diff --git a/cpp/include/gar/utils/filesystem.h b/cpp/include/gar/utils/filesystem.h
index 5313a4dd2..a224c5f20 100644
--- a/cpp/include/gar/utils/filesystem.h
+++ b/cpp/include/gar/utils/filesystem.h
@@ -116,6 +116,11 @@ class FileSystem {
   Result<IdType> GetFileNumOfDir(const std::string& dir_path,
                                  bool recursive = false) const noexcept;
 
+  /**
+   * Shutdown the S3 APIs if the FileSystem is for S3 job.
+   */
+  static Status FinalizeS3();
+
  private:
   std::shared_ptr<arrow::fs::FileSystem> arrow_fs_;
 };
diff --git a/cpp/src/filesystem.cc b/cpp/src/filesystem.cc
index 07b0c82ef..6240c3938 100644
--- a/cpp/src/filesystem.cc
+++ b/cpp/src/filesystem.cc
@@ -13,6 +13,8 @@ See the License for the specific language governing permissions and
 limitations under the License.
 */
 
+#include <iostream>
+
 #include "arrow/adapters/orc/adapter.h"
 #include "arrow/api.h"
 #include "arrow/csv/api.h"
@@ -296,6 +298,15 @@ Result<std::shared_ptr<FileSystem>> FileSystemFromUriOrPath(
   return std::make_shared<FileSystem>(arrow_fs);
 }
 
+// NB: bring by arrow 12.0.0
+// https://github.com/apache/arrow/blob/main/cpp/src/arrow/filesystem/s3fs.h#L340-L341
+Status FileSystem::FinalizeS3() {
+#if defined(ARROW_VERSION) && ARROW_VERSION >= 12000000
+  RETURN_NOT_ARROW_OK(arrow::fs::FinalizeS3());
+#endif
+  return Status::OK();
+}
+
 /// template specialization for std::string
 template Result<IdType> FileSystem::ReadFileToValue<IdType>(
     const std::string&) const noexcept;
diff --git a/cpp/test/test_info.cc b/cpp/test/test_info.cc
index aebc31353..29cb776a0 100644
--- a/cpp/test/test_info.cc
+++ b/cpp/test/test_info.cc
@@ -380,4 +380,5 @@ TEST_CASE("test_graph_info_load_from_s3") {
   const auto& edge_infos = graph_info.GetEdgeInfos();
   REQUIRE(vertex_infos.size() == 8);
   REQUIRE(edge_infos.size() == 23);
+  REQUIRE(GAR_NAMESPACE::FileSystem::FinalizeS3().ok());
 }