{"id":32624,"date":"2025-03-04T10:31:25","date_gmt":"2025-03-04T02:31:25","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=32624"},"modified":"2025-03-04T10:31:25","modified_gmt":"2025-03-04T02:31:25","slug":"%e5%a6%82%e4%bd%95%e9%80%9a%e8%bf%87%e4%ba%91%e5%8e%9f%e7%94%9fapm%e5%ae%9e%e7%8e%b0%e8%b5%84%e6%ba%90%e9%a2%84%e6%b5%8b%e4%b8%8e%e8%a7%84%e5%88%92%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/32624.html","title":{"rendered":"\u5982\u4f55\u901a\u8fc7\u4e91\u539f\u751fAPM\u5b9e\u73b0\u8d44\u6e90\u9884\u6d4b\u4e0e\u89c4\u5212\uff1f"},"content":{"rendered":"

\n

\"\u5982\u4f55\u901a\u8fc7\u4e91\u539f\u751fAPM\u5b9e\u73b0\u8d44\u6e90\u9884\u6d4b\u4e0e\u89c4\u5212\uff1f\"<\/p>\n<\/p>\n

\u524d\u8a00<\/strong>
\n\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u4e0a\u4e91\u5df2\u6210\u4e3a\u4e0d\u53ef\u9006\u7684\u8d8b\u52bf\u3002\u4e91\u539f\u751f\u6280\u672f\u901a\u8fc7\u5bb9\u5668\u5316\u3001\u5fae\u670d\u52a1\u3001\u52a8\u6001\u7f16\u6392\u7b49\u80fd\u529b\uff0c\u663e\u8457\u63d0\u5347\u4e86\u5e94\u7528\u90e8\u7f72\u7684\u7075\u6d3b\u6027\u4e0e\u6548\u7387\u3002\u7136\u800c\uff0c\u968f\u7740\u4e1a\u52a1\u590d\u6742\u5ea6\u7684\u6307\u6570\u7ea7\u589e\u957f\uff0c\u8d44\u6e90\u6d6a\u8d39<\/strong>\u3001\u6027\u80fd\u74f6\u9888<\/strong>\u3001\u6210\u672c\u5931\u63a7<\/strong>\u7b49\u95ee\u9898\u9010\u6e10\u66b4\u9732\u3002\u5982\u4f55\u5728\u6d77\u91cf\u6570\u636e\u4e0e\u52a8\u6001\u8d1f\u8f7d\u4e2d\u5b9e\u73b0\u7cbe\u51c6\u7684\u8d44\u6e90\u9884\u6d4b\u4e0e\u89c4\u5212\uff1f\u7b54\u6848\u6216\u8bb8\u85cf\u5728\u4e91\u539f\u751fAPM\uff08\u5e94\u7528\u6027\u80fd\u7ba1\u7406<\/a>\uff09<\/strong>\u7684\u6df1\u5ea6\u5e94\u7528\u4e2d\u3002\u901a\u8fc7\u5b9e\u65f6\u76d1\u63a7\u3001\u667a\u80fd\u5206\u6790\u4e0e\u6570\u636e\u9a71\u52a8\u7684\u51b3\u7b56\uff0c\u4e91\u539f\u751fAPM\u6b63\u5728\u6210\u4e3a\u4f01\u4e1a\u4f18\u5316\u8d44\u6e90\u5229\u7528\u7387\u3001\u964d\u4f4e\u8fd0\u7ef4\u6210\u672c\u7684\u6838\u5fc3\u5de5\u5177\u3002<\/p>\n

\n

\u4e00\u3001\u4e91\u539f\u751f\u73af\u5883\u4e0b\u7684\u8d44\u6e90\u7ba1\u7406\u6311\u6218<\/strong><\/h3>\n

\u4e91\u539f\u751f\u67b6\u6784\u7684\u5f39\u6027\u4e0e\u52a8\u6001\u7279\u6027\uff0c\u65e2\u662f\u4f18\u52bf\u4e5f\u662f\u6311\u6218\u3002\u4f20\u7edf\u7684\u9759\u6001\u8d44\u6e90\u5206\u914d\u6a21\u5f0f\u5df2\u65e0\u6cd5\u5e94\u5bf9\u4ee5\u4e0b\u95ee\u9898\uff1a<\/p>\n

