{"id":32723,"date":"2025-03-04T10:42:56","date_gmt":"2025-03-04T02:42:56","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=32723"},"modified":"2025-03-04T10:42:56","modified_gmt":"2025-03-04T02:42:56","slug":"%e4%ba%91%e5%8e%9f%e7%94%9fapm%e5%a6%82%e4%bd%95%e6%94%af%e6%8c%81%e6%b7%b7%e5%90%88%e4%ba%91%e7%8e%af%e5%a2%83%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/32723.html","title":{"rendered":"\u4e91\u539f\u751fAPM\u5982\u4f55\u652f\u6301\u6df7\u5408\u4e91\u73af\u5883\uff1f"},"content":{"rendered":"

\n

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\u524d\u8a00<\/strong>
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\n

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\n

\u4e8c\u3001\u4e91\u539f\u751fAPM\u7684\u6838\u5fc3\u80fd\u529b\u91cd\u6784<\/strong><\/h3>\n

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    \n
  1. \u65e0\u4fb5\u5165\u5f0f\u6570\u636e\u91c7\u96c6<\/strong>\uff1a\u901a\u8fc7eBPF\u6280\u672f\u5b9e\u73b0\u5185\u6838\u7ea7\u6307\u6807\u6355\u83b7\uff0c\u65e0\u9700\u4fee\u6539\u5e94\u7528\u4ee3\u7801\u5373\u53ef\u76d1\u63a7Kubernetes\u96c6\u7fa4\u4e2d\u7684Pod\u6d41\u91cf\uff0c\u5b8c\u7f8e\u652f\u6301\u8de8\u4e91\u670d\u52a1\u7684\u6027\u80fd\u8ffd\u8e2a\u3002\n<\/li>\n
  2. \u5f00\u653eTelemetry\u4f53\u7cfb<\/strong>\uff1a\u57fa\u4e8eOpenTelemetry\u6807\u51c6\uff0c\u7edf\u4e00\u6307\u6807\uff08Metrics\uff09\u3001\u65e5\u5fd7\uff08Logs\uff09\u3001\u8ffd\u8e2a\uff08Traces\uff09\u7684\u91c7\u96c6\u4e0e\u4f20\u8f93\u3002\u4f8b\u5982\uff0c\u67d0\u96f6\u552e\u4f01\u4e1a\u901a\u8fc7OTLP\u534f\u8bae\uff0c\u5c06\u963f\u91cc\u4e91\u51fd\u6570\u8ba1\u7b97\u65e5\u5fd7\u4e0eAzure Kubernetes\u7684\u8c03\u7528\u94fe\u6570\u636e\u805a\u5408\u81f3\u540c\u4e00\u5206\u6790\u5e73\u53f0\u3002\n<\/li>\n
  3. AI\u9a71\u52a8\u7684\u6839\u56e0\u5206\u6790<\/a><\/strong>\uff1a\u5229\u7528\u65f6\u5e8f\u9884\u6d4b\u7b97\u6cd5\u8bc6\u522bCPU\/\u5185\u5b58\u5f02\u5e38\u8d8b\u52bf\uff0c\u7ed3\u5408\u62d3\u6251\u56fe\u8c31\u81ea\u52a8\u5b9a\u4f4d\u6545\u969c\u4f20\u64ad\u8def\u5f84\u3002Gartner\u6570\u636e\u663e\u793a\uff0c\u91c7\u7528AIOps\u7684APM\u5de5\u5177\u53ef\u5c06MTTR\uff08\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff09\u7f29\u77ed67%\u3002\n<\/li>\n<\/ol>\n
    \n

    \u4e09\u3001\u6df7\u5408\u4e91\u573a\u666f\u4e0b\u7684\u5173\u952e\u6280\u672f\u5b9e\u8df5<\/strong><\/h3>\n

    1. \u6784\u5efa\u8de8\u4e91\u7edf\u4e00\u76d1\u63a7\u5e73\u9762<\/strong><\/h4>\n

    \u4e91\u539f\u751fAPM\u901a\u8fc7\u6807\u7b7e\u5316\uff08Tagging\uff09<\/strong>\u673a\u5236\u7a81\u7834\u73af\u5883\u8fb9\u754c\u3002\u4f8b\u5982\uff0c\u4e3a\u6240\u6709\u4e91\u8d44\u6e90\u6253\u4e0a\u201cenv=hybrid\u201d\u201cregion=us-east\u201d\u7b49\u6807\u7b7e\u540e\uff0c\u8fd0\u7ef4\u4eba\u5458\u53ef\u5feb\u901f\u7b5b\u9009\u51fa\u8de8AWS\u3001GCP\u53ca\u672c\u5730\u6570\u636e\u4e2d\u5fc3\u7684\u7279\u5b9a\u670d\u52a1\u72b6\u6001\u3002\u67d0\u89c6\u9891\u6d41\u5a92\u4f53\u5e73\u53f0\u501f\u52a9\u6b64\u529f\u80fd\uff0c\u5c06\u5176\u5168\u740320\u4e2a\u533a\u57df\u7684CDN\u8282\u70b9\u54cd\u5e94\u5ef6\u8fdf\u76d1\u63a7\u6548\u7387\u63d0\u53473\u500d\u3002<\/p>\n

    2. \u52a8\u6001\u670d\u52a1\u4f9d\u8d56\u56fe\u8c31<\/strong><\/h4>\n

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    3. \u667a\u80fd\u9608\u503c\u4e0e\u5f39\u6027\u9002\u914d<\/strong><\/h4>\n

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    \n

    \u56db\u3001\u4ece\u76d1\u63a7\u5230\u4f18\u5316\u7684\u95ed\u73af\u8d4b\u80fd<\/strong><\/h3>\n

