diff --git a/be/src/storage/replication_utils.cpp b/be/src/storage/replication_utils.cpp
index 95fe92d7fbaea..011ac8d0e8c77 100644
--- a/be/src/storage/replication_utils.cpp
+++ b/be/src/storage/replication_utils.cpp
@@ -30,6 +30,7 @@
 #include "http/http_client.h"
 #include "runtime/client_cache.h"
 #include "service/backend_options.h"
+#include "util/network_util.h"
 #include "util/string_parser.hpp"
 #include "util/thrift_rpc_helper.h"
 
@@ -247,9 +248,9 @@ Status ReplicationUtils::download_remote_snapshot(
     return Status::OK();
 #else
 
-    std::string remote_url_prefix =
-            strings::Substitute("http://$0:$1$2?token=$3&type=V2&file=$4/$5/$6/", host, http_port, HTTP_REQUEST_PREFIX,
-                                remote_token, remote_snapshot_path, remote_tablet_id, remote_schema_hash);
+    std::string remote_url_prefix = strings::Substitute(
+            "http://$0$1?token=$2&type=V2&file=$3/$4/$5/", get_host_port(host, http_port), HTTP_REQUEST_PREFIX,
+            remote_token, remote_snapshot_path, remote_tablet_id, remote_schema_hash);
 
     std::vector<string> file_name_list;
     std::vector<int64_t> file_size_list;
@@ -286,7 +287,7 @@ Status ReplicationUtils::download_remote_snapshot(
             estimate_timeout_sec = config::replication_min_speed_time_seconds;
         }
 
-        VLOG(2) << "Downloading " << remote_file_url << ", bytes: " << file_size
+        VLOG(2) << "Downloading " << remote_file_name << ", bytes: " << file_size
                 << ", timeout: " << estimate_timeout_sec << "s";
 
         RETURN_IF_ERROR(download_remote_file(remote_file_url, estimate_timeout_sec,
@@ -322,8 +323,8 @@ StatusOr<std::string> ReplicationUtils::download_remote_snapshot_file(
 #else
 
     std::string remote_file_url = strings::Substitute(
-            "http://$0:$1$2?token=$3&type=V2&file=$4/$5/$6/$7", host, http_port, HTTP_REQUEST_PREFIX, remote_token,
-            remote_snapshot_path, remote_tablet_id, remote_schema_hash, file_name);
+            "http://$0$1?token=$2&type=V2&file=$3/$4/$5/$6", get_host_port(host, http_port), HTTP_REQUEST_PREFIX,
+            remote_token, remote_snapshot_path, remote_tablet_id, remote_schema_hash, file_name);
 
     std::string file_content;
     file_content.reserve(4 * 1024 * 1024);
diff --git a/be/src/storage/task/engine_clone_task.cpp b/be/src/storage/task/engine_clone_task.cpp
index 3c7166b64bb2d..d37bdd676e3af 100644
--- a/be/src/storage/task/engine_clone_task.cpp
+++ b/be/src/storage/task/engine_clone_task.cpp
@@ -413,8 +413,9 @@ Status EngineCloneTask::_clone_copy(DataDir& data_dir, const string& local_data_
         st = _download_files(&data_dir, download_url, local_path);
         (void)_release_snapshot(src.host, src.be_port, snapshot_path);
         if (!st.ok()) {
-            LOG(WARNING) << "Fail to download snapshot from " << download_url << ": " << st.to_string()
-                         << " tablet:" << _clone_req.tablet_id;
+            LOG(WARNING) << "Fail to download snapshot " << snapshot_path << " from "
+                         << get_host_port(src.host, src.http_port) << ", status: " << st
+                         << ", tablet_id:" << _clone_req.tablet_id << ", schema_hash:" << _clone_req.schema_hash;
             error_msgs->push_back("download snapshot failed. backend_ip: " + src.host);
             continue;
         }
@@ -433,7 +434,8 @@ Status EngineCloneTask::_clone_copy(DataDir& data_dir, const string& local_data_
             error_msgs->push_back("convert rowset id failed. backend_ip: " + src.host);
             continue;
         }
-        LOG(INFO) << "Cloned snapshot from " << download_url << " to " << local_data_path;
+        LOG(INFO) << "Cloned snapshot " << snapshot_path << " from " << get_host_port(src.host, src.http_port) << " to "
+                  << local_data_path;
         break;
     }
     return st;
@@ -616,7 +618,7 @@ Status EngineCloneTask::_download_files(DataDir* data_dir, const std::string& re
 
         std::string local_file_path = local_path + file_name;
 
-        VLOG(2) << "Downloading " << remote_file_url << " to " << local_path << ". bytes=" << file_size
+        VLOG(2) << "Downloading " << file_name << " to " << local_path << ". bytes=" << file_size
                 << " timeout=" << estimate_timeout;
 
         auto download_cb = [&remote_file_url, estimate_timeout, &local_file_path, file_size](HttpClient* client) {
@@ -627,8 +629,8 @@ Status EngineCloneTask::_download_files(DataDir* data_dir, const std::string& re
             // Check file length
             uint64_t local_file_size = std::filesystem::file_size(local_file_path);
             if (local_file_size != file_size) {
-                LOG(WARNING) << "Fail to download " << remote_file_url << ". file_size=" << local_file_size << "/"
-                             << file_size;
+                LOG(WARNING) << "Mismatched file size, downloaded file: " << local_file_path
+                             << ", file_size: " << local_file_size << "/" << file_size;
                 return Status::InternalError("mismatched file size");
             }
             chmod(local_file_path.c_str(), S_IRUSR | S_IWUSR);