    \n
  1. \u52a8\u6001\u8d1f\u8f7d\u6ce2\u52a8<\/strong>\uff1a\u5fae\u670d\u52a1\u67b6\u6784\u4e2d\uff0c\u5355\u4e2a\u670d\u52a1\u7684\u6d41\u91cf\u53ef\u80fd\u5728\u5206\u949f\u7ea7\u5185\u5267\u70c8\u6ce2\u52a8\uff0c\u5bfc\u81f4\u8d44\u6e90\u9700\u6c42\u96be\u4ee5\u9884\u6d4b\uff1b\n<\/li>\n
  2. \u591a\u7ef4\u5ea6\u4f9d\u8d56<\/strong>\uff1a\u5bb9\u5668\u3001Kubernetes\u96c6\u7fa4\u3001Serverless\u7ec4\u4ef6\u7684\u6df7\u5408\u90e8\u7f72\uff0c\u4f7f\u8d44\u6e90\u5206\u914d\u9700\u517c\u987e\u6027\u80fd\u3001\u6210\u672c\u4e0e\u7a33\u5b9a\u6027\uff1b\n<\/li>\n
  3. \u6210\u672c\u9ed1\u6d1e<\/strong>\uff1a\u636eGartner\u7edf\u8ba1\uff0c30%\u7684\u4e91\u8d44\u6e90\u652f\u51fa\u56e0\u8fc7\u5ea6\u914d\u7f6e\u6216\u95f2\u7f6e\u800c\u6d6a\u8d39<\/strong>\uff0c\u4f01\u4e1a\u4e9f\u9700\u7cbe\u7ec6\u5316\u6210\u672c\u7ba1\u63a7\u624b\u6bb5\u3002\n<\/li>\n<\/ol>\n

    \u5728\u6b64\u80cc\u666f\u4e0b\uff0c\u57fa\u4e8e\u4e91\u539f\u751fAPM\u7684\u667a\u80fd\u9884\u6d4b\u4e0e\u89c4\u5212<\/strong>\u6210\u4e3a\u7834\u5c40\u5173\u952e\u3002\u5b83\u4e0d\u4ec5\u80fd\u6355\u6349\u5b9e\u65f6\u6027\u80fd\u6570\u636e\uff0c\u66f4\u80fd\u901a\u8fc7AI\/ML\u6a21\u578b\u9884\u6d4b\u672a\u6765\u9700\u6c42\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5b9e\u73b0\u4ece\u201c\u88ab\u52a8\u54cd\u5e94\u201d\u5230\u201c\u4e3b\u52a8\u4f18\u5316\u201d\u7684\u8f6c\u53d8\u3002<\/p>\n

    \n

    \u4e8c\u3001\u4e91\u539f\u751fAPM\u7684\u6838\u5fc3\u80fd\u529b\uff1a\u4ece\u76d1\u63a7\u5230\u9884\u6d4b<\/strong><\/h3>\n

    \u4e91\u539f\u751fAPM\u4e0e\u4f20\u7edfAPM\u7684\u6838\u5fc3\u5dee\u5f02\u5728\u4e8e\u5176\u5168\u6808\u53ef\u89c2\u6d4b<\/a>\u6027<\/strong>\u4e0e\u52a8\u6001\u9002\u5e94\u80fd\u529b<\/strong>\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5176\u529f\u80fd\u53ef\u62c6\u89e3\u4e3a\u56db\u4e2a\u5c42\u6b21\uff1a<\/p>\n

