheel
\ No newline at end of file
+    AdditionalBuildFlags: --build_objc --enable_language_interop_ops --build_wheel
+    WithCache: true
diff --git a/tools/ci_build/github/azure-pipelines/templates/mac-ci.yml b/tools/ci_build/github/azure-pipelines/templates/mac-ci.yml
index 56bf153c00..280c321033 100644
--- a/tools/ci_build/github/azure-pipelines/templates/mac-ci.yml
+++ b/tools/ci_build/github/azure-pipelines/templates/mac-ci.yml
@@ -17,6 +17,11 @@ parameters:
   displayName: Build for all CPU ARCHs
   type: boolean
 
+- name: WithCache
+  displayName: Build with Cache
+  type: boolean
+  default: false
+
 jobs:
 - job: MacOS_C_API_Packaging_CPU_x64
   workspace:
@@ -25,6 +30,7 @@ jobs:
     MACOSX_DEPLOYMENT_TARGET: '10.14'
     ALLOW_RELEASED_ONNX_OPSET_ONLY: ${{ parameters.AllowReleasedOpsetOnly }}
     CCACHE_DIR: $(Pipeline.Workspace)/ccache
+    TODAY: $[format('{0:dd}{0:MM}{0:yyyy}', pipeline.startTime)]
   pool:
     vmImage: 'macOS-11'
   timeoutInMinutes:  300
@@ -48,14 +54,16 @@ jobs:
         brew install ccache
         echo "##vso[task.prependpath]/usr/local/opt/ccache/libexec"
       displayName: Install ccache and update PATH to use linked versions of gcc, cc, etc
+      condition: eq(${{ parameters.WITHCACHE }}, true)
 
     - task: Cache@2
       inputs:
-        key: 'ccache | "$(Agent.OS)" | protocol | "$(Build.SourceVersion)" '
+        key:  ' "$(TODAY)" | ccache | protocol | "$(Build.SourceVersion)" '
         path: $(CCACHE_DIR)
         restoreKeys: |
-          ccache | "$(Agent.OS)" | protocol
+          "$(TODAY)" | ccache | protocol
       displayName: ccache protocol
+      condition: eq(${{ parameters.WITHCACHE }}, true)
 
     - script: |
         set -e -x
@@ -73,14 +81,16 @@ jobs:
         ccache -s
         ccache -z
       displayName: Show Cache stats and Clear protolbuf stats.
+      condition: eq(${{ parameters.WITHCACHE }}, true)
 
     - task: Cache@2
       inputs:
-        key: 'ccache | "$(Agent.OS)" | onnxruntime | "$(Build.SourceVersion)" '
+        key: ' "$(TODAY)" | ccache  | onnxruntime | "$(Build.SourceVersion)" '
         path: $(CCACHE_DIR)
         restoreKeys: |
-          ccache | "$(Agent.OS)" | onnxruntime
+          "$(TODAY)" | ccache | onnxruntime
       displayName: ccache MacOS Build
+      condition: eq(${{ parameters.WITHCACHE }}, true)
 
     - ${{ if eq(parameters.BuildForAllArchs, true) }}:
       - template: mac-packaging.yml
@@ -109,6 +119,7 @@ jobs:
         ccache -s
         ccache -z
       displayName: Show Cache stats
+      condition: eq(${{ parameters.WITHCACHE }}, true)
 
     - task: PublishPipelineArtifact@1
       inputs: