{"id":37485,"date":"2025-04-18T11:32:14","date_gmt":"2025-04-18T03:32:14","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=37485"},"modified":"2025-04-18T11:32:14","modified_gmt":"2025-04-18T03:32:14","slug":"%e5%85%a8%e6%99%af%e6%80%a7%e8%83%bd%e7%9b%91%e6%8e%a7%e5%a6%82%e4%bd%95%e5%ae%9e%e7%8e%b0%e5%ae%9e%e6%97%b6%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/37485.html","title":{"rendered":"\u5168\u666f\u6027\u80fd\u76d1\u63a7\u5982\u4f55\u5b9e\u73b0\u5b9e\u65f6\u6570\u636e\u5206\u6790\uff1f"},"content":{"rendered":"

\n

\"\u5168\u666f\u6027\u80fd\u76d1\u63a7\u5982\u4f55\u5b9e\u73b0\u5b9e\u65f6\u6570\u636e\u5206\u6790\uff1f\"<\/p>\n<\/p>\n

\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u7cfb\u7edf\u6bcf\u79d2\u4ea7\u751f\u7684\u65e5\u5fd7\u3001\u6307\u6807\u548c\u4e8b\u52a1\u6570\u636e\u91cf\u7ea7\u5df2\u7a81\u7834\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u7684\u627f\u8f7d\u6781\u9650\u3002\u67d0\u56fd\u9645\u7535\u5546\u5e73\u53f0\u66fe\u56e0\u672a\u53ca\u65f6\u6355\u83b7\u670d\u52a1\u5668\u8d44\u6e90\u74f6\u9888\uff0c\u5bfc\u81f4\u9ed1\u8272\u661f\u671f\u4e94\u6d3b\u52a8\u671f\u95f4\u635f\u5931\u8fd1\u5343\u4e07\u7f8e\u5143\u8425\u6536\uff1b\u67d0\u91d1\u878d\u673a\u6784\u7684\u5b9e\u65f6\u4ea4\u6613\u7cfb\u7edf\u56e02\u79d2\u7684\u5ef6\u8fdf\u89e6\u53d1\u4e86\u9ad8\u9891\u4ea4\u6613\u7684\u8fde\u9501\u5f02\u5e38\u2014\u2014\u8fd9\u4e9b\u771f\u5b9e\u6848\u4f8b\u63ed\u793a\u4e86\u4e00\u4e2a\u6b8b\u9177\u73b0\u5b9e\uff1a\u788e\u7247\u5316\u7684\u76d1\u63a7\u89c6\u89d2\u4e0e\u6ede\u540e\u7684\u6570\u636e\u5206\u6790\uff0c\u6b63\u5728\u6210\u4e3a\u4f01\u4e1a\u6570\u5b57\u5316\u8f6c\u578b\u7684\u9690\u5f62\u6740\u624b<\/strong>\u3002\u5f53\u6545\u969c\u54cd\u5e94\u65f6\u95f4\u4ece\u5c0f\u65f6\u7ea7\u538b\u7f29\u5230\u79d2\u7ea7\u65f6\uff0c\u4f20\u7edf\u76d1\u63a7\u4f53\u7cfb\u5df2\u65e0\u6cd5\u6ee1\u8db3\u4e1a\u52a1\u9700\u6c42\uff0c\u8fd9\u8feb\u4f7f\u6211\u4eec\u5fc5\u987b\u91cd\u65b0\u601d\u8003\uff1a\u5982\u4f55\u901a\u8fc7\u5168\u666f\u6027\u80fd\u76d1\u63a7<\/a><\/strong>\u6784\u5efa\u5b9e\u65f6\u6570\u636e\u6d1e\u5bdf\u80fd\u529b\uff1f<\/p>\n

\n

\u4e00\u3001\u5168\u666f\u6027\u80fd\u76d1\u63a7<\/a>\u7684\u672c\u8d28\u91cd\u6784<\/h3>\n

\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u5982\u540c\u5206\u6563\u7684\u63a2\u7167\u706f\uff0c\u4ec5\u80fd\u805a\u7126\u4e8e\u670d\u52a1\u5668CPU\u3001\u7f51\u7edc\u6d41\u91cf\u6216\u5e94\u7528\u54cd\u5e94\u65f6\u95f4\u7b49\u5355\u4e00\u7ef4\u5ea6\u3002\u800c\u5168\u666f\u6027\u80fd\u76d1\u63a7\uff08Full-Stack Observability\uff09<\/strong>\u5982\u540c\u4e00\u5f20\u7acb\u4f53\u96f7\u8fbe\u7f51\uff0c\u901a\u8fc7\u5168\u94fe\u8def\u8ffd\u8e2a\u3001\u591a\u7ef4\u5ea6\u6307\u6807\u805a\u5408\u3001\u4e0a\u4e0b\u6587\u5173\u8054<\/strong>\u4e09\u5927\u652f\u67f1\uff0c\u5b9e\u73b0\u4ece\u57fa\u7840\u8bbe\u65bd\u5230\u4e1a\u52a1\u903b\u8f91\u7684\u5b8c\u6574\u6620\u5c04\u3002\u8fd9\u79cd\u9769\u65b0\u5e76\u975e\u7b80\u5355\u53e0\u52a0\u76d1\u63a7\u7ef4\u5ea6\uff0c\u800c\u662f\u901a\u8fc7\u6570\u636e\u878d\u5408\u5f15\u64ce<\/strong>\u5c06\u65e5\u5fd7\uff08Logs\uff09\u3001\u6307\u6807\uff08Metrics\uff09\u3001\u8ffd\u8e2a\uff08Traces\uff09\u4e09\u5927\u6570\u636e\u6e90\u6574\u5408\u4e3a\u7edf\u4e00\u7684\u53ef\u89c2\u6d4b\u6027\u6a21\u578b\u3002<\/p>\n

\u4ee5\u67d0\u4e91\u670d\u52a1\u5546\u7684\u5b9e\u8df5\u4e3a\u4f8b\uff0c\u5176\u76d1\u63a7\u7cfb\u7edf\u540c\u6b65\u91c7\u96c6\u4e86\u5bb9\u5668\u7f16\u6392\u5c42\u7684\u4e8b\u4ef6\u65e5\u5fd7\u3001\u5fae\u670d\u52a1\u95f4\u7684\u8c03\u7528\u94fe\u6807\u7b7e\u3001\u6570\u636e\u5e93\u6162\u67e5\u8be2\u7684\u4e0a\u4e0b\u6587\u5feb\u7167<\/strong>\uff0c\u5e76\u57fa\u4e8e\u52a8\u6001\u9608\u503c\u7b97\u6cd5\u8bc6\u522b\u51faKubernetes\u96c6\u7fa4\u8d44\u6e90\u8c03\u5ea6\u5f02\u5e38\u4e0eAPI\u7f51\u5173\u5ef6\u8fdf\u7684\u9690\u6027\u5173\u8054\u3002\u8fd9\u79cd\u5173\u8054\u5206\u6790\u80fd\u529b\uff0c\u6b63\u662f\u5b9e\u73b0\u5b9e\u65f6\u8bca\u65ad\u7684\u6838\u5fc3\u57fa\u7840\u3002<\/p>\n

\n

\u4e8c\u3001\u5b9e\u65f6\u6570\u636e\u5206\u6790\u7684\u6280\u672f\u67b6\u6784\u6f14\u8fdb<\/h3>\n

\u6784\u5efa\u5b9e\u65f6\u6570\u636e\u5904\u7406\u6d41\u6c34\u7ebf\u9700\u8981\u7a81\u7834\u4e09\u5927\u6280\u672f\u74f6\u9888\uff1a\u6570\u636e\u91c7\u96c6\u7684\u65f6\u6548\u6027\u3001\u8ba1\u7b97\u8d44\u6e90\u7684\u52a8\u6001\u5206\u914d\u3001\u5f02\u5e38\u68c0\u6d4b\u7684\u7cbe\u51c6\u5ea6<\/strong>\u3002\u73b0\u4ee3\u5168\u666f\u76d1\u63a7\u5e73\u53f0\u666e\u904d\u91c7\u7528\u5206\u5c42\u5f0f\u67b6\u6784\u8bbe\u8ba1\uff1a<\/p>\n

    \n
  1. \n

    \u5206\u5e03\u5f0f\u6570\u636e\u91c7\u96c6\u5c42<\/strong>
    \n\u901a\u8fc7\u8fb9\u7f18\u8ba1\u7b97\u8282\u70b9<\/strong>\u5728\u6570\u636e\u6e90\u5934\u5b8c\u6210\u9884\u5904\u7406\uff0c\u4f8b\u5982\u4f7f\u7528eBPF\u6280\u672f\u5728\u5185\u6838\u5c42\u6355\u83b7\u7cfb\u7edf\u8c03\u7528\u4e8b\u4ef6\uff0c\u6216\u901a\u8fc7Service Mesh\u4ee3\u7406\u5b9e\u65f6\u622a\u83b7\u5fae\u670d\u52a1\u901a\u4fe1\u62a5\u6587\u3002\u8fd9\u79cd\u65b9\u5f0f\u5c06\u6570\u636e\u8fc7\u6ee4\u3001\u683c\u5f0f\u8f6c\u6362\u7b49\u64cd\u4f5c\u524d\u7f6e\uff0c\u51cf\u5c11\u4f20\u8f93\u5e26\u5bbd\u6d88\u8017\u7684\u540c\u65f6\uff0c\u5c06\u7aef\u5230\u7aef\u5ef6\u8fdf\u63a7\u5236\u572850\u6beb\u79d2\u4ee5\u5185\u3002<\/p>\n<\/li>\n

  2. \n

    \u6d41\u5f0f\u5904\u7406\u5f15\u64ce\u5c42<\/strong>
    \n\u91c7\u7528Apache Flink<\/strong>\u6216Apache Kafka Streams<\/strong>\u6784\u5efa\u5b9e\u65f6\u8ba1\u7b97\u7ba1\u9053\uff0c\u652f\u6301\u65f6\u95f4\u7a97\u53e3\u6ed1\u52a8\u3001\u590d\u6742\u4e8b\u4ef6\u5904\u7406\uff08CEP\uff09\u7b49\u64cd\u4f5c\u3002\u67d0\u89c6\u9891\u6d41\u5a92\u4f53\u5e73\u53f0\u901a\u8fc7Flink\u7684CEP\u6a21\u5757\uff0c\u6210\u529f\u5728\u6bcf\u79d2\u767e\u4e07\u7ea7\u8bf7\u6c42\u4e2d\u8bc6\u522b\u51fa\u5f02\u5e38\u767b\u5f55\u884c\u4e3a\u7684\u6269\u6563\u6a21\u5f0f\uff0c\u5c06\u5b89\u5168\u54cd\u5e94\u65f6\u95f4\u4ece15\u5206\u949f\u7f29\u77ed\u81f38\u79d2\u3002<\/p>\n<\/li>\n

  3. \n

    \u65f6\u5e8f\u6570\u636e\u5e93\u4e0eAI\u63a8\u7406\u5c42<\/strong>
    \n\u65f6\u5e8f\u6570\u636e\u5e93\uff08TSDB\uff09<\/strong>\u5982InfluxDB\u3001TimescaleDB\uff0c\u5176\u5217\u5f0f\u5b58\u50a8\u7ed3\u6784\u548c\u65f6\u95f4\u5206\u533a\u7b56\u7565\uff0c\u4f7f\u5f97\u805a\u5408\u67e5\u8be2\u6027\u80fd\u6bd4\u4f20\u7edf\u5173\u7cfb\u578b\u6570\u636e\u5e93\u63d0\u534710\u500d\u4ee5\u4e0a\u3002\u4e0e\u4e4b\u914d\u5408\u7684\u5728\u7ebf\u673a\u5668\u5b66\u4e60\u6846\u67b6<\/strong>\uff08\u5982Apache Mahout\uff09\u6301\u7eed\u5206\u6790\u6307\u6807\u8d8b\u52bf\uff0c\u52a8\u6001\u751f\u6210\u5f02\u5e38\u57fa\u7ebf\u3002\u4f8b\u5982\u67d0\u667a\u80fd\u9a7e\u9a76\u7cfb\u7edf\u901a\u8fc7\u5b9e\u65f6\u5206\u6790\u4f20\u611f\u5668\u6570\u636e\u6d41\uff0c\u63d0\u524d300\u6beb\u79d2\u9884\u6d4b\u5230\u5239\u8f66\u7cfb\u7edf\u8fc7\u70ed\u98ce\u9669\u3002<\/p>\n<\/li>\n<\/ol>\n

    \n

    \u4e09\u3001\u7a81\u7834\u5b9e\u65f6\u6027\u74f6\u9888\u7684\u4e94\u5927\u5173\u952e\u6280\u672f<\/h3>\n
      \n
    1. \n