      \n
    1. \u5b9e\u65f6\u76d1\u63a7<\/strong>\uff1a\u91c7\u96c6\u5bb9\u5668\u3001\u8282\u70b9\u3001\u670d\u52a1\u7684CPU\u3001\u5185\u5b58\u3001\u7f51\u7edc\u7b49\u6307\u6807\uff0c\u6784\u5efa\u7ec6\u7c92\u5ea6\u8d44\u6e90\u753b\u50cf\uff1b\n<\/li>\n
    2. \u6839\u56e0\u5206\u6790<\/a><\/strong>\uff1a\u901a\u8fc7Trace\u8ffd\u8e2a\u4e0e\u65e5\u5fd7\u5173\u8054\uff0c\u5feb\u901f\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\uff0c\u907f\u514d\u8d44\u6e90\u88ab\u4f4e\u6548\u5360\u7528\uff1b\n<\/li>\n
    3. \u8d8b\u52bf\u9884\u6d4b<\/strong>\uff1a\u5229\u7528\u65f6\u95f4\u5e8f\u5217\u5206\u6790\uff08\u5982ARIMA\u3001LSTM\uff09\u4e0e\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u9884\u6d4b\u672a\u6765\u8d1f\u8f7d\u5cf0\u503c\u4e0e\u8d44\u6e90\u9700\u6c42\uff1b\n<\/li>\n
    4. \u667a\u80fd\u51b3\u7b56<\/strong>\uff1a\u57fa\u4e8e\u9884\u6d4b\u7ed3\u679c\uff0c\u81ea\u52a8\u89e6\u53d1\u6269\u7f29\u5bb9\u7b56\u7565\u6216\u751f\u6210\u8d44\u6e90\u5206\u914d\u5efa\u8bae\u3002\n<\/li>\n<\/ol>\n

      \u4f8b\u5982\uff0c\u67d0\u7535\u5546\u5e73\u53f0\u5728\u201c\u53cc11\u201d\u671f\u95f4\uff0c\u901a\u8fc7APM\u5386\u53f2\u6570\u636e\u5206\u6790\uff0c\u63d0\u524d\u9884\u6d4b\u51fa\u8ba2\u5355\u670d\u52a1\u7684CPU\u9700\u6c42\u5c06\u589e\u957f200%\uff0c\u4ece\u800c\u63d0\u524d\u6269\u5bb9Kubernetes\u96c6\u7fa4\u7684Pod\u526f\u672c\u6570\uff0c\u907f\u514d\u4e86\u56e0\u8d44\u6e90\u4e0d\u8db3\u5bfc\u81f4\u7684\u4ea4\u6613\u5931\u8d25\u3002<\/em><\/p>\n

      \n

      \u4e09\u3001\u8d44\u6e90\u9884\u6d4b\u4e0e\u89c4\u5212\u7684\u5b9e\u73b0\u8def\u5f84<\/strong><\/h3>\n

      1. \u6570\u636e\u9a71\u52a8\u7684\u9884\u6d4b\u6a21\u578b\u6784\u5efa<\/strong><\/h4>\n

      \u8d44\u6e90\u9884\u6d4b\u7684\u6838\u5fc3\u5728\u4e8e\u5efa\u7acb\u9ad8\u7cbe\u5ea6\u7684\u65f6\u95f4\u5e8f\u5217\u6a21\u578b<\/strong>\u3002APM\u5de5\u5177\u9700\u6574\u5408\u4ee5\u4e0b\u6570\u636e\u6e90\uff1a<\/p>\n

        \n
      • \u5386\u53f2\u8d1f\u8f7d\u6570\u636e<\/strong>\uff1a\u5305\u62ec\u5468\u671f\u6027\u4e1a\u52a1\u5cf0\u503c\uff08\u5982\u6bcf\u65e5\u4fc3\u9500\uff09\u4e0e\u975e\u5468\u671f\u6027\u4e8b\u4ef6\uff08\u5982\u7a81\u53d1\u6d41\u91cf\uff09\uff1b\n<\/li>\n
      • \u4e1a\u52a1\u6307\u6807\u5173\u8054<\/strong>\uff1a\u5c06\u8d44\u6e90\u6d88\u8017\u4e0e\u8ba2\u5355\u91cf\u3001\u7528\u6237\u6d3b\u8dc3\u5ea6\u7b49\u4e1a\u52a1KPI\u7ed1\u5b9a\uff0c\u63d0\u5347\u9884\u6d4b\u76f8\u5173\u6027\uff1b\n<\/li>\n
      • \u5916\u90e8\u53d8\u91cf\u5f15\u5165<\/strong>\uff1a\u5982\u8425\u9500\u6d3b\u52a8\u8ba1\u5212\u3001\u884c\u4e1a\u8d8b\u52bf\u7b49\uff0c\u901a\u8fc7\u591a\u5143\u56de\u5f52\u6a21\u578b\u4f18\u5316\u9884\u6d4b\u7ed3\u679c\u3002\n<\/li>\n<\/ul>\n

