{"id":103806,"date":"2026-09-11T11:01:12","date_gmt":"2026-09-11T03:01:12","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/103806.html"},"modified":"2026-09-11T11:01:12","modified_gmt":"2026-09-11T03:01:12","slug":"%e7%88%ac%e8%99%ab%e6%97%a5%e5%bf%97%e7%b3%bb%e7%bb%9f%e5%a6%82%e4%bd%95%e8%ae%be%e8%ae%a1%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/103806.html","title":{"rendered":"\u722c\u866b\u65e5\u5fd7\u7cfb\u7edf\u5982\u4f55\u8bbe\u8ba1\uff1f"},"content":{"rendered":"

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  • \u5168\u94fe\u8def\u53ef\u6eaf\u6e90：\u6bcf\u4e2a\u6293\u53d6\u4efb\u52a1\u4ece\u5165\u961f\u3001\u8c03\u5ea6\u3001\u6293\u53d6\u3001\u89e3\u6790\u5230\u5165\u5e93，\u53ef\u901a\u8fc7\u552f\u4e00 ID \u8ffd\u8e2a\u5b8c\u6574\u6d41\u7a0b，\u5b9a\u4f4d\u6570\u636e\u4e22\u5931\u7684\u5177\u4f53\u73af\u8282\u3002<\/li>\n
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  • \u6027\u80fd\u4e0e\u8d28\u91cf\u76d1\u63a7：\u5b9e\u65f6\u638c\u63e1\u6293\u53d6\u6210\u529f\u7387\u3001\u54cd\u5e94\u8017\u65f6\u3001\u6570\u636e\u5165\u5e93\u91cf\u3001\u4ee3\u7406\u5b58\u6d3b\u7387\u3001\u4efb\u52a1\u79ef\u538b\u6570\u7b49\u6838\u5fc3\u6307\u6807\u3002<\/li>\n
  • \u53cd\u722c\u5bf9\u6297\u652f\u6491：\u8bb0\u5f55\u9a8c\u8bc1\u7801\u3001\u5c01\u7981\u3001\u8df3\u8f6c\u3001\u4eba\u673a\u9a8c\u8bc1\u7b49\u7279\u5f81，\u4e3a\u53cd\u722c\u7b56\u7565\u8fed\u4ee3\u3001\u4ee3\u7406\u6c60\u4f18\u5316\u63d0\u4f9b\u6570\u636e\u4f9d\u636e\u3002<\/li>\n
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    1. \u8c03\u5ea6\u65e5\u5fd7<\/h4>\n

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    2. \u6293\u53d6\u65e5\u5fd7<\/h4>\n

    \u8bb0\u5f55 HTTP \u8bf7\u6c42\u5168\u94fe\u8def\u7ec6\u8282：\u8bf7\u6c42 URL\u3001\u8bf7\u6c42\u65b9\u6cd5\u3001\u8bf7\u6c42\u5934\u6807\u8bc6\u3001\u4ee3\u7406 IP\u3001\u72b6\u6001\u7801\u3001\u54cd\u5e94\u65f6\u957f\u3001\u54cd\u5e94\u4f53\u5927\u5c0f\u3001\u91cd\u5b9a\u5411\u6b21\u6570\u3002\u8fd9\u662f\u722c\u866b\u6700\u6838\u5fc3\u7684\u65e5\u5fd7，\u4e5f\u662f\u6392\u67e5\u53cd\u722c\u3001\u7f51\u7edc\u95ee\u9898\u7684\u4e3b\u8981\u4f9d\u636e\u3002<\/p>\n

    3. \u89e3\u6790\u65e5\u5fd7<\/h4>\n

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    4. \u5b58\u50a8\u65e5\u5fd7<\/h4>\n

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    5. \u5f02\u5e38\u4e0e\u91cd\u8bd5\u65e5\u5fd7<\/h4>\n

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    6. \u4ee3\u7406\u4e0e\u53cd\u722c\u4e13\u9879\u65e5\u5fd7<\/h4>\n

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    7. \u7cfb\u7edf\u4e0e\u5ba1\u8ba1\u65e5\u5fd7<\/h4>\n

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    1. \u65e5\u5fd7\u91c7\u96c6\u5c42<\/h4>\n