      \u8fb9\u7f18\u667a\u80fd\u9884\u5904\u7406<\/strong>
      \n\u5728\u7269\u8054\u7f51\u8bbe\u5907\u7aef\u90e8\u7f72\u8f7b\u91cf\u7ea7AI\u6a21\u578b\uff0c\u5bf9\u632f\u52a8\u9891\u7387\u3001\u6e29\u5ea6\u6ce2\u52a8\u7b49\u539f\u59cb\u4fe1\u53f7\u8fdb\u884c\u672c\u5730\u5316\u7279\u5f81\u63d0\u53d6\u3002\u67d0\u98ce\u7535\u8fd0\u7ef4\u5546\u91c7\u7528\u8be5\u65b9\u6cd5\uff0c\u5c06\u6bcf\u53f0\u98ce\u673a\u7684\u65e5\u4f20\u8f93\u6570\u636e\u91cf\u4ece120GB\u538b\u7f29\u81f3800MB\uff0c\u540c\u65f6\u5b9e\u73b0\u8f74\u627f\u78e8\u635f\u7684\u5b9e\u65f6\u9884\u8b66\u3002<\/p>\n<\/li>\n

    2. \n

      \u6d41\u6279\u4e00\u4f53\u8ba1\u7b97\u6846\u67b6<\/strong>
      \nApache Beam<\/strong>\u7b49\u7edf\u4e00\u7f16\u7a0b\u6a21\u578b\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u5728\u540c\u4e00\u5957API\u4e2d\u5b9a\u4e49\u5b9e\u65f6\u6d41\u5904\u7406\u548c\u79bb\u7ebf\u6279\u5904\u7406\u4efb\u52a1\u3002\u8fd9\u79cd\u67b6\u6784\u6d88\u9664\u4e86\u6570\u636e\u5b64\u5c9b\uff0c\u786e\u4fdd\u5b9e\u65f6\u4eea\u8868\u76d8\u4e0e\u5386\u53f2\u8d8b\u52bf\u5206\u6790\u91c7\u7528\u4e00\u81f4\u7684\u8ba1\u7b97\u903b\u8f91\u3002<\/p>\n<\/li>\n

    3. \n

      \u52a8\u6001\u57fa\u7ebf\u7b97\u6cd5<\/strong>
      \n\u4f20\u7edf\u9759\u6001\u9608\u503c\u5728\u9762\u5bf9\u4e1a\u52a1\u6d41\u91cf\u6ce2\u52a8\u65f6\u9891\u7e41\u8bef\u62a5\u3002\u65b0\u578b\u6982\u7387\u6a21\u578b<\/strong>\uff08\u5982Prophet\u7b97\u6cd5\uff09\u7ed3\u5408\u65f6\u95f4\u5e8f\u5217\u5206\u89e3\uff0c\u80fd\u81ea\u52a8\u8bc6\u522b\u5de5\u4f5c\u65e5\/\u8282\u5047\u65e5\u6a21\u5f0f\u3001\u8425\u9500\u6d3b\u52a8\u5cf0\u503c\u7b49\u573a\u666f\uff0c\u52a8\u6001\u8c03\u6574\u5f02\u5e38\u5224\u5b9a\u8fb9\u754c\u3002\u67d0\u652f\u4ed8\u5e73\u53f0\u7684\u4ea4\u6613\u6210\u529f\u7387\u544a\u8b66\u51c6\u786e\u7387\u56e0\u6b64\u63d0\u534763%\u3002<\/p>\n<\/li>\n

    4. \n

      \u56e0\u679c\u63a8\u7406\u5f15\u64ce<\/strong>
      \n\u5f53\u6570\u636e\u5e93\u6162\u67e5\u8be2\u6fc0\u589e\u65f6\uff0c\u6839\u6e90\u53ef\u80fd\u662f\u7f13\u5b58\u5931\u6548\u3001\u4ee3\u7801\u7f3a\u9677\u6216\u7f51\u7edc\u62e5\u585e\u3002\u57fa\u4e8e\u56e0\u679c\u56fe\uff08Causal Graph\uff09<\/strong>\u7684\u63a8\u7406\u7cfb\u7edf\uff0c\u901a\u8fc7\u5206\u6790\u6307\u6807\u95f4\u7684\u683c\u5170\u6770\u56e0\u679c\u5173\u7cfb\uff0c\u53ef\u81ea\u52a8\u751f\u6210\u6545\u969c\u4f20\u64ad\u8def\u5f84\u3002\u67d0\u8bc1\u5238\u4ea4\u6613\u7cfb\u7edf\u5e94\u7528\u8be5\u6280\u672f\u540e\uff0c\u5e73\u5747\u6545\u969c\u5b9a\u4f4d\u65f6\u95f4\u4ece45\u5206\u949f\u964d\u81f33\u5206\u949f\u3002<\/p>\n<\/li>\n