    \u4e91\u539f\u751fAPM\u7684\u4ef7\u503c\u4e0d\u6b62\u4e8e\u6545\u969c\u6392\u67e5\uff0c\u66f4\u6df1\u5c42\u7684\u4f5c\u7528\u5728\u4e8e\u9a71\u52a8\u67b6\u6784\u4f18\u5316<\/strong>\uff1a<\/p>\n

      \n
    • \u6210\u672c\u6d1e\u5bdf<\/strong>\uff1a\u901a\u8fc7\u5173\u8054\u8d44\u6e90\u5229\u7528\u7387\u4e0e\u4e91\u8d26\u5355\u6570\u636e\uff0c\u8bc6\u522b\u4f4e\u6548\u7684\u865a\u62df\u673a\u89c4\u683c\u3002\u67d0\u7535\u5546\u5e73\u53f0\u636e\u6b64\u4f18\u5316\u4e86\u8de8Azure\u548c\u79c1\u6709\u4e91\u7684\u5bb9\u5668\u8c03\u5ea6\u7b56\u7565\uff0c\u5e74\u5ea6\u4e91\u652f\u51fa\u964d\u4f4e18%\u3002\n<\/li>\n
    • \u6027\u80fd\u8c03\u4f18<\/strong>\uff1a\u57fa\u4e8e\u5168\u94fe\u8def\u706b\u7130\u56fe\uff08Flame Graph\uff09\uff0c\u5b9a\u4f4d\u4ee3\u7801\u7ea7\u74f6\u9888\u3002\u4f8b\u5982\uff0c\u67d0\u94f6\u884c\u5728\u6df7\u5408\u4e91\u73af\u5883\u4e2d\u53d1\u73b0\uff0c\u8de8\u4e91\u6570\u636e\u5e93\u67e5\u8be2\u7684N+1\u95ee\u9898\u5bfc\u81f4API\u5ef6\u8fdf\u589e\u52a0200ms\uff0c\u7ecf\u4f18\u5316\u540eTPS\u63d0\u534740%\u3002\n<\/li>\n
    • \u5b89\u5168\u5408\u89c4<\/strong>\uff1a\u901a\u8fc7API\u8c03\u7528\u94fe\u5206\u6790\uff0c\u68c0\u6d4b\u672a\u6388\u6743\u7684\u8de8\u4e91\u6570\u636e\u8bbf\u95ee\u884c\u4e3a\u3002\u7ed3\u5408Cilium\u7b49\u4e91\u539f\u751f\u5b89\u5168\u5de5\u5177\uff0c\u5b9e\u73b0\u5b9e\u65f6\u5165\u4fb5\u62e6\u622a\u3002\n<\/li>\n<\/ul>\n
      \n

      \u4e94\u3001\u672a\u6765\u6f14\u8fdb\uff1a\u62e5\u62b1Serverless\u4e0e\u8fb9\u7f18\u8ba1\u7b97<\/strong><\/h3>\n

      \u968f\u7740\u6df7\u5408\u4e91\u5411\u201c\u4e91-\u8fb9-\u7aef\u201d\u4e00\u4f53\u5316\u5ef6\u4f38\uff0c\u4e91\u539f\u751fAPM\u6b63\u5728\u62d3\u5c55\u65b0\u7684\u80fd\u529b\u8fb9\u754c\uff1a<\/p>\n

        \n
      • \u65e0\u670d\u52a1\u5668\uff08Serverless\uff09\u76d1\u63a7<\/strong>\uff1a\u9488\u5bf9AWS Lambda\u3001\u963f\u91cc\u4e91\u51fd\u6570\u8ba1\u7b97\u7b49\u77ed\u751f\u547d\u5468\u671f\u51fd\u6570\uff0c\u901a\u8fc7\u51b7\u542f\u52a8\u8017\u65f6\u3001\u6267\u884c\u4e0a\u4e0b\u6587\u590d\u7528\u7387\u7b49\u6307\u6807\u4f18\u5316\u8d44\u6e90\u5206\u914d\u3002\n<\/li>\n
      • \u8fb9\u7f18\u8282\u70b9\u8f7b\u91cf\u5316\u63a2\u9488<\/strong>\uff1a\u5728\u5e26\u5bbd\u53d7\u9650\u573a\u666f\u4e0b\uff0c\u91c7\u7528\u8fb9\u7f18\u8ba1\u7b97\u6846\u67b6\uff08\u5982KubeEdge\uff09\u5b9e\u73b0\u6307\u6807\u672c\u5730\u805a\u5408\uff0c\u4ec5\u5c06\u5173\u952e\u6570\u636e\u56de\u4f20\u4e2d\u5fc3\u5e73\u53f0\u3002\n<\/li>\n
      • \u56e0\u679c\u63a8\u7406\u5f15\u64ce<\/strong>\uff1a\u7ed3\u5408\u77e5\u8bc6\u56fe\u8c31\u6280\u672f\uff0c\u9884\u6d4b\u914d\u7f6e\u53d8\u66f4\u5bf9\u6df7\u5408\u4e91SLO\u7684\u5f71\u54cd\u3002\u4f8b\u5982\uff0c\u5f53\u8c03\u6574Google Cloud\u7684\u8d1f\u8f7d\u5747\u8861\u7b56\u7565\u65f6\uff0c\u7cfb\u7edf\u53ef\u6a21\u62df\u5bf9\u672c\u5730\u6570\u636e\u4e2d\u5fc3\u670d\u52a1\u7684\u5f71\u54cd\u7ed3\u679c\u3002\n<\/li>\n<\/ul>\n
        \n

        \u7ed3\u8bed<\/strong>\uff08\u6839\u636e\u8981\u6c42\u5df2\u7701\u7565\uff09<\/p>\n

        \n

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