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      \n
    • \u6280\u672f\u9009\u578b：Python \u751f\u6001\u5e38\u7528 Loguru\u3001\u6807\u51c6\u5e93 logging；Java \u751f\u6001\u5e38\u7528 Logback\u3001Log4j2\u3002<\/li>\n
    • \u91c7\u96c6\u65b9\u5f0f：\u5355\u673a\u573a\u666f\u76f4\u63a5\u5199\u672c\u5730\u6587\u4ef6 + \u6309\u5929\u8f6e\u8f6c；\u5206\u5e03\u5f0f\u573a\u666f\u63a8\u8350 Filebeat\/Fluentd \u4f5c\u4e3a\u91c7\u96c6 Agent，\u8131\u79bb\u722c\u866b\u8fdb\u7a0b\u72ec\u7acb\u8fd0\u884c，\u8d44\u6e90\u5360\u7528\u6781\u4f4e\u3002<\/li>\n
    • \u5f3a\u5236\u8981\u6c42：\u7edf\u4e00\u8f93\u51fa JSON \u7ed3\u6784\u5316\u65e5\u5fd7，\u7981\u6b62\u81ea\u7531\u6587\u672c\u683c\u5f0f；\u91c7\u7528\u5f02\u6b65\u5199\u5165，\u907f\u514d IO \u963b\u585e\u6293\u53d6\u7ebf\u7a0b\u3002<\/li>\n<\/ul>\n

      2. \u6d88\u606f\u4f20\u8f93\u5c42<\/h4>\n

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        \n
      • \u6280\u672f\u9009\u578b：\u65e5\u8bf7\u6c42\u91cf\u767e\u4e07\u7ea7\u4ee5\u4e0a\u7528 Kafka，\u91cf\u7ea7\u8f83\u5c0f\u65f6\u7528 Redis List \u5373\u53ef\u3002<\/li>\n
      • \u6838\u5fc3\u4f5c\u7528：\u7f13\u51b2\u65e5\u5fd7\u6d2a\u5cf0，\u652f\u6301\u591a\u6d88\u8d39\u7ec4\u5e76\u884c\u5904\u7406 \u2014\u2014 \u540c\u65f6\u5199\u5165 ES \u505a\u67e5\u8be2\u3001\u5bf9\u63a5\u5b9e\u65f6\u8ba1\u7b97\u505a\u6307\u6807\u7edf\u8ba1\u3001\u5199\u5165\u51b7\u5b58\u50a8\u505a\u5f52\u6863\u3002<\/li>\n<\/ul>\n

        3. \u65e5\u5fd7\u5b58\u50a8\u5c42<\/h4>\n

        \u91c7\u7528\u70ed – \u6e29 – \u51b7\u5206\u5c42\u5b58\u50a8\u7b56\u7565，\u5e73\u8861\u67e5\u8be2\u6027\u80fd\u4e0e\u5b58\u50a8\u6210\u672c，\u8fd9\u662f\u63a7\u5236\u5927\u89c4\u6a21\u722c\u866b\u65e5\u5fd7\u6210\u672c\u7684\u5173\u952e\u3002<\/p>\n

          \n
        • \u70ed\u6570\u636e（\u8fd1 7 \u5929）：\u5b58\u5165 Elasticsearch，\u7528\u4e8e\u5b9e\u65f6\u67e5\u8be2\u3001\u95ee\u9898\u6392\u67e5\u3001\u4eea\u8868\u76d8\u5c55\u793a；\u6309\u5929 \/ \u6309\u5c0f\u65f6\u521b\u5efa\u7d22\u5f15，\u65b9\u4fbf\u7ba1\u7406\u4e0e\u5220\u9664\u3002<\/li>\n
        • \u6e29\u6570\u636e（7-30 \u5929）：\u4fdd\u7559\u7d22\u5f15\u4f46\u5173\u95ed\u526f\u672c，\u964d\u4f4e\u5b58\u50a8\u6210\u672c，\u7528\u4e8e\u56de\u6eaf\u8fd1\u671f\u95ee\u9898\u4e0e\u6708\u5ea6\u7edf\u8ba1\u3002<\/li>\n
        • \u51b7\u6570\u636e（30 \u5929\u4ee5\u4e0a）：\u4ec5\u4fdd\u7559\u5f02\u5e38\u65e5\u5fd7\u3001\u5ba1\u8ba1\u65e5\u5fd7\u548c\u5bf9\u8d26\u6570\u636e，\u5f52\u6863\u5230\u5bf9\u8c61\u5b58\u50a8（OSS\/S3）\u6216 HDFS；\u666e\u901a\u6293\u53d6\u65e5\u5fd7\u53ef\u6309\u7b56\u7565\u91c7\u6837\u6216\u76f4\u63a5\u6e05\u7406\u3002<\/li>\n
        • \u5143\u6570\u636e\u5e93：\u7528 MySQL\/PostgreSQL \u5b58\u50a8\u7edf\u8ba1\u62a5\u8868\u3001\u544a\u8b66\u914d\u7f6e\u3001\u6bcf\u65e5\u6570\u636e\u5bf9\u8d26\u7ed3\u679c\u3002<\/li>\n<\/ul>\n