    5. \n

      \u53ef\u89e3\u91ca\u6027\u53ef\u89c6\u5316<\/strong>
      \n\u5b9e\u65f6\u6570\u636e\u5fc5\u987b\u8f6c\u5316\u4e3a\u53ef\u64cd\u4f5c\u7684\u6d1e\u89c1\u3002\u70ed\u529b\u56fe\u77e9\u9635<\/strong>\u53ef\u76f4\u89c2\u5c55\u793a\u5fae      \u670d\u52a1\u8c03\u7528\u94fe<\/a>\u7684\u6027\u80fd\u74f6\u9888\u5206\u5e03\uff0c\u800c\u4e09\u7ef4\u62d3\u6251\u56fe<\/strong>\u80fd\u52a8\u6001\u5448\u73b0\u4e91\u539f\u751f\u73af\u5883\u4e0b\u7684\u670d\u52a1\u4f9d\u8d56\u53d8\u5316\u3002Grafana\u7b49\u5de5\u5177\u901a\u8fc7\u4e0ePrometheus<\/a>\u6570\u636e\u6e90\u6df1\u5ea6\u96c6\u6210\uff0c\u652f\u6301\u6beb\u79d2\u7ea7\u5237\u65b0\u7684\u4ea4\u4e92\u5f0f\u4eea\u8868\u76d8\u3002<\/p>\n<\/li>\n<\/ol>\n

      \n

      \u56db\u3001\u4ece\u6570\u636e\u6d2a\u6d41\u5230\u4e1a\u52a1\u51b3\u7b56\u7684\u5b9e\u8df5\u8def\u5f84<\/h3>\n

      \u67d0\u5934\u90e8\u7535\u5546\u5e73\u53f0\u7684\u5b9e\u6218\u6848\u4f8b\u6781\u5177\u53c2\u8003\u4ef7\u503c\uff1a\u901a\u8fc7\u90e8\u7f72OpenTelemetry<\/strong>\u6807\u51c6\u534f\u8bae\uff0c\u7edf\u4e00\u91c7\u96c6200+\u5fae\u670d\u52a1\u7684\u9ec4\u91d1\u4fe1\u53f7\uff08\u5ef6\u8fdf\u3001\u6d41\u91cf\u3001\u9519\u8bef\u7387\u3001\u9971\u548c\u5ea6\uff09\uff1b\u5229\u7528Jaeger<\/strong>\u5b9e\u73b0\u5168\u94fe\u8def\u8ffd\u8e2a\uff0c\u7cbe\u51c6\u5b9a\u4f4d\u5230\u5546\u54c1\u8be6\u60c5\u9875\u7684N+1\u67e5\u8be2\u95ee\u9898\uff1b\u6700\u7ec8\u7ed3\u5408\u52a8\u6001\u8d44\u6e90\u8c03\u5ea6\u7b97\u6cd5<\/strong>\uff0c\u5728618\u5927\u4fc3\u671f\u95f4\u5b9e\u73b0\u670d\u52a1\u5668\u8d44\u6e90\u5229\u7528\u7387\u63d0\u534740%\uff0c\u6838\u5fc3\u4ea4\u6613\u63a5\u53e3\u7684P99\u5ef6\u8fdf\u7a33\u5b9a\u5728230ms\u4ee5\u5185\u3002<\/p>\n

      \u8fd9\u79cd\u6210\u529f\u5e76\u975e\u5076\u7136\uff0c\u800c\u662f\u9075\u5faa\u4e86\u6e05\u6670\u7684\u5b9e\u65bd\u8def\u7ebf\uff1a<\/p>\n

