diff --git a/.github/workflows/code_style.yml b/.github/workflows/code_style.yml
index 8417264373a0..b08e06c0303a 100644
--- a/.github/workflows/code_style.yml
+++ b/.github/workflows/code_style.yml
@@ -36,9 +36,9 @@ jobs:
     steps:
       - uses: actions/checkout@v4
       - name: Run clang-format style check for C/C++
-        uses: jidicula/clang-format-action@v4.11.0
+        uses: jidicula/clang-format-action@v4.13.0
         with:
-          clang-format-version: '15'
+          clang-format-version: '18'
           check-path: ${{ matrix.path['check'] }}
           fallback-style: 'Google' # optional
 
diff --git a/cpp/core/jni/JniCommon.h b/cpp/core/jni/JniCommon.h
index 1d784f3a5eda..817624c8dcd1 100644
--- a/cpp/core/jni/JniCommon.h
+++ b/cpp/core/jni/JniCommon.h
@@ -237,7 +237,7 @@ class SafeNativeArray {
 
  private:
   SafeNativeArray(JNIEnv* env, JavaArrayType javaArray, JniNativeArrayType nativeArray)
-      : env_(env), javaArray_(javaArray), nativeArray_(nativeArray){};
+      : env_(env), javaArray_(javaArray), nativeArray_(nativeArray) {};
 
   JNIEnv* env_;
   JavaArrayType javaArray_;
diff --git a/cpp/core/utils/ObjectStore.h b/cpp/core/utils/ObjectStore.h
index 5a38a1af3331..1580035c8e1a 100644
--- a/cpp/core/utils/ObjectStore.h
+++ b/cpp/core/utils/ObjectStore.h
@@ -92,7 +92,7 @@ class ObjectStore {
 
   void release0(ResourceHandle handle);
 
-  ObjectStore(StoreHandle storeId) : storeId_(storeId){};
+  ObjectStore(StoreHandle storeId) : storeId_(storeId) {};
   StoreHandle storeId_;
   ResourceMap<std::shared_ptr<void>> store_;
   std::set<ResourceHandle> aliveObjects_;
diff --git a/cpp/core/utils/macros.h b/cpp/core/utils/macros.h
index fef8ae1e75de..55a38ef600c1 100644
--- a/cpp/core/utils/macros.h
+++ b/cpp/core/utils/macros.h
@@ -105,4 +105,4 @@
 #define TIME_NANO_TO_STRING(time) \
   (time > 1e7 ? time / 1e6 : ((time > 1e4) ? time / 1e3 : time)) << (time > 1e7 ? "ms" : (time > 1e4 ? "us" : "ns"))
 
-#define ROUND_TO_LINE(n, round) (((n) + (round)-1) & ~((round)-1))
+#define ROUND_TO_LINE(n, round) (((n) + (round) - 1) & ~((round) - 1))
diff --git a/cpp/core/utils/qpl/qpl_codec.cc b/cpp/core/utils/qpl/qpl_codec.cc
index a1d6970b265c..39d626eb4eee 100644
--- a/cpp/core/utils/qpl/qpl_codec.cc
+++ b/cpp/core/utils/qpl/qpl_codec.cc
@@ -30,7 +30,7 @@ class HardwareCodecDeflateQpl {
   /// RET_ERROR stands for hardware codec fail,need fallback to software codec.
   static constexpr int64_t RET_ERROR = -1;
 
-  explicit HardwareCodecDeflateQpl(qpl_compression_levels compressionLevel) : compressionLevel_(compressionLevel){};
+  explicit HardwareCodecDeflateQpl(qpl_compression_levels compressionLevel) : compressionLevel_(compressionLevel) {};
 
   int64_t doCompressData(const uint8_t* source, uint32_t source_size, uint8_t* dest, uint32_t dest_size) const {
     uint32_t job_id;
@@ -99,7 +99,7 @@ class HardwareCodecDeflateQpl {
 
 class SoftwareCodecDeflateQpl final {
  public:
-  explicit SoftwareCodecDeflateQpl(qpl_compression_levels compressionLevel) : compressionLevel_(compressionLevel){};
+  explicit SoftwareCodecDeflateQpl(qpl_compression_levels compressionLevel) : compressionLevel_(compressionLevel) {};
 