          4. \u5206\u6790\u4e0e\u53ef\u89c6\u5316\u5c42<\/h4>\n

          \u5c06\u539f\u59cb\u65e5\u5fd7\u8f6c\u5316\u4e3a\u53ef\u89c2\u6d4b\u7684\u6307\u6807\u4e0e\u4e1a\u52a1\u5927\u76d8\u3002<\/p>\n

            \n
          • \u65e5\u5fd7\u68c0\u7d22：\u901a\u8fc7 Kibana \u6216 ES \u539f\u751f\u63a7\u5236\u53f0\u505a\u5168\u6587\u68c0\u7d22\u3001\u94fe\u8def\u8ffd\u8e2a\u3001\u591a\u7ef4\u5ea6\u8fc7\u6ee4\u3002<\/li>\n
          • \u6307\u6807\u76d1\u63a7：\u7528 Grafana \u5bf9\u63a5 ES \u6216 Prometheus，\u642d\u5efa\u6838\u5fc3\u5927\u76d8：\u6293\u53d6\u6210\u529f\u7387\u3001\u5e73\u5747\u54cd\u5e94\u65f6\u95f4\u3001\u4ee3\u7406\u5b58\u6d3b\u7387\u3001\u4efb\u52a1\u79ef\u538b\u6570\u3001\u6bcf\u65e5\u5165\u5e93\u91cf\u3001\u5404\u72b6\u6001\u7801\u5360\u6bd4\u3002<\/li>\n
          • \u6570\u636e\u5bf9\u8d26：\u5b9a\u671f\u8dd1\u6279\u5bf9\u6bd4 \u201c\u8c03\u5ea6\u4efb\u52a1\u6570 = \u6210\u529f\u6293\u53d6\u6570 + \u5931\u8d25\u6293\u53d6\u6570\u201d\u201c\u6210\u529f\u6293\u53d6\u6570\u2248\u89e3\u6790\u6210\u529f\u6570\u2248\u5165\u5e93\u6570\u201d，\u8f93\u51fa\u6570\u636e\u8d28\u91cf\u62a5\u544a\u3002<\/li>\n<\/ul>\n

            5. \u544a\u8b66\u4e0e\u54cd\u5e94\u5c42<\/h4>\n

            \u57fa\u4e8e\u65e5\u5fd7\u9608\u503c\u89e6\u53d1\u544a\u8b66，\u5f62\u6210\u8fd0\u7ef4\u95ed\u73af，\u907f\u514d\u6545\u969c\u6269\u5927\u3002<\/p>\n

              \n
            • \u6838\u5fc3\u544a\u8b66\u9879：\u6293\u53d6\u6210\u529f\u7387\u9aa4\u964d\u3001403\/5xx \u72b6\u6001\u7801\u7a81\u589e\u3001\u4ee3\u7406\u6c60\u5b58\u6d3b\u7387\u4f4e\u4e8e\u9608\u503c\u3001\u4efb\u52a1\u961f\u5217\u4e25\u91cd\u79ef\u538b\u3001\u5165\u5e93\u6570\u636e\u91cf\u4e3a 0\u3001\u722c\u866b\u8fdb\u7a0b\u5f02\u5e38\u9000\u51fa\u3002<\/li>\n
            • \u544a\u8b66\u6e20\u9053：\u4f01\u4e1a\u5fae\u4fe1 \/ \u9489\u9489 \/ \u98de\u4e66\u673a\u5668\u4eba\u3001\u90ae\u4ef6\u3001\u77ed\u4fe1\u3002<\/li>\n
            • \u5206\u7ea7\u673a\u5236：\u8b66\u544a\u7ea7\u901a\u77e5\u5f00\u53d1\u4eba\u5458\u6392\u67e5，\u7d27\u6025\u7ea7\u89e6\u53d1\u81ea\u52a8\u7194\u65ad\u3001\u4ee3\u7406\u5207\u6362\u6216\u8fdb\u7a0b\u91cd\u542f\u3002<\/li>\n<\/ul>\n