        \n
      • \u7b2c\u4e00\u9636\u6bb5<\/strong>\uff1a\u5efa\u7acb\u7edf\u4e00\u7684\u53ef\u89c2\u6d4b\u6027\u6570\u636e\u6807\u51c6\uff0c\u6253\u7834\u5de5\u5177\u94fe\u788e\u7247\u5316\n<\/li>\n
      • \u7b2c\u4e8c\u9636\u6bb5<\/strong>\uff1a\u6784\u5efa\u6d41\u5f0f\u5904\u7406\u7ba1\u9053\uff0c\u5b9e\u73b0\u79d2\u7ea7\u6307\u6807\u805a\u5408\u4e0e\u5f02\u5e38\u68c0\u6d4b\n<\/li>\n
      • \u7b2c\u4e09\u9636\u6bb5<\/strong>\uff1a\u6ce8\u5165\u9886\u57df\u77e5\u8bc6\uff0c\u8bad\u7ec3\u9002\u5e94\u4e1a\u52a1\u7279\u6027\u7684AI\u8bca\u65ad\u6a21\u578b\n<\/li>\n
      • \u7b2c\u56db\u9636\u6bb5<\/strong>\uff1a\u5f62\u6210\u76d1\u6d4b-\u5206\u6790-\u4f18\u5316\u7684\u95ed\u73af\u53cd\u9988\uff0c\u9a71\u52a8\u67b6\u6784\u6301\u7eed\u6f14\u8fdb\n<\/li>\n<\/ul>\n
        \n

        \u5728\u4e07\u7269\u4e92\u8054\u7684\u65f6\u4ee3\uff0c\u4f01\u4e1a\u7684\u7ade\u4e89\u529b\u5df2\u9010\u6e10\u8f6c\u5316\u4e3a\u6570\u636e\u611f\u77e5\u901f\u5ea6<\/strong>\u4e0e\u7cfb\u7edf\u81ea\u6108\u80fd\u529b<\/strong>\u7684\u6bd4\u62fc\u3002\u5f53\u5168\u666f\u6027\u80fd\u76d1\u63a7\u4e0e\u5b9e\u65f6\u6570\u636e\u5206\u6790\u6df1\u5ea6\u878d\u5408\uff0c\u6211\u4eec\u4e0d\u4ec5\u80fd\u770b\u89c1\u7cfb\u7edf\u7684”\u5fc3\u8df3”\uff0c\u66f4\u80fd\u9884\u5224\u5176”\u8109\u52a8”\u7684\u6bcf\u4e00\u6b21\u5f02\u5e38\u8d77\u4f0f\u3002\u8fd9\u79cd\u80fd\u529b\uff0c\u6b63\u91cd\u65b0\u5b9a\u4e49\u7740\u6570\u5b57\u5316\u7cfb\u7edf\u7684\u53ef\u9760\u6027\u8fb9\u754c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

