diff --git a/be/src/io/fs/azure_obj_storage_client.cpp b/be/src/io/fs/azure_obj_storage_client.cpp
index b7ff0a88887ba9..043886672a2af3 100644
--- a/be/src/io/fs/azure_obj_storage_client.cpp
+++ b/be/src/io/fs/azure_obj_storage_client.cpp
@@ -58,6 +58,7 @@ auto base64_encode_part_num(int part_num) {
 }
 
 constexpr char SAS_TOKEN_URL_TEMPLATE[] = "https://{}.blob.core.windows.net/{}/{}{}";
+constexpr char BlobNotFound[] = "BlobNotFound";
 } // namespace
 
 namespace doris::io {
@@ -105,17 +106,30 @@ struct AzureBatchDeleter {
             return resp;
         }
 
-        auto get_defer_response = [](const auto& defer) {
-            // DeferredResponse<Models::DeleteBlobResult> might throw exception
-            if (!defer.GetResponse().Value.Deleted) {
-                throw Exception(Status::IOError<false>("Batch delete failed"));
-            }
-        };
         for (auto&& defer_response : deferred_resps) {
-            auto response =
-                    do_azure_client_call([&]() { get_defer_response(defer_response); }, _opts);
-            if (response.status.code != ErrorCode::OK) {
-                return response;
+            try {
+                auto r = defer_response.GetResponse();
+                if (!r.Value.Deleted) {
+                    auto msg = fmt::format("Azure batch delete failed, path msg {}",
+                                           wrap_object_storage_path_msg(_opts));
+                    LOG_WARNING(msg);
+                    return {.status = convert_to_obj_response(
+                                    Status::InternalError<false>(std::move(msg)))};
+                }
+            } catch (Azure::Core::RequestFailedException& e) {
+                if (Azure::Core::Http::HttpStatusCode::NotFound == e.StatusCode &&
+                    0 == strcmp(e.ErrorCode.c_str(), BlobNotFound)) {
+                    continue;
+                }
+                auto msg = fmt::format(
+                        "Azure request failed because {}, error msg {}, http code {}, path msg {}",
+                        e.what(), e.Message, static_cast<int>(e.StatusCode),
+                        wrap_object_storage_path_msg(_opts));
+                LOG_WARNING(msg);
+                return {.status = convert_to_obj_response(
+                                Status::InternalError<false>(std::move(msg))),
+                        .http_code = static_cast<int>(e.StatusCode),
+                        .request_id = std::move(e.RequestId)};
             }
         }
 
diff --git a/cloud/src/recycler/azure_obj_client.cpp b/cloud/src/recycler/azure_obj_client.cpp
index b5cd3e76d8ec20..163c9b43559f44 100644
--- a/cloud/src/recycler/azure_obj_client.cpp
+++ b/cloud/src/recycler/azure_obj_client.cpp
@@ -39,6 +39,7 @@ using namespace Azure::Storage::Blobs;
 namespace doris::cloud {
 
 constexpr size_t BlobBatchMaxOperations = 256;
+constexpr char BlobNotFound[] = "BlobNotFound";
 
 template <typename Func>
 ObjectStorageResponse do_azure_client_call(Func f, const ObjectStoragePathOptions& opts) {
@@ -78,18 +79,27 @@ struct AzureBatchDeleter {
             return resp;
         }
 
-        auto get_defer_response = [](const auto& defer) {
-            // DeferredResponse<Models::DeleteBlobResult> might throw exception
-            if (!defer.GetResponse().Value.Deleted) {
-                throw std::runtime_error("Batch delete blobs failed");
-            }
-        };
-
         for (auto&& defer_response : deferred_resps) {
-            auto response =
-                    do_azure_client_call([&]() { get_defer_response(defer_response); }, _opts);
-            if (response.ret != 0) {
-                return response;
+            try {
+                auto r = defer_response.GetResponse();
+                if (!r.Value.Deleted) {
+                    LOG_INFO("Azure batch delete failed, bucket {}, key {}, prefix {}, endpoint {}",
+                             _opts.bucket, _opts.key, _opts.prefix, _opts.endpoint);
+                    return {-1};
+                }
+            } catch (Azure::Storage::StorageException& e) {
+                if (Azure::Core::Http::HttpStatusCode::NotFound == e.StatusCode &&
+                    0 == strcmp(e.ErrorCode.c_str(), BlobNotFound)) {
+                    continue;
+                }
+                auto msg = fmt::format(
+                        "Azure request failed because {}, http code {}, request id {}, bucket {}, "
+                        "key {}, "
+                        "prefix {}, endpoint {}",
+                        e.Message, static_cast<int>(e.StatusCode), e.RequestId, _opts.bucket,
+                        _opts.key, _opts.prefix, _opts.endpoint);
+                LOG_WARNING(msg);
+                return {-1, std::move(msg)};
             }
         }