              \u56db\u3001\u6838\u5fc3\u8bbe\u8ba1\u8981\u70b9：\u722c\u866b\u65e5\u5fd7\u7684\u7075\u9b42<\/h3>\n

              1. \u5168\u94fe\u8def TraceID \u673a\u5236<\/h4>\n

              \u8fd9\u662f\u5206\u5e03\u5f0f\u722c\u866b\u65e5\u5fd7\u7684\u6838\u5fc3\u8bbe\u8ba1\u3002\u6bcf\u4e2a\u4efb\u52a1\u751f\u6210\u65f6\u5206\u914d\u552f\u4e00\u7684trace_id（\u6216task_id），\u8d2f\u7a7f\u8c03\u5ea6\u2192\u6293\u53d6\u2192\u89e3\u6790\u2192\u5b58\u50a8\u5168\u6d41\u7a0b，\u6240\u6709\u65e5\u5fd7\u5f3a\u5236\u643a\u5e26\u8be5\u5b57\u6bb5\u3002<\/p>\n

                \n
              • \u6838\u5fc3\u4ef7\u503c：\u4e00\u6761\u6570\u636e\u6f0f\u6293\u65f6，\u53ef\u901a\u8fc7trace_id\u4e32\u8054\u8d77\u6574\u4e2a\u751f\u547d\u5468\u671f\u7684\u6240\u6709\u65e5\u5fd7，\u4e00\u5206\u949f\u5185\u5b9a\u4f4d\u662f\u8c03\u5ea6\u6ca1\u5206\u53d1\u3001\u6293\u53d6\u5931\u8d25\u3001\u89e3\u6790\u4e22\u5f03\u8fd8\u662f\u5165\u5e93\u5f02\u5e38\u3002<\/li>\n
              • \u5ef6\u4f38\u8bbe\u8ba1：\u652f\u6301\u7236\u5b50\u4efb\u52a1\u5173\u8054，\u6bd4\u5982\u5217\u8868\u9875\u4efb\u52a1\u5e26\u51fa\u8be6\u60c5\u9875\u5b50\u4efb\u52a1，\u5f62\u6210\u5b8c\u6574\u7684\u4efb\u52a1\u6811\u3002<\/li>\n<\/ul>\n

                2. \u5f3a\u5236\u7ed3\u6784\u5316\u65e5\u5fd7<\/h4>\n

                \u7edd\u5bf9\u7981\u6b62\u6253\u5370 \u201c\u5f00\u59cb\u6293\u53d6 xxx\u201d\u201c\u51fa\u9519\u4e86\u201d \u8fd9\u7c7b\u81ea\u7531\u6587\u672c\u3002\u6240\u6709\u65e5\u5fd7\u5fc5\u987b\u662f\u6807\u51c6 JSON \u683c\u5f0f，\u5b57\u6bb5\u540d\u79f0\u3001\u7c7b\u578b\u3001\u679a\u4e3e\u503c\u5168\u56e2\u961f\u7edf\u4e00\u3002<\/p>\n

                \u7ed3\u6784\u5316\u65e5\u5fd7\u793a\u4f8b：<\/p>\n

                {
                \n "trace_id": "task_20260901_12345_abcde",
                \n "spider_name": "goods_detail_spider",
                \n "log_type": "fetch",
                \n "timestamp": "2026-09-01T12:00:00+08:00",
                \n "level": "INFO",
                \n "host_ip": "192.168.1.10",
                \n "url": "https:\/\/example.com\/goods\/10086",
                \n "status_code": 200,
                \n "response_time_ms": 320,
                \n "proxy_ip": "103.xx.xx.xx:8080",
                \n "retry_count": 0
                \n}<\/p>\n

                \u53ea\u6709\u7ed3\u6784\u5316\u65e5\u5fd7\u624d\u80fd\u88ab ES \u9ad8\u6548\u7d22\u5f15\u3001\u805a\u5408\u3001\u7edf\u8ba1，\u662f\u540e\u7eed\u6240\u6709\u5206\u6790\u548c\u544a\u8b66\u7684\u57fa\u7840\u3002<\/p>\n

