diff --git a/backend/src/main/java/com/qqchen/deploy/backend/deploy/service/impl/TeamApplicationServiceImpl.java b/backend/src/main/java/com/qqchen/deploy/backend/deploy/service/impl/TeamApplicationServiceImpl.java
index 5cc7ca53..3a82299d 100644
--- a/backend/src/main/java/com/qqchen/deploy/backend/deploy/service/impl/TeamApplicationServiceImpl.java
+++ b/backend/src/main/java/com/qqchen/deploy/backend/deploy/service/impl/TeamApplicationServiceImpl.java
@@ -257,14 +257,14 @@ public class TeamApplicationServiceImpl extends BaseServiceImpl<TeamApplication,
      *
      * <p>删除逻辑：
      * <ul>
-     *   <li>1. 先逻辑删除所有关联的部署记录（DeployRecord）</li>
+     *   <li>1. 先物理删除所有关联的部署记录（DeployRecord）</li>
      *   <li>2. 再物理删除团队应用（TeamApplication）</li>
      * </ul>
      *
      * <p>注意：
      * <ul>
      *   <li>TeamApplication 使用物理删除（@LogicDelete(false)）</li>
-     *   <li>DeployRecord 使用逻辑删除（@LogicDelete）</li>
+     *   <li>DeployRecord 由于外键约束，必须物理删除</li>
      * </ul>
      */
     @Override
@@ -278,13 +278,10 @@ public class TeamApplicationServiceImpl extends BaseServiceImpl<TeamApplication,
         if (!deployRecords.isEmpty()) {
             log.info("团队应用 {} 关联了 {} 条部署记录，开始级联删除", id, deployRecords.size());
 
-            // 2. 逻辑删除所有关联的部署记录
-            deployRecords.forEach(record -> {
-                record.setDeleted(true);
-                deployRecordRepository.save(record);
-            });
+            // 2. 物理删除所有关联的部署记录（避免外键约束冲突）
+            deployRecordRepository.deleteAll(deployRecords);
 
-            log.info("成功逻辑删除 {} 条部署记录", deployRecords.size());
+            log.info("成功物理删除 {} 条部署记录", deployRecords.size());
         } else {
             log.info("团队应用 {} 没有关联的部署记录", id);
         }
diff --git a/backend/src/main/java/com/qqchen/deploy/backend/workflow/delegate/HttpRequestNodeDelegate.java b/backend/src/main/java/com/qqchen/deploy/backend/workflow/delegate/HttpRequestNodeDelegate.java
index 578fd75c..e08fb3b1 100644
--- a/backend/src/main/java/com/qqchen/deploy/backend/workflow/delegate/HttpRequestNodeDelegate.java
+++ b/backend/src/main/java/com/qqchen/deploy/backend/workflow/delegate/HttpRequestNodeDelegate.java
@@ -69,8 +69,7 @@ public class HttpRequestNodeDelegate extends BaseNodeDelegate<HttpRequestInputMa
             long responseTime = System.currentTimeMillis() - startTime;
             parseResponse(response, responseTime, input.getResponseBodyType());
             
-            logInfo(String.format("HTTP请求成功: 状态码=%d, 耗时=%dms, 响应大小=%d bytes", 
-                output.getStatusCode(), output.getResponseTime(), output.getResponseSize()));
+            logInfo(String.format("HTTP请求成功: 状态码=%d, 耗时=%dms, 响应大小=%d bytes", output.getStatusCode(), output.getResponseTime(), output.getResponseSize()));
             
         } catch (HttpClientErrorException | HttpServerErrorException e) {
             // HTTP错误（4xx, 5xx）
@@ -108,8 +107,7 @@ public class HttpRequestNodeDelegate extends BaseNodeDelegate<HttpRequestInputMa
                         // 尝试解析为JSON对象或数组
                         Object jsonBody = parseJsonBody(body);
                         output.setResponseBody(jsonBody);
-                        logInfo(String.format("响应体(JSON): %s", body.length() > 500 ? 
-                            body.substring(0, 500) + "..." : body));
+                        logInfo(String.format("响应体(JSON): %s", body.length() > 500 ? body.substring(0, 500) + "..." : body));
                     } catch (Exception e) {
                         log.warn("JSON解析失败，返回原始文本: {}", e.getMessage());
                         output.setResponseBody(body);