diff --git a/backend/src/main/java/com/qqchen/deploy/backend/deploy/integration/response/JenkinsBuildResponse.java b/backend/src/main/java/com/qqchen/deploy/backend/deploy/integration/response/JenkinsBuildResponse.java
index 4738c1a2..6df92c26 100644
--- a/backend/src/main/java/com/qqchen/deploy/backend/deploy/integration/response/JenkinsBuildResponse.java
+++ b/backend/src/main/java/com/qqchen/deploy/backend/deploy/integration/response/JenkinsBuildResponse.java
@@ -151,10 +151,11 @@ public class JenkinsBuildResponse {
     }
     
     @Data
+    @JsonIgnoreProperties(ignoreUnknown = true)
     public static class ChangeSetItem {
         private String commitId;
         private String author;
-        private String message;
+        private String msg;
         private Long timestamp;
         private List<String> affectedPaths;
     }
diff --git a/backend/src/main/java/com/qqchen/deploy/backend/deploy/service/impl/JenkinsBuildServiceImpl.java b/backend/src/main/java/com/qqchen/deploy/backend/deploy/service/impl/JenkinsBuildServiceImpl.java
index 419e3ede..991250e9 100644
--- a/backend/src/main/java/com/qqchen/deploy/backend/deploy/service/impl/JenkinsBuildServiceImpl.java
+++ b/backend/src/main/java/com/qqchen/deploy/backend/deploy/service/impl/JenkinsBuildServiceImpl.java
@@ -560,10 +560,18 @@ public class JenkinsBuildServiceImpl extends BaseServiceImpl<JenkinsBuild, Jenki
                 if (latestBuild == null) continue;
 
                 // 从 Jenkins API 实时获取最新状态（每个Job只调用一次）
-                JenkinsBuildResponse latestBuildInfo = fetchLatestBuildInfo(externalSystem, job, latestBuild.getBuildNumber());
-                String latestStatus = (latestBuildInfo != null && latestBuildInfo.getResult() != null)
-                    ? latestBuildInfo.getResult()
-                    : "BUILDING";
+                JenkinsBuildResponse latestBuildInfo = null;
+                String latestStatus = "BUILDING";
+                try {
+                    latestBuildInfo = jenkinsServiceIntegration.getBuildDetails(externalSystem, job.getJobName(), latestBuild.getBuildNumber());
+                    if (latestBuildInfo != null && latestBuildInfo.getResult() != null) {
+                        latestStatus = latestBuildInfo.getResult();
+                    }
+                } catch (Exception e) {
+                    log.warn("从Jenkins获取构建信息失败，跳过本次处理，等待下次重试: job={}, buildNumber={}, error={}", 
+                        job.getJobName(), latestBuild.getBuildNumber(), e.getMessage());
+                    continue;  // 跳过这个 Job，下次定时任务重试
+                }
 
                 // 更新数据库中的构建状态（如果有变化）
                 if (latestBuildInfo != null && !latestStatus.equals(latestBuild.getBuildStatus())) {
@@ -681,22 +689,6 @@ public class JenkinsBuildServiceImpl extends BaseServiceImpl<JenkinsBuild, Jenki
         }
     }
 
-    /**
-     * 从 Jenkins API 实时获取指定构建的最新信息
-     */
-    private JenkinsBuildResponse fetchLatestBuildInfo(ExternalSystem externalSystem, JenkinsJob job, Integer buildNumber) {
-        try {
-            List<JenkinsBuildResponse> builds = jenkinsServiceIntegration.listBuilds(externalSystem, job.getJobName());
-            return builds.stream()
-                .filter(b -> b.getNumber().equals(buildNumber))
-                .findFirst()
-                .orElse(null);
-        } catch (Exception e) {
-            log.warn("从Jenkins获取构建信息失败: job={}, buildNumber={}, error={}", job.getJobName(), buildNumber, e.getMessage());
-            return null;
-        }
-    }
-
     /**
      * 判断状态是否为已完成
      */
@@ -869,17 +861,18 @@ public class JenkinsBuildServiceImpl extends BaseServiceImpl<JenkinsBuild, Jenki
                     JsonNode items = changeSet.get("items");
                     if (items != null && items.isArray()) {
                         for (JsonNode item : items) {
-                            String message = item.has("message") ? item.get("message").asText() : "";
+                            // Jenkins API 返回的字段名是 msg
+                            String msg = item.has("msg") ? item.get("msg").asText() : "";
                             String author = item.has("author") ? item.get("author").asText() : "";
                             String commitId = item.has("commitId") ? item.get("commitId").asText() : "";
 
-                            if (!message.isEmpty()) {
+                            if (!msg.isEmpty()) {
                                 if (commitMessages.length() > 0) {
                                     commitMessages.append("\n");
                                 }
                                 // 截取 commitId 前8位
                                 String shortCommitId = commitId.length() > 8 ? commitId.substring(0, 8) : commitId;
-                                commitMessages.append(String.format("[%s] %s - %s", shortCommitId, message.trim(), author));
+                                commitMessages.append(String.format("[%s] %s - %s", shortCommitId, msg.trim(), author));
                             }
                         }
                     }