                3. \u5206\u7ea7\u91c7\u6837\u4e0e\u5168\u91cf\u5f02\u5e38<\/h4>\n

                \u65e5\u6293\u53d6\u91cf\u767e\u4e07\u7ea7\u4ee5\u4e0a\u7684\u573a\u666f，\u5168\u91cf\u4fdd\u5b58\u6240\u6709\u6293\u53d6\u65e5\u5fd7\u6210\u672c\u6781\u9ad8，\u5fc5\u987b\u91c7\u7528\u5206\u7ea7\u91c7\u6837\u7b56\u7565：<\/p>\n

                  \n
                • INFO \u7ea7\u6b63\u5e38\u6293\u53d6\u65e5\u5fd7：\u6309\u6bd4\u4f8b\u91c7\u6837（\u5982 10% \u91c7\u6837），\u7528\u4e8e\u7edf\u8ba1\u6574\u4f53\u6307\u6807\u4e0e\u8d8b\u52bf\u3002<\/li>\n
                • WARN\/ERROR \u7ea7\u5f02\u5e38\u65e5\u5fd7：100% \u5168\u91cf\u4fdd\u7559，\u7528\u4e8e\u95ee\u9898\u6392\u67e5\u4e0e\u6839\u56e0\u5206\u6790\u3002<\/li>\n
                • \u8c03\u5ea6\u3001\u5165\u5e93\u7b49\u5173\u952e\u8282\u70b9\u65e5\u5fd7：100% \u5168\u91cf\u4fdd\u7559，\u7528\u4e8e\u6570\u636e\u5bf9\u8d26\u4e0e\u4e00\u81f4\u6027\u6821\u9a8c\u3002<\/li>\n<\/ul>\n

                  4. \u4ee3\u7406\u4e0e\u53cd\u722c\u7279\u5f81\u57cb\u70b9<\/h4>\n

                  \u722c\u866b\u65e5\u5fd7\u7684\u72ec\u7279\u4ef7\u503c\u5728\u4e8e\u652f\u6491\u53cd\u722c\u5bf9\u6297，\u5fc5\u987b\u9488\u5bf9\u6027\u57cb\u70b9：<\/p>\n

                    \n
                  • \u4ee3\u7406\u7ef4\u5ea6：\u6bcf\u4e2a\u8bf7\u6c42\u8bb0\u5f55\u4ee3\u7406 IP\u3001\u4ee3\u7406\u7ebf\u8def\u3001\u4ee3\u7406\u7c7b\u578b，\u7edf\u8ba1\u6bcf\u4e2a\u4ee3\u7406\u7684\u6210\u529f\u7387\u3001\u5e73\u5747\u8017\u65f6\u3001\u5c01\u7981\u7387，\u652f\u6491\u4ee3\u7406\u6c60\u52a8\u6001\u6dd8\u6c70\u4e0e\u8c03\u5ea6\u4f18\u5316\u3002<\/li>\n
                  • \u53cd\u722c\u7ef4\u5ea6：\u8bb0\u5f55\u662f\u5426\u51fa\u73b0\u9a8c\u8bc1\u7801\u3001\u662f\u5426\u88ab\u91cd\u5b9a\u5411\u5230\u767b\u5f55\u9875\u3001\u662f\u5426\u8fd4\u56de\u7a7a\u5185\u5bb9\u3001\u662f\u5426\u89e6\u53d1\u4eba\u673a\u9a8c\u8bc1，\u7528\u4e8e\u5206\u6790\u53cd\u722c\u89e6\u53d1\u89c4\u5f8b，\u8c03\u6574\u722c\u53d6\u9891\u7387\u3001Cookie \u7b56\u7565\u4e0e\u8bf7\u6c42\u5934\u3002<\/li>\n<\/ul>\n