   ~SoftwareCodecDeflateQpl() {
     if (swJob) {
diff --git a/cpp/velox/operators/plannodes/RowVectorStream.h b/cpp/velox/operators/plannodes/RowVectorStream.h
index c72e9137f4a4..91a378e9780f 100644
--- a/cpp/velox/operators/plannodes/RowVectorStream.h
+++ b/cpp/velox/operators/plannodes/RowVectorStream.h
@@ -88,7 +88,7 @@ class ValueStreamNode final : public facebook::velox::core::PlanNode {
   }
 
  private:
-  void addDetails(std::stringstream& stream) const override{};
+  void addDetails(std::stringstream& stream) const override {};
 
   const facebook::velox::RowTypePtr outputType_;
   std::unique_ptr<RowVectorStream> valueStream_;
diff --git a/cpp/velox/tests/VeloxShuffleWriterTest.cc b/cpp/velox/tests/VeloxShuffleWriterTest.cc
index 7cbfbcd79cc9..47b751dcea21 100644
--- a/cpp/velox/tests/VeloxShuffleWriterTest.cc
+++ b/cpp/velox/tests/VeloxShuffleWriterTest.cc
@@ -165,11 +165,7 @@ TEST_P(HashPartitioningShuffleWriter, hashPart1Vector) {
       makeFlatVector<int32_t>(
           4, [](vector_size_t row) { return row % 2; }, nullEvery(5), DATE()),
       makeFlatVector<Timestamp>(
-          4,
-          [](vector_size_t row) {
-            return Timestamp{row % 2, 0};
-          },
-          nullEvery(5)),
+          4, [](vector_size_t row) { return Timestamp{row % 2, 0}; }, nullEvery(5)),
   });
 
   auto rowType = facebook::velox::asRowType(vector->type());
diff --git a/dev/formatcppcode.sh b/dev/formatcppcode.sh
index 4ce4155f78b6..00b20b668e3c 100755
--- a/dev/formatcppcode.sh
+++ b/dev/formatcppcode.sh
@@ -1,13 +1,25 @@
 cd `dirname $0`
 
-# Check if clang-format-15 is installed
-if ! command -v clang-format-15 &> /dev/null
-then
-    echo "clang-format-15 could not be found"
-    echo "Installing clang-format-15..."
-    sudo apt update
-    sudo apt install clang-format-15
+CLANG_FORMAT_CMD=""
+if [ "$(uname)" == "Darwin" ]; then
+    CLANG_FORMAT_CMD="clang-format"
+    if ! command -v $CLANG_FORMAT_CMD &> /dev/null
+    then
+        echo "$CLANG_FORMAT_CMD could not be found"
+        echo "Installing $CLANG_FORMAT_CMD..."
+        sudo brew install $CLANG_FORMAT_CMD
+    fi
+else
+    CLANG_FORMAT_CMD="clang-format-18"
+    if ! command -v $CLANG_FORMAT_CMD &> /dev/null
+    then
+        echo "$CLANG_FORMAT_CMD could not be found"
+        echo "Installing $CLANG_FORMAT_CMD..."
+        sudo apt update
+        sudo apt install $CLANG_FORMAT_CMD
+    fi
 fi
 
-find ../cpp/core -regex '.*\.\(cc\|hpp\|cu\|c\|h\)' -exec clang-format-15 -style=file -i {} \;
-find ../cpp/velox -regex '.*\.\(cc\|hpp\|cu\|c\|h\)' -exec clang-format-15 -style=file -i {} \;
\ No newline at end of file
+echo "OS: $(uname), CLANG_FORMAT_CMD: ${CLANG_FORMAT_CMD}"
+find ../cpp/core -type f \( -name "*.cc" -o  -name "*.hpp" -o  -name "*.cu" -o  -name "*.c" -o -name "*.h" \) | xargs ${CLANG_FORMAT_CMD} -style=file -i
+find ../cpp/velox -type f \( -name "*.cc" -o  -name "*.hpp" -o  -name "*.cu" -o  -name "*.c" -o -name "*.h" \) | xargs ${CLANG_FORMAT_CMD} -style=file -i