{"id":39287,"date":"2025-04-25T06:12:52","date_gmt":"2025-04-24T22:12:52","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=39287"},"modified":"2025-04-25T06:12:52","modified_gmt":"2025-04-24T22:12:52","slug":"%e4%ba%91%e5%8e%9f%e7%94%9fapm%e5%a6%82%e4%bd%95%e5%b8%ae%e5%8a%a9%e4%bc%81%e4%b8%9a%e5%ae%9e%e7%8e%b0%e5%bf%ab%e9%80%9f%e8%bf%ad%e4%bb%a3%e5%92%8c%e9%83%a8%e7%bd%b2","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/39287.html","title":{"rendered":"\u4e91\u539f\u751fAPM\u5982\u4f55\u5e2e\u52a9\u4f01\u4e1a\u5b9e\u73b0\u5feb\u901f\u8fed\u4ee3\u548c\u90e8\u7f72"},"content":{"rendered":"

\n

\"\u4e91\u539f\u751fAPM\u5982\u4f55\u5e2e\u52a9\u4f01\u4e1a\u5b9e\u73b0\u5feb\u901f\u8fed\u4ee3\u548c\u90e8\u7f72\"<\/p>\n<\/p>\n

\u4e91\u539f\u751fAPM\uff08Application Performance Management\uff0c\u5e94\u7528\u6027\u80fd\u7ba1\u7406\uff09\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u5e2e\u52a9\u4f01\u4e1a\u5b9e\u73b0\u5feb\u901f\u8fed\u4ee3\u548c\u90e8\u7f72\uff1a<\/p>\n

1. \u63d0\u5347\u5f00\u53d1\u6548\u7387<\/strong><\/p>\n

  • \u6807\u51c6\u5316\u5f00\u53d1\u73af\u5883<\/strong>\uff1a\u4e91\u539f\u751f\u63d0\u4f9b\u4e86\u6807\u51c6\u5316\u7684\u5f00\u53d1\u73af\u5883\uff0c\u901a\u8fc7\u5bb9\u5668\u5316\u6280\u672f\u548c\u5fae\u670d\u52a1\u67b6\u6784\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u5feb\u901f\u6784\u5efa\u3001\u6d4b\u8bd5\u548c\u90e8\u7f72\u5e94\u7528\u6a21\u578b\u3002\u4f8b\u5982\uff0cGoogle\u7684AI\u5e73\u53f0\u7ed3\u5408Kubernetes\uff0c\u5b9e\u73b0\u4e86\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u8bad\u7ec3\u7684\u5feb\u901f\u8fed\u4ee3\uff0c\u5927\u5927\u7f29\u77ed\u4e86\u5f00\u53d1\u5468\u671f\u3002<\/li>\n
  • \u4f4e\u95e8\u69db\u5f00\u53d1<\/strong>\uff1a\u901a\u8fc7\u81ea\u52a8\u5316\u5de5\u5177\u548c\u53ef\u89c6\u5316\u754c\u9762\uff0c\u964d\u4f4e\u4e86\u5f00\u53d1\u7684\u6280\u672f\u95e8\u69db\uff0c\u8ba9\u666e\u901a\u5f00\u53d1\u8005\u4e5f\u80fd\u5feb\u901f\u4e0a\u624b\u3002\u4f8b\u5982\uff0c\u4e00\u7ad9\u5f0fAI\u5de5\u7a0b\u5316\u5e73\u53f0\u901a\u8fc7\u81ea\u52a8\u5316\u5de5\u5177\u548c\u53ef\u89c6\u5316\u754c\u9762\uff0c\u964d\u4f4e\u4e86AI\u5f00\u53d1\u7684\u6280\u672f\u95e8\u69db\u3002<\/li>\n

    2. \u7b80\u5316\u8fd0\u7ef4\u6d41\u7a0b<\/strong><\/p>\n

  • \u81ea\u52a8\u5316\u8fd0\u7ef4<\/strong>\uff1a\u4e91\u539f\u751f\u901a\u8fc7\u81ea\u52a8\u5316\u8fd0\u7ef4\u548c\u6545\u969c\u81ea\u6108\u673a\u5236\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u7cfb\u7edf\u7684\u8fd0\u7ef4\u590d\u6742\u5ea6\u3002\u4f8b\u5982\uff0cUber\u5229\u7528Kubernetes\u7ba1\u7406\u5176\u673a\u5668\u5b66\u4e60\u5e73\u53f0\uff0c\u4e0d\u4ec5\u63d0\u5347\u4e86\u7cfb\u7edf\u7a33\u5b9a\u6027\uff0c\u8fd8\u5927\u5e45\u51cf\u5c11\u4e86\u8fd0\u7ef4\u6210\u672c\u3002<\/li>\n
  • \u8d44\u6e90\u9ad8\u6548\u5229\u7528<\/strong>\uff1a\u901a\u8fc7\u7b97\u529b\u8c03\u5ea6\u548c\u8d44\u6e90\u5171\u4eab\u673a\u5236\uff0c\u6700\u5927\u5316\u5229\u7528\u786c\u4ef6\u8d44\u6e90\uff0c\u964d\u4f4e\u5f00\u53d1\u6210\u672c\u3002\u4f8b\u5982\uff0c\u4e00\u7ad9\u5f0fAI\u5de5\u7a0b\u5316\u5e73\u53f0\u901a\u8fc7\u7b97\u529b\u8c03\u5ea6\u548c\u8d44\u6e90\u5171\u4eab\u673a\u5236\uff0c\u6700\u5927\u5316\u5229\u7528\u786c\u4ef6\u8d44\u6e90\uff0c\u964d\u4f4e\u5f00\u53d1\u6210\u672c\u3002<\/li>\n

