diff --git a/job_crawler/app/services/crawler.py b/job_crawler/app/services/crawler.py
index 6e8bf5b..bbc06ed 100644
--- a/job_crawler/app/services/crawler.py
+++ b/job_crawler/app/services/crawler.py
@@ -7,7 +7,6 @@ from app.services.api_client import api_client
 from app.services.kafka_service import kafka_service
 from app.services.progress_store import progress_store
 from app.utils import is_within_days
-from app.models import JobData
 from app.core.config import settings
 
 logger = logging.getLogger(__name__)
@@ -128,24 +127,24 @@ class TaskCrawler:
             logger.info(f"[{self.task_name}] offset={offset}, 返回数据为空")
             return 0
         
-        # 过滤数据
-        filtered_jobs = []
+        # 过滤数据，保留原始内容
+        filtered_raw_data = []
         for raw in data_list:
             aae397 = raw.get("aae397", "")
             collect_time = raw.get("Collect_time", "")
             if is_within_days(aae397, collect_time, self.filter_days):
-                job = JobData.from_raw(raw)
-                job.task_id = self.task_id
-                filtered_jobs.append(job)
+                # 添加 task_id 到原始数据
+                raw["task_id"] = self.task_id
+                filtered_raw_data.append(raw)
         
-        valid_count = len(filtered_jobs)
+        valid_count = len(filtered_raw_data)
         expired_count = len(data_list) - valid_count
         self._total_filtered += valid_count
         
-        # 立即发送到Kafka
+        # 立即发送到Kafka（原始数据）
         produced = 0
-        if filtered_jobs:
-            produced = kafka_service.produce_batch(filtered_jobs)
+        if filtered_raw_data:
+            produced = kafka_service.produce_batch_raw(filtered_raw_data)
             self._total_produced += produced
         
         logger.info(f"[{self.task_name}] offset={offset}, 获取={len(data_list)}, 有效={valid_count}, 过期={expired_count}, 发送Kafka={produced}")
diff --git a/job_crawler/app/services/kafka_service.py b/job_crawler/app/services/kafka_service.py
index 328275b..2bad660 100644
--- a/job_crawler/app/services/kafka_service.py
+++ b/job_crawler/app/services/kafka_service.py
@@ -82,6 +82,27 @@ class KafkaService:
         self.producer.flush()
         return success_count
 
+    def produce_raw(self, raw_data: dict) -> bool:
+        """发送原始数据到Kafka"""
+        try:
+            # 使用原始数据中的某个字段作为key，或生成一个
+            key = raw_data.get("ACE760", "") or raw_data.get("aca112", "")
+            future = self.producer.send(self.topic, key=key, value=raw_data)
+            future.get(timeout=10)
+            return True
+        except KafkaError as e:
+            logger.error(f"发送原始消息失败: {e}")
+            return False
+
+    def produce_batch_raw(self, raw_data_list: List[dict]) -> int:
+        """批量发送原始数据"""
+        success_count = 0
+        for raw_data in raw_data_list:
+            if self.produce_raw(raw_data):
+                success_count += 1
+        self.producer.flush()
+        return success_count
+
     def consume(self, batch_size: int = 10, timeout_ms: int = 5000) -> List[dict]:
         """消费消息"""
         messages = []