diff --git a/.github/workflows/03-macos-linux-build.yml b/.github/workflows/03-macos-linux-build.yml
index 1dd1e45c..66e814fe 100644
--- a/.github/workflows/03-macos-linux-build.yml
+++ b/.github/workflows/03-macos-linux-build.yml
@@ -40,6 +40,11 @@ jobs:
         with:
           submodules: recursive
 
+      - name: Setup ccache
+        uses: hendrikmuhs/ccache-action@v1.2
+        with:
+          key: ${{ inputs.platform }}-${{ inputs.os }}
+
       - name: Set up Python
         uses: actions/setup-python@v6
         with:
@@ -95,18 +100,20 @@ jobs:
         run: |
           cd "$GITHUB_WORKSPACE"
 
-          CMAKE_GENERATOR="Unix Makefiles" \
+          CMAKE_GENERATOR="Ninja" \
           CMAKE_BUILD_PARALLEL_LEVEL="$NPROC" \
           python -m pip install -v . \
             --no-build-isolation \
-            --config-settings='cmake.define.BUILD_TOOLS="ON"' \
+            --config-settings='cmake.define.BUILD_TOOLS=ON' \
+            --config-settings='cmake.define.CMAKE_C_COMPILER_LAUNCHER=ccache' \
+            --config-settings='cmake.define.CMAKE_CXX_COMPILER_LAUNCHER=ccache' \
             ${{ matrix.arch_flag }}
         shell: bash
 
       - name: Run C++ Tests
         run: |
           cd "$GITHUB_WORKSPACE/build"
-          make unittest -j$NPROC
+          cmake --build . --target unittest --parallel $NPROC
         shell: bash
 
       - name: Run Python Tests
@@ -119,8 +126,10 @@ jobs:
         run: |
           cd "$GITHUB_WORKSPACE/examples/c++"
           mkdir build && cd build
-          cmake .. -DCMAKE_BUILD_TYPE=Release
-          make -j $NPROC
+          cmake .. -G Ninja -DCMAKE_BUILD_TYPE=Release \
+            -DCMAKE_C_COMPILER_LAUNCHER=ccache \
+            -DCMAKE_CXX_COMPILER_LAUNCHER=ccache
+          cmake --build . --parallel $NPROC
           ./db-example
           ./core-example
           ./ailego-example
@@ -130,8 +139,10 @@ jobs:
         run: |
           cd "$GITHUB_WORKSPACE/examples/c"
           mkdir build && cd build
-          cmake .. -DCMAKE_BUILD_TYPE=Release
-          make -j $NPROC
+          cmake .. -G Ninja -DCMAKE_BUILD_TYPE=Release \
+            -DCMAKE_C_COMPILER_LAUNCHER=ccache \
+            -DCMAKE_CXX_COMPILER_LAUNCHER=ccache
+          cmake --build . --parallel $NPROC
           ./c_api_basic_example
           ./c_api_collection_schema_example
           ./c_api_doc_example
diff --git a/.github/workflows/04-android-build.yml b/.github/workflows/04-android-build.yml
index 092bacb3..ede1c9ba 100644
--- a/.github/workflows/04-android-build.yml
+++ b/.github/workflows/04-android-build.yml
@@ -25,11 +25,6 @@ jobs:
       matrix:
         abi: [x86_64]
         api: ${{ github.event.inputs.api && fromJSON(format('["{0}"]', github.event.inputs.api)) || fromJSON('["34"]') }}
-    env:
-      CCACHE_BASEDIR: ${{ github.workspace }}
-      CCACHE_NOHASHDIR: '1'
-      CCACHE_SLOPPINESS: clang_index_store,file_stat_matches,include_file_mtime,locale,time_macros
-
     steps:
       # ── Environment setup ──────────────────────────────────────────────
       - name: Checkout
@@ -42,15 +37,12 @@ jobs:
           sudo apt-get update
           sudo apt-get install -y --no-install-recommends \
             cmake ninja-build git ca-certificates python3 \
-            build-essential make ccache unzip curl
+            build-essential make unzip curl
 
-      - name: Cache ccache
-        uses: actions/cache@v5
+      - name: Setup ccache
+        uses: hendrikmuhs/ccache-action@v1.2
         with:
-          path: ~/.ccache
-          key: ${{ runner.os }}-ccache-android-${{ matrix.abi }}-${{ github.sha }}
-          restore-keys: |
-            ${{ runner.os }}-ccache-android-${{ matrix.abi }}-
+          key: android-${{ matrix.abi }}
 
       - name: Setup Java 17
         uses: actions/setup-java@v5
diff --git a/.github/workflows/06-ios-build.yml b/.github/workflows/06-ios-build.yml
index 26ffbbfc..bdc65282 100644
--- a/.github/workflows/06-ios-build.yml
+++ b/.github/workflows/06-ios-build.yml
@@ -31,6 +31,11 @@ jobs:
         with:
           submodules: recursive
 
+      - name: Setup ccache
+        uses: hendrikmuhs/ccache-action@v1.2
+        with:
+          key: ios-${{ matrix.platform }}
+
       - name: Cache host protoc build
         uses: actions/cache@v5
         with:
@@ -42,7 +47,9 @@ jobs:
       - name: Build host protoc
         run: |
           if [ ! -f "build_host/bin/protoc" ]; then
-            cmake -S . -B build_host -DCMAKE_BUILD_TYPE=Release -DCMAKE_POLICY_VERSION_MINIMUM=3.5
+            cmake -S . -B build_host -DCMAKE_BUILD_TYPE=Release -DCMAKE_POLICY_VERSION_MINIMUM=3.5 \
+              -DCMAKE_C_COMPILER_LAUNCHER=ccache \
+              -DCMAKE_CXX_COMPILER_LAUNCHER=ccache
             cmake --build build_host --target protoc --parallel $(sysctl -n hw.ncpu)
           else
             echo "Using cached host protoc"
@@ -72,7 +79,9 @@ jobs:
             -DCMAKE_INSTALL_PREFIX="./install" \
             -DGLOBAL_CC_PROTOBUF_PROTOC="$GITHUB_WORKSPACE/build_host/bin/protoc" \
             -DIOS=ON \
-            -DCMAKE_POLICY_VERSION_MINIMUM=3.5
+            -DCMAKE_POLICY_VERSION_MINIMUM=3.5 \
+            -DCMAKE_C_COMPILER_LAUNCHER=ccache \
+            -DCMAKE_CXX_COMPILER_LAUNCHER=ccache
 
           cmake --build build_ios_${{ matrix.platform }} --parallel $NPROC
 
diff --git a/.github/workflows/clang_tidy.yml b/.github/workflows/clang_tidy.yml
index 49e85eb6..67c63c8a 100644
--- a/.github/workflows/clang_tidy.yml
+++ b/.github/workflows/clang_tidy.yml
@@ -29,11 +29,18 @@ jobs:
           sudo apt-get update
           sudo apt-get install -y clang-tidy=1:18.0-59~exp2 cmake ninja-build
 
+      - name: Setup ccache
+        uses: hendrikmuhs/ccache-action@v1.2
+        with:
+          key: clang-tidy
+
       - name: Configure CMake and export compile commands
         run: |
           cmake -S . -B build -G Ninja \
             -DCMAKE_EXPORT_COMPILE_COMMANDS=ON \
-            -DBUILD_TOOLS=ON
+            -DBUILD_TOOLS=ON \
+            -DCMAKE_C_COMPILER_LAUNCHER=ccache \
+            -DCMAKE_CXX_COMPILER_LAUNCHER=ccache
 
       - name: Collect changed C/C++ files
         id: changed_files