        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\u4e00\u3001\u5168\u666f\u6027\u80fd\u76d1\u63a7\u7684\u672c\u8d28\u91cd\u6784 \u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u5982\u540c\u5206\u6563\u7684\u63a2\u7167\u706f\uff0c\u4ec5\u80fd\u805a\u7126\u4e8e\u670d\u52a1\u5668CPU\u3001\u7f51\u7edc\u6d41\u91cf\u6216\u5e94\u7528\u54cd\u5e94\u65f6\u95f4\u7b49\u5355\u4e00\u7ef4\u5ea6\u3002\u800c\u5168\u666f\u6027\u80fd\u76d1\u63a7\uff08Full-Stack Observability\uff09\u5982\u540c\u4e00\u5f20\u7acb\u4f53\u96f7\u8fbe\u7f51\uff0c\u901a\u8fc7\u5168\u94fe\u8def\u8ffd\u8e2a\u3001\u591a\u7ef4\u5ea6\u6307\u6807\u805a\u5408\u3001\u4e0a\u4e0b\u6587\u5173\u8054\u4e09\u5927\u652f\u67f1\uff0c\u5b9e\u73b0\u4ece\u57fa\u7840\u8bbe\u65bd\u5230\u4e1a\u52a1\u903b\u8f91\u7684\u5b8c\u6574\u6620\u5c04\u3002\u8fd9\u79cd\u9769\u65b0\u5e76\u975e\u7b80\u5355\u53e0\u52a0\u76d1\u63a7\u7ef4\u5ea6\uff0c\u800c\u662f\u901a\u8fc7\u6570\u636e\u878d\u5408\u5f15\u64ce\u5c06\u65e5\u5fd7\uff08Logs\uff09\u3001\u6307\u6807\uff08Metrics\uff09\u3001\u8ffd\u8e2a\uff08Traces\uff09\u4e09\u5927\u6570\u636e\u6e90\u6574\u5408\u4e3a\u7edf\u4e00\u7684\u53ef\u89c2\u6d4b\u6027\u6a21\u578b\u3002 \u4ee5\u67d0\u4e91\u670d\u52a1\u5546\u7684\u5b9e\u8df5\u4e3a\u4f8b\uff0c\u5176\u76d1\u63a7\u7cfb\u7edf\u540c\u6b65\u91c7\u96c6\u4e86\u5bb9\u5668\u7f16\u6392\u5c42\u7684\u4e8b\u4ef6\u65e5\u5fd7\u3001\u5fae\u670d\u52a1\u95f4\u7684\u8c03\u7528\u94fe\u6807\u7b7e\u3001\u6570\u636e\u5e93\u6162\u67e5\u8be2\u7684\u4e0a\u4e0b\u6587\u5feb\u7167\uff0c\u5e76\u57fa\u4e8e\u52a8\u6001\u9608\u503c\u7b97\u6cd5\u8bc6\u522b\u51faKubernetes\u96c6\u7fa4\u8d44\u6e90\u8c03\u5ea6\u5f02\u5e38\u4e0eAPI\u7f51\u5173\u5ef6\u8fdf\u7684\u9690\u6027\u5173\u8054\u3002\u8fd9\u79cd\u5173\u8054\u5206\u6790\u80fd\u529b\uff0c\u6b63\u662f\u5b9e\u73b0\u5b9e\u65f6\u8bca\u65ad\u7684\u6838\u5fc3\u57fa\u7840\u3002 \u4e8c\u3001\u5b9e\u65f6\u6570\u636e\u5206\u6790\u7684\u6280\u672f\u67b6\u6784\u6f14\u8fdb \u6784\u5efa\u5b9e\u65f6\u6570\u636e\u5904\u7406\u6d41\u6c34\u7ebf\u9700\u8981\u7a81\u7834\u4e09\u5927\u6280\u672f\u74f6\u9888\uff1a\u6570\u636e\u91c7\u96c6\u7684\u65f6\u6548\u6027\u3001\u8ba1\u7b97\u8d44\u6e90\u7684\u52a8\u6001\u5206\u914d\u3001\u5f02\u5e38\u68c0\u6d4b\u7684\u7cbe\u51c6\u5ea6\u3002\u73b0\u4ee3\u5168\u666f\u76d1\u63a7\u5e73\u53f0\u666e\u904d\u91c7\u7528\u5206\u5c42\u5f0f\u67b6\u6784\u8bbe\u8ba1\uff1a \u5206\u5e03\u5f0f\u6570\u636e\u91c7\u96c6\u5c42 \u901a\u8fc7\u8fb9\u7f18\u8ba1\u7b97\u8282\u70b9\u5728\u6570\u636e\u6e90\u5934\u5b8c\u6210\u9884\u5904\u7406\uff0c\u4f8b\u5982\u4f7f\u7528eBPF\u6280\u672f\u5728\u5185\u6838\u5c42\u6355\u83b7\u7cfb\u7edf\u8c03\u7528\u4e8b\u4ef6\uff0c\u6216\u901a\u8fc7Service