diff --git a/tools/ci_build/github/azure-pipelines/mac-coreml-ci-pipeline.yml b/tools/ci_build/github/azure-pipelines/mac-coreml-ci-pipeline.yml
index e2d9d03561..dd1793921c 100644
--- a/tools/ci_build/github/azure-pipelines/mac-coreml-ci-pipeline.yml
+++ b/tools/ci_build/github/azure-pipelines/mac-coreml-ci-pipeline.yml
@@ -1,21 +1,34 @@
 jobs:
 - job: CoreML_CI
+  workspace:
+    clean: all
   pool:
     vmImage: 'macOS-12'
   variables:
     MACOSX_DEPLOYMENT_TARGET: '10.14'
+    TODAY: $[format('{0:dd}{0:MM}{0:yyyy}', pipeline.startTime)]
+    CCACHE_DIR: '$(Pipeline.Workspace)/ccache'
   timeoutInMinutes: 120
   steps:
   - script: brew install coreutils ninja
     displayName: Install coreutils and ninja
 
-  - script: |
-      python3 tools/ci_build/build.py \
-      --build_dir build \
-      --skip_submodule_sync \
-      --cmake_generator=Ninja \
-      --parallel \
-      --build_shared_lib \
-      --config Debug \
-      --use_coreml
-    displayName: CoreML EP, Build and Test on macOS
\ No newline at end of file
+  - template: templates/mac-build-step-with-cache.yml
+    parameters:
+      TODAY: $(TODAY)
+      AdditionalKey: coreml
+      CACHE_DIR: $(CCACHE_DIR)
+      BuildStep:
+      - script: |
+          python3 tools/ci_build/build.py \
+          --build_dir build \
+          --skip_submodule_sync \
+          --cmake_generator=Ninja \
+          --parallel \
+          --build_shared_lib \
+          --config Debug \
+          --use_cache \
+          --use_coreml
+        displayName: CoreML EP, Build and Test on macOS
+        env:
+          CCACHE_COMPILERCHECK: content
diff --git a/tools/ci_build/github/azure-pipelines/templates/mac-build-step-with-cache.yml b/tools/ci_build/github/azure-pipelines/templates/mac-build-step-with-cache.yml
new file mode 100644
index 0000000000..68fe83a52d
--- /dev/null
+++ b/tools/ci_build/github/azure-pipelines/templates/mac-build-step-with-cache.yml
@@ -0,0 +1,42 @@
+# It's used for compilation with cache in Mac Host.
+
+parameters:
+- name: TODAY
+  type: string
+
+- name: BuildStep
+  type: stepList
+
+- name: AdditionalKey
+  type: string
+
+- name: CACHE_DIR
+  type: string
+
+steps:
+  - script: |
+      brew install ccache
+      echo "##vso[task.prependpath]/usr/local/opt/ccache/libexec"
+      mkdir -p "${{ parameters.CACHE_DIR }}"
+    displayName: Install ccache and update PATH to use linked versions of gcc, cc, etc
+
+  - task: Cache@2
+    inputs:
+      key:  ' "${{parameters.TODAY}}" | ${{parameters.AdditionalKey}} | "$(Build.SourceVersion)" '
+      path: ${{ parameters.CACHE_DIR }}
+      restoreKeys: |
+        "${{parameters.TODAY}}" | ${{parameters.AdditionalKey}}
+    displayName: ccache task
+
+  - ${{ parameters.BuildStep }}
+
+  - script: |
+      set -ex
+      ccache -s
+      ccache -z
+      ls -l "${{ parameters.CACHE_DIR }}"
+      du -sh "${{ parameters.CACHE_DIR }}"
+    displayName: Show Cache stats and Clear stats.
+    env:
+      CCACHE_DIR: ${{parameters.CACHE_DIR}}
+    condition: always()