                    5. \u65e5\u5fd7\u751f\u547d\u5468\u671f\u4e0e\u5b89\u5168\u7ba1\u7406<\/h4>\n
                      \n
                    • \u7d22\u5f15\u6309\u65f6\u95f4\u5206\u7247：ES \u7d22\u5f15\u6309\u5929\u521b\u5efa，\u4f8b\u5982crawler_log-2026.09.01，\u5230\u671f\u81ea\u52a8\u6e05\u7406，\u907f\u514d\u7d22\u5f15\u65e0\u9650\u81a8\u80c0\u3002<\/li>\n
                    • \u51b7\u70ed\u81ea\u52a8\u6d41\u8f6c：\u8d85\u8fc7\u4fdd\u7559\u5468\u671f\u7684\u7d22\u5f15\u81ea\u52a8\u8fc1\u79fb\u5230\u6e29\u8282\u70b9\u3001\u5f52\u6863\u51b7\u5b58\u50a8\u6216\u76f4\u63a5\u5220\u9664\u3002<\/li>\n
                    • \u654f\u611f\u6570\u636e\u8131\u654f：\u81ea\u52a8\u8fc7\u6ee4\u65e5\u5fd7\u4e2d\u7684 Cookie\u3001Token\u3001\u8d26\u53f7\u5bc6\u7801\u3001\u4ee3\u7406\u6388\u6743\u4fe1\u606f，\u4ee5\u53ca\u6293\u53d6\u5230\u7684\u7528\u6237\u9690\u79c1\u6570\u636e，\u907f\u514d\u5408\u89c4\u98ce\u9669\u3002<\/li>\n<\/ul>\n

                      \u4e94\u3001\u4e0d\u540c\u89c4\u6a21\u4e0b\u7684\u843d\u5730\u65b9\u6848<\/h3>\n

                      1. \u5c0f\u578b\u5355\u673a\u722c\u866b（\u65e5\u8bf7\u6c42\u91cf < 10 \u4e07）<\/h4>\n

                      \u65e0\u9700\u590d\u6742\u67b6\u6784，\u7528 Loguru \u7ed3\u6784\u5316\u8f93\u51fa\u5230\u672c\u5730\u6587\u4ef6，\u6309\u5929\u8f6e\u8f6c，\u4fdd\u7559 7 \u5929\u3002\u914d\u5408\u7b80\u5355\u7684 Python \u811a\u672c\u505a\u65e5\u5fd7\u7edf\u8ba1\u548c\u5f02\u5e38\u90ae\u4ef6\u544a\u8b66\u5373\u53ef，\u6210\u672c\u6700\u4f4e\u3001\u843d\u5730\u6700\u5feb\u3002<\/p>\n

                      2. \u4e2d\u578b\u5206\u5e03\u5f0f\u722c\u866b（\u65e5\u8bf7\u6c42\u91cf 10 \u4e07 – 1000 \u4e07）<\/h4>\n

                      \u884c\u4e1a\u7ecf\u5178\u901a\u7528\u67b6\u6784：\u722c\u866b\u6846\u67b6 + Filebeat + Kafka + Elasticsearch + Kibana + Grafana\u3002 \u8be5\u65b9\u6848\u6269\u5c55\u6027\u5f3a，\u8fd0\u7ef4\u6210\u672c\u9002\u4e2d，\u80fd\u8986\u76d6\u7edd\u5927\u591a\u6570\u4f01\u4e1a\u7ea7\u722c\u866b\u573a\u666f，\u4e5f\u662f Scrapy\u3001PySpider \u7b49\u6846\u67b6\u7684\u4e3b\u6d41\u914d\u5957\u65b9\u6848\u3002<\/p>\n

                      3. \u5927\u578b\u5de5\u4e1a\u5316\u722c\u866b\u5e73\u53f0（\u65e5\u8bf7\u6c42\u91cf > 1000 \u4e07）<\/h4>\n

                      \u5728\u4e2d\u578b\u67b6\u6784\u57fa\u7840\u4e0a\u505a\u80fd\u529b\u5347\u7ea7：<\/p>\n