Mesh\u4ee3\u7406\u5b9e\u65f6\u622a\u83b7\u5fae\u670d\u52a1\u901a\u4fe1\u62a5\u6587\u3002\u8fd9\u79cd\u65b9\u5f0f\u5c06\u6570\u636e\u8fc7\u6ee4\u3001\u683c\u5f0f\u8f6c\u6362\u7b49\u64cd\u4f5c\u524d\u7f6e\uff0c\u51cf\u5c11\u4f20\u8f93\u5e26\u5bbd\u6d88\u8017\u7684\u540c\u65f6\uff0c\u5c06\u7aef\u5230\u7aef\u5ef6\u8fdf\u63a7\u5236\u572850\u6beb\u79d2\u4ee5\u5185\u3002 \u6d41\u5f0f\u5904\u7406\u5f15\u64ce\u5c42 \u91c7\u7528Apache Flink\u6216Apache Kafka Streams\u6784\u5efa\u5b9e\u65f6\u8ba1\u7b97\u7ba1\u9053\uff0c\u652f\u6301\u65f6\u95f4\u7a97\u53e3\u6ed1\u52a8\u3001\u590d\u6742\u4e8b\u4ef6\u5904\u7406\uff08CEP\uff09\u7b49\u64cd\u4f5c\u3002\u67d0\u89c6\u9891\u6d41\u5a92\u4f53\u5e73\u53f0\u901a\u8fc7Flink\u7684CEP\u6a21\u5757\uff0c\u6210\u529f\u5728\u6bcf\u79d2\u767e\u4e07\u7ea7\u8bf7\u6c42\u4e2d\u8bc6\u522b\u51fa\u5f02\u5e38\u767b\u5f55\u884c\u4e3a\u7684\u6269\u6563\u6a21\u5f0f\uff0c\u5c06\u5b89\u5168\u54cd\u5e94\u65f6\u95f4\u4ece15\u5206\u949f\u7f29\u77ed\u81f38\u79d2\u3002 \u65f6\u5e8f\u6570\u636e\u5e93\u4e0eAI\u63a8\u7406\u5c42 \u65f6\u5e8f\u6570\u636e\u5e93\uff08TSDB\uff09\u5982InfluxDB\u3001TimescaleDB\uff0c\u5176\u5217\u5f0f\u5b58\u50a8\u7ed3\u6784\u548c\u65f6\u95f4\u5206\u533a\u7b56\u7565\uff0c\u4f7f\u5f97\u805a\u5408\u67e5\u8be2\u6027\u80fd\u6bd4\u4f20\u7edf\u5173\u7cfb\u578b\u6570\u636e\u5e93\u63d0\u534710\u500d\u4ee5\u4e0a\u3002\u4e0e\u4e4b\u914d\u5408\u7684\u5728\u7ebf\u673a\u5668\u5b66\u4e60\u6846\u67b6\uff08\u5982Apache Mahout\uff09\u6301\u7eed\u5206\u6790\u6307\u6807\u8d8b\u52bf\uff0c\u52a8\u6001\u751f\u6210\u5f02\u5e38\u57fa\u7ebf\u3002\u4f8b\u5982\u67d0\u667a\u80fd\u9a7e\u9a76\u7cfb\u7edf\u901a\u8fc7\u5b9e\u65f6\u5206\u6790\u4f20\u611f\u5668\u6570\u636e\u6d41\uff0c\u63d0\u524d300\u6beb\u79d2\u9884\u6d4b\u5230\u5239\u8f66\u7cfb\u7edf\u8fc7\u70ed\u98ce\u9669\u3002 \u4e09\u3001\u7a81\u7834\u5b9e\u65f6\u6027\u74f6\u9888\u7684\u4e94\u5927\u5173\u952e\u6280\u672f \u8fb9\u7f18\u667a\u80fd\u9884\u5904\u7406 \u5728\u7269\u8054\u7f51\u8bbe\u5907\u7aef\u90e8\u7f72\u8f7b\u91cf\u7ea7AI\u6a21\u578b\uff0c\u5bf9\u632f\u52a8\u9891\u7387\u3001\u6e29\u5ea6\u6ce2\u52a8\u7b49\u539f\u59cb\u4fe1\u53f7\u8fdb\u884c\u672c\u5730\u5316\u7279\u5f81\u63d0\u53d6\u3002\u67d0\u98ce\u7535\u8fd0\u7ef4\u5546\u91c7\u7528\u8be5\u65b9\u6cd5\uff0c\u5c06\u6bcf\u53f0\u98ce\u673a\u7684\u65e5\u4f20\u8f93\u6570\u636e\u91cf\u4ece120GB\u538b\u7f29\u81f3800MB\uff0c\u540c\u65f6\u5b9e\u73b0\u8f74\u627f\u78e8\u635f\u7684\u5b9e\u65f6\u9884\u8b66\u3002 \u6d41\u6279\u4e00\u4f53\u8ba1\u7b97\u6846\u67b6 Apache Beam\u7b49\u7edf\u4e00\u7f16\u7a0b\u6a21\u578b\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u5728\u540c\u4e00\u5957API\u4e2d\u5b9a\u4e49\u5b9e\u65f6\u6d41\u5904\u7406\u548c\u79bb\u7ebf\u6279\u5904\u7406\u4efb\u52a1\u3002\u8fd9\u79cd\u67b6\u6784\u6d88\u9664\u4e86\u6570\u636e\u5b64\u5c9b\uff0c\u786e\u4fdd\u5b9e\u65f6\u4eea\u8868\u76d8\u4e0e\u5386\u53f2\u8d8b\u52bf\u5206\u6790\u91c7\u7528\u4e00\u81f4\u7684\u8ba1\u7b97\u903b\u8f91\u3002 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