        \u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u901a\u8fc7APM\u5e73\u53f0\u53d1\u73b0\uff0c\u5176\u98ce\u63a7\u670d\u52a1\u7684\u8d44\u6e90\u6d88\u8017\u4e0e\u5b9e\u65f6\u4ea4\u6613\u91cf\u5448\u975e\u7ebf\u6027\u5173\u7cfb\u3002\u901a\u8fc7\u5f15\u5165\u68af\u5ea6\u63d0\u5347\u6811\uff08GBDT\uff09\u6a21\u578b\uff0c\u9884\u6d4b\u8bef\u5dee\u4ece15%\u964d\u81f35%\u4ee5\u5185\u3002<\/em><\/p>\n

        2. \u52a8\u6001\u8d44\u6e90\u89c4\u5212\u7684\u4e09\u5927\u7b56\u7565<\/strong><\/h4>\n
          \n
        • \u5f39\u6027\u4f38\u7f29\uff08Auto Scaling\uff09<\/strong>\uff1a\u6839\u636e\u9884\u6d4b\u7ed3\u679c\uff0c\u81ea\u52a8\u8c03\u6574\u5bb9\u5668\u5b9e\u4f8b\u6570\u6216\u670d\u52a1\u5668\u89c4\u683c\u3002\u4f8b\u5982\uff0cKubernetes HPA\uff08\u6c34\u5e73Pod\u81ea\u52a8\u4f38\u7f29\uff09\u53ef\u57fa\u4e8eCPU\/\u5185\u5b58\u9608\u503c\u6216\u81ea\u5b9a\u4e49\u6307\u6807\u89e6\u53d1\u6269\u7f29\u5bb9\uff1b\n<\/li>\n
        • \u5bb9\u91cf\u9884\u7559\u4f18\u5316<\/strong>\uff1a\u7ed3\u5408\u9884\u6d4b\u5cf0\u503c\u4e0e\u6210\u672c\u9884\u7b97\uff0c\u5728\u516c\u6709\u4e91\u4e2d\u52a8\u6001\u91c7\u8d2d\u9884\u7559\u5b9e\u4f8b\u6216Spot\u5b9e\u4f8b\uff0c\u964d\u4f4e\u8d44\u6e90\u6210\u672c\uff1b\n<\/li>\n
        • \u4f18\u5148\u7ea7\u8c03\u5ea6<\/strong>\uff1a\u5bf9\u5173\u952e\u4e1a\u52a1\u670d\u52a1\u5206\u914d\u9ad8\u4f18\u5148\u7ea7\u8d44\u6e90\uff0c\u786e\u4fdd\u6838\u5fc3\u94fe\u8def\u7a33\u5b9a\u6027\u3002\n<\/li>\n<\/ul>\n

          \u4e00\u5bb6\u89c6\u9891\u6d41\u5a92\u4f53\u4f01\u4e1a\u901a\u8fc7APM\u7684\u9884\u6d4b\u6570\u636e\uff0c\u5728\u665a\u95f4\u9ad8\u5cf0\u524d\u81ea\u52a8\u6269\u5bb9CDN\u8282\u70b9\uff0c\u540c\u65f6\u5c06\u975e\u5b9e\u65f6\u4efb\u52a1\u8c03\u5ea6\u81f3\u95f2\u7f6e\u8d44\u6e90\uff0c\u8282\u7701\u4e8640%\u7684\u4e91\u652f\u51fa\u3002<\/em><\/p>\n

          3. \u95ed\u73af\u53cd\u9988\u4e0e\u6301\u7eed\u4f18\u5316<\/strong><\/h4>\n

          \u8d44\u6e90\u89c4\u5212\u5e76\u975e\u4e00\u52b3\u6c38\u9038\u3002APM\u7cfb\u7edf\u9700\u5efa\u7acb\u95ed\u73af\u673a\u5236\uff1a<\/p>\n