                        \n
                      • \u91c7\u96c6\u5c42\u6539\u7528 Fluentd，\u652f\u6301\u66f4\u590d\u6742\u7684\u65e5\u5fd7\u6e05\u6d17\u3001\u8fc7\u6ee4\u4e0e\u8def\u7531\u3002<\/li>\n
                      • \u5b58\u50a8\u5c42\u642d\u5efa ES \u51b7\u70ed\u5206\u79bb\u96c6\u7fa4，\u51b7\u6570\u636e\u5f52\u6863\u5230\u5bf9\u8c61\u5b58\u50a8，\u5927\u5e45\u964d\u4f4e\u6210\u672c\u3002<\/li>\n
                      • \u589e\u52a0\u5b9e\u65f6\u8ba1\u7b97\u5c42（Flink），\u505a\u5b9e\u65f6\u6307\u6807\u7edf\u8ba1\u3001\u5f02\u5e38\u68c0\u6d4b\u4e0e\u53cd\u722c\u7279\u5f81\u5b9e\u65f6\u5206\u6790\u3002<\/li>\n
                      • \u5bf9\u63a5\u7edf\u4e00\u76d1\u63a7\u5e73\u53f0，\u5b9e\u73b0\u5168\u5e73\u53f0\u6240\u6709\u722c\u866b\u7684\u96c6\u4e2d\u89c2\u6d4b\u4e0e\u544a\u8b66\u3002<\/li>\n<\/ul>\n

                        \u516d\u3001\u907f\u5751\u6307\u5357\u4e0e\u6700\u4f73\u5b9e\u8df5<\/h3>\n
                      • \u4e0d\u8981\u8ba9\u65e5\u5fd7\u963b\u585e\u4e3b\u6d41\u7a0b：\u65e5\u5fd7\u5199\u5165\u5fc5\u987b\u5f02\u6b65，\u5c24\u5176\u662f\u5199\u7f51\u7edc\u5b58\u50a8\u65f6，\u7981\u6b62\u540c\u6b65 IO \u963b\u585e\u6293\u53d6\u7ebf\u7a0b，\u5426\u5219\u4f1a\u4e25\u91cd\u62c9\u4f4e\u722c\u866b\u6548\u7387\u3002<\/li>\n
                      • \u4e0d\u8981\u6253\u5370\u5b8c\u6574\u54cd\u5e94\u4f53：\u8c03\u8bd5\u65f6\u7981\u6b62\u628a\u6574\u4e2a HTML\/JSON \u54cd\u5e94\u4f53\u6253\u5370\u5230\u65e5\u5fd7，\u4f1a\u5bfc\u81f4\u65e5\u5fd7\u91cf\u7206\u70b8\u3002\u53ea\u4fdd\u7559\u54cd\u5e94\u957f\u5ea6\u3001\u72b6\u6001\u7801\u3001\u5173\u952e\u7279\u5f81，\u54cd\u5e94\u4f53\u5355\u72ec\u5b58\u6587\u4ef6\u6216\u5bf9\u8c61\u5b58\u50a8，\u7528 ID \u5173\u8054\u3002<\/li>\n
                      • \u7edf\u4e00\u5b57\u6bb5\u6807\u51c6：\u6574\u4e2a\u56e2\u961f\u7edf\u4e00\u65e5\u5fd7\u5b57\u6bb5\u7684\u540d\u79f0\u3001\u7c7b\u578b\u3001\u679a\u4e3e\u503c，\u907f\u514d\u6709\u7684\u53ebstatus\u6709\u7684\u53ebcode，\u5bfc\u81f4\u65e0\u6cd5\u7edf\u4e00\u7edf\u8ba1\u4e0e\u67e5\u8be2\u3002<\/li>\n
                      • \u5b9a\u671f\u505a\u65e5\u5fd7\u5bf9\u8d26：\u6bcf\u65e5\u6821\u9a8c\u4efb\u52a1\u8c03\u5ea6\u91cf\u3001\u6293\u53d6\u6210\u529f\u91cf\u3001\u5165\u5e93\u91cf\u4e09\u8005\u7684\u5dee\u503c，\u51fa\u73b0\u8f83\u5927\u504f\u5dee\u65f6\u53ca\u65f6\u6392\u67e5\u6570\u636e\u4e22\u5931\u73af\u8282，\u907f\u514d\u79ef\u5c11\u6210\u591a\u3002<\/li>\n
                      • \u4fdd\u7559\u73b0\u573a\u5feb\u7167：\u5173\u952e\u5f02\u5e38（\u5982\u88ab\u5c01\u7981\u3001\u9a8c\u8bc1\u7801）\u9664\u4e86\u6253\u65e5\u5fd7，\u53ef\u540c\u6b65\u4fdd\u5b58\u54cd\u5e94\u5feb\u7167\u622a\u56fe，\u65b9\u4fbf\u540e\u7eed\u590d\u76d8\u53cd\u722c\u7b56\u7565\u3002<\/li>\n

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