diff --git a/backend/framework/sdk/src/main/java/io/metersphere/sdk/file/MinioRepository.java b/backend/framework/sdk/src/main/java/io/metersphere/sdk/file/MinioRepository.java
index aac8faf20d..ac3ee0499e 100644
--- a/backend/framework/sdk/src/main/java/io/metersphere/sdk/file/MinioRepository.java
+++ b/backend/framework/sdk/src/main/java/io/metersphere/sdk/file/MinioRepository.java
@@ -50,7 +50,7 @@ public class MinioRepository implements FileRepository {
         try {
             Object serverUrl = minioConfig.get(ENDPOINT).toString();
             if (ObjectUtils.isNotEmpty(serverUrl)) {
-                LogUtils.info("开始初始化MinIO插件。配置：", PluginUtils.toJSONString(minioConfig));
+                LogUtils.info("开始初始化MinIO插件。配置：{}", PluginUtils.toJSONString(minioConfig));
                 // 创建 MinioClient 客户端
                 client = MinioClient.builder()
                         .endpoint(minioConfig.get(ENDPOINT).toString())
diff --git a/backend/framework/sdk/src/main/java/io/metersphere/sdk/util/WebSocketUtils.java b/backend/framework/sdk/src/main/java/io/metersphere/sdk/util/WebSocketUtils.java
index e9fe774ec2..35b4799ca9 100644
--- a/backend/framework/sdk/src/main/java/io/metersphere/sdk/util/WebSocketUtils.java
+++ b/backend/framework/sdk/src/main/java/io/metersphere/sdk/util/WebSocketUtils.java
@@ -51,7 +51,7 @@ public class WebSocketUtils {
                 WebSocketUtils.ONLINE_USER_SESSIONS.remove(reportId);
             }
         } catch (Exception e) {
-            LogUtils.error("关闭socket失败：", e);
+            LogUtils.error("关闭socket失败：{}", e);
         }
     }
 }
diff --git a/backend/services/api-test/src/main/java/io/metersphere/api/listener/DebugListener.java b/backend/services/api-test/src/main/java/io/metersphere/api/listener/DebugListener.java
index bb54fdfaac..b25c622204 100644
--- a/backend/services/api-test/src/main/java/io/metersphere/api/listener/DebugListener.java
+++ b/backend/services/api-test/src/main/java/io/metersphere/api/listener/DebugListener.java
@@ -20,13 +20,13 @@ public class DebugListener {
     @KafkaListener(id = DEBUG_CONSUME_ID, topics = KafkaTopicConstants.API_REPORT_DEBUG_TOPIC, groupId = DEBUG_CONSUME_ID + "_" + "${random.uuid}")
     public void debugConsume(ConsumerRecord<?, String> record) {
         try {
-            LogUtils.info("接收到执行结果：", record.key());
+            LogUtils.info("接收到执行结果：{}", record.key());
             if (ObjectUtils.isNotEmpty(record.value()) && WebSocketUtils.has(record.key().toString())) {
                 SocketMsgDTO dto = JSON.parseObject(record.value(), SocketMsgDTO.class);
                 WebSocketUtils.sendMessageSingle(dto);
             }
         } catch (Exception e) {
-            LogUtils.error("调试消息推送失败：", e);
+            LogUtils.error("调试消息推送失败：{}", e);
         }
     }
 }
diff --git a/backend/services/api-test/src/main/java/io/metersphere/api/listener/MessageListener.java b/backend/services/api-test/src/main/java/io/metersphere/api/listener/MessageListener.java
index e2b6981f6b..92dd0cc269 100644
--- a/backend/services/api-test/src/main/java/io/metersphere/api/listener/MessageListener.java
+++ b/backend/services/api-test/src/main/java/io/metersphere/api/listener/MessageListener.java
@@ -32,7 +32,7 @@ public class MessageListener {
     @KafkaListener(id = MESSAGE_CONSUME_ID, topics = KafkaTopicConstants.API_REPORT_TASK_TOPIC, groupId = MESSAGE_CONSUME_ID)
     public void messageConsume(ConsumerRecord<?, String> record) {
         try {
-            LogUtils.info("接收到发送通知信息：", record.key());
+            LogUtils.info("接收到发送通知信息：{}", record.key());
             if (ObjectUtils.isNotEmpty(record.value())) {
                 ApiNoticeDTO dto = JSON.parseObject(record.value(), ApiNoticeDTO.class);
 
@@ -40,7 +40,7 @@ public class MessageListener {
                 if (!StringUtils.equalsIgnoreCase(dto.getReportType(), ApiReportType.INTEGRATED.name())) {
                     apiReportSendNoticeService.sendNotice(dto);
                     // TODO 通知测试计划处理后续
-                    LogUtils.info("发送通知给测试计划：", record.key());
+                    LogUtils.info("发送通知给测试计划：{}", record.key());
                     apiEventSource.fireEvent(ApplicationScope.API_TEST, record.value());
 
                 }
@@ -50,7 +50,7 @@ public class MessageListener {
 
             }
         } catch (Exception e) {
-            LogUtils.error("接收到发送通知信息：", e);
+            LogUtils.error("接收到发送通知信息：{}", e);
         }
     }
 }
diff --git a/backend/services/api-test/src/main/java/io/metersphere/api/service/ApiPluginChangeService.java b/backend/services/api-test/src/main/java/io/metersphere/api/service/ApiPluginChangeService.java
index 3ac2aedf90..0c4ae386b8 100644
--- a/backend/services/api-test/src/main/java/io/metersphere/api/service/ApiPluginChangeService.java
+++ b/backend/services/api-test/src/main/java/io/metersphere/api/service/ApiPluginChangeService.java
@@ -40,7 +40,7 @@ public class ApiPluginChangeService implements PluginChangeService {
                         .forEach(item -> JmeterElementConverterRegister.register((Class<? extends AbstractJmeterElementConverter<? extends MsTestElement>>) item));
             }
         } catch (Exception e) {
-            LogUtils.error("注册接口插件实现类失败：", e);
+            LogUtils.error("注册接口插件实现类失败：{}", e);
         }
     }
 }
diff --git a/backend/services/system-setting/src/main/java/io/metersphere/system/log/aspect/OperationLogAspect.java b/backend/services/system-setting/src/main/java/io/metersphere/system/log/aspect/OperationLogAspect.java
index c44134d59e..0396ef992b 100644
--- a/backend/services/system-setting/src/main/java/io/metersphere/system/log/aspect/OperationLogAspect.java
+++ b/backend/services/system-setting/src/main/java/io/metersphere/system/log/aspect/OperationLogAspect.java
@@ -270,7 +270,7 @@ public class OperationLogAspect {
                 save(result);
             }
         } catch (Exception e) {
-            LogUtils.error("操作日志写入异常：", e);
+            LogUtils.error("操作日志写入异常：{}", e);
         } finally {
             localUser.remove();
             beforeValues.remove();