            \n
          • \u5b9e\u65f6\u9a8c\u8bc1<\/strong>\uff1a\u6bd4\u8f83\u9884\u6d4b\u503c\u4e0e\u5b9e\u9645\u8d44\u6e90\u6d88\u8017\u7684\u504f\u5dee\uff0c\u8fed\u4ee3\u4f18\u5316\u6a21\u578b\u53c2\u6570\uff1b\n<\/li>\n
          • \u5f02\u5e38\u544a\u8b66<\/strong>\uff1a\u5f53\u8d44\u6e90\u4f7f\u7528\u7387\u504f\u79bb\u9608\u503c\u65f6\uff0c\u89e6\u53d1\u544a\u8b66\u5e76\u63a8\u8350\u8c03\u6574\u65b9\u6848\uff1b\n<\/li>\n
          • \u6210\u672c-\u6027\u80fd\u6743\u8861<\/strong>\uff1a\u901a\u8fc7A\/B\u6d4b\u8bd5\uff0c\u8bc4\u4f30\u4e0d\u540c\u8d44\u6e90\u914d\u7f6e\u5bf9\u7528\u6237\u4f53\u9a8c\u4e0e\u6210\u672c\u7684\u5f71\u54cd\uff0c\u627e\u5230\u6700\u4f18\u5e73\u8861\u70b9\u3002\n<\/li>\n<\/ul>\n
            \n

            \u56db\u3001\u672a\u6765\u8d8b\u52bf\uff1aAI\u4e0e\u4e91\u539f\u751fAPM\u7684\u6df1\u5ea6\u878d\u5408<\/strong><\/h3>\n

            \u968f\u7740AI\u6280\u672f\u7684\u6f14\u8fdb\uff0c\u4e91\u539f\u751fAPM\u7684\u9884\u6d4b\u80fd\u529b\u5c06\u8fce\u6765\u8d28\u7684\u98de\u8dc3\uff1a<\/p>\n

              \n
            • \u65e0\u76d1\u7763\u5b66\u4e60<\/strong>\uff1a\u81ea\u52a8\u8bc6\u522b\u5f02\u5e38\u6a21\u5f0f\uff0c\u65e0\u9700\u4f9d\u8d56\u4eba\u5de5\u89c4\u5219\uff1b\n<\/li>\n
            • \u591a\u6a21\u6001\u5206\u6790<\/strong>\uff1a\u7ed3\u5408\u65e5\u5fd7\u3001\u6307\u6807\u3001Trace\u4e0e\u4e1a\u52a1\u6570\u636e\uff0c\u751f\u6210\u66f4\u5168\u9762\u7684\u8d44\u6e90\u753b\u50cf\uff1b\n<\/li>\n
            • \u8fb9\u7f18\u534f\u540c<\/strong>\uff1a\u5728\u6df7\u5408\u4e91\u573a\u666f\u4e0b\uff0c\u5b9e\u73b0\u4e2d\u5fc3\u4e0e\u8fb9\u7f18\u8282\u70b9\u7684\u8054\u5408\u8d44\u6e90\u8c03\u5ea6\u3002\n<\/li>\n<\/ul>\n

              \u6839\u636eCNCF\uff08\u4e91\u539f\u751f\u8ba1\u7b97\u57fa\u91d1\u4f1a\uff09\u7684\u8c03\u7814\uff0c2023\u5e74\u5df2\u670967%\u7684\u4f01\u4e1a\u5c06AI\u9a71\u52a8\u7684APM\u5217\u4e3a\u6218\u7565\u7ea7\u5de5\u5177<\/strong>\u3002\u53ef\u4ee5\u9884\u89c1\uff0c\u672a\u6765\u7684\u8d44\u6e90\u7ba1\u7406\u5c06\u66f4\u52a0\u81ea\u52a8\u5316\u3001\u667a\u80fd\u5316\uff0c\u800c\u4e91\u539f\u751fAPM\u6b63\u662f\u8fd9\u4e00\u53d8\u9769\u7684\u6838\u5fc3\u5f15\u64ce\u3002<\/p>\n

              \n

              \u6ce8<\/strong>\uff1a\u672c\u6587\u6240\u8ff0\u6848\u4f8b\u4e0e\u6570\u636e\u5747\u4e3a\u884c\u4e1a\u901a\u7528\u573a\u666f\u7684\u6a21\u62df\uff0c\u5177\u4f53\u5b9e\u8df5\u9700\u7ed3\u5408\u4f01\u4e1a\u81ea\u8eab\u6280\u672f\u6808\u4e0e\u4e1a\u52a1\u9700\u6c42\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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