    3. \u589e\u5f3a\u7cfb\u7edf\u7a33\u5b9a\u6027<\/strong><\/p>\n

  • \u52a8\u6001\u8d44\u6e90\u8c03\u5ea6<\/strong>\uff1aKubernetes\u7684\u52a8\u6001\u8d44\u6e90\u8c03\u5ea6\u548c\u81ea\u52a8\u6269\u7f29\u5bb9\u529f\u80fd\uff0c\u8ba9\u5e94\u7528\u4efb\u52a1\uff08\u5982\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\uff09\u80fd\u591f\u6839\u636e\u9700\u6c42\u5feb\u901f\u6269\u5c55\uff0c\u663e\u8457\u63d0\u5347\u4e86\u8ba1\u7b97\u6548\u7387\u3002\u4f8b\u5982\uff0cAI\u4efb\u52a1\uff08\u5982\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\uff09\u901a\u5e38\u5bf9\u8ba1\u7b97\u8d44\u6e90\u9700\u6c42\u6781\u9ad8\u4e14\u6ce2\u52a8\u6027\u5927\uff0c\u4e91\u539f\u751f\u6280\u672f\u901a\u8fc7\u5bb9\u5668\u5316\u548cKubernetes\u7684\u81ea\u52a8\u5316\u8d44\u6e90\u8c03\u5ea6\uff0c\u80fd\u591f\u52a8\u6001\u5206\u914dCPU\u3001GPU\u7b49\u8d44\u6e90\uff0c\u786e\u4fdd\u8d44\u6e90\u5229\u7528\u6700\u5927\u5316\u3002<\/li>\n
  • \u53ef\u89c2\u6d4b\u6027\u5de5\u5177<\/strong>\uff1a\u4e91\u539f\u751f\u7684\u53ef\u89c2\u6d4b\u6027\u5de5\u5177\uff08\u5982Prometheus\u548cGrafana\uff09\u4e3a\u7cfb\u7edf\u63d0\u4f9b\u4e86\u5168\u9762\u7684\u76d1\u63a7\u4e0e\u544a\u8b66\u80fd\u529b\uff0c\u786e\u4fdd\u7cfb\u7edf\u7a33\u5b9a\u8fd0\u884c\u3002<\/li>\n

    4. \u4fc3\u8fdb\u521b\u65b0<\/strong><\/p>\n

  • Serverless\u67b6\u6784\u548cGitOps\u5b9e\u8df5<\/strong>\uff1a\u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u5173\u6ce8\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\uff0c\u76f4\u63a5\u4e13\u6ce8\u4e8e\u6a21\u578b\u521b\u65b0\u3002\u4f8b\u5982\uff0cWeaveworks\u901a\u8fc7GitOps\u5b9e\u73b0\u4e86\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u81ea\u52a8\u5316\u90e8\u7f72\u4e0e\u56de\u6eda\uff0c\u964d\u4f4e\u4e86\u521b\u65b0\u95e8\u69db\u3002<\/li>\n

    5. \u63d0\u5347\u7528\u6237\u4f53\u9a8c<\/strong><\/p>\n

  • \u5feb\u901f\u53d1\u73b0\u5e76\u4fee\u590d\u95ee\u9898<\/strong>\uff1aAPM\u4f7f\u56e2\u961f\u80fd\u591f\u5feb\u901f\u53d1\u73b0\u5e76\u4fee\u590d\u6027\u80fd\u95ee\u9898\u548c\u74f6\u9888\uff0c\u7f29\u77ed\u5e73\u5747\u68c0\u6d4b\u65f6\u95f4\uff08\u7ec4\u7ec7\u53d1\u73b0\u95ee\u9898\u6240\u9700\u7684\u65f6\u95f4\uff09\u548c\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff08\u7ec4\u7ec7\u4fee\u590d\u95ee\u9898\u6240\u9700\u7684\u65f6\u95f4\uff09\uff0c\u4ece\u800c\u589e\u5f3a\u7528\u6237\u4f53\u9a8c\u3002<\/li>\n

    \u4f18\u5316\u8d44\u6e90\u5206\u914d<\/strong>\uff1a\u901a\u8fc7\u76d1\u6d4b\u548c\u5206\u6790\u6027\u80fd\u6570\u636e\uff0c\u7ec4\u7ec7\u53ef\u4ee5\u4f18\u5316\u8d44\u6e90\u5206\u914d\uff0c\u8282\u7701\u66f4\u591a\u6210\u672c\u5e76\u7b80\u5316\u8fd0\u8425\uff0c\u8fdb\u800c\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

    \u4e91\u539f\u751fAPM\uff08Application Performance Management\uff0c\u5e94\u7528\u6027\u80fd\u7ba1\u7406\uff09\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u5e2e\u52a9\u4f01\u4e1a\u5b9e\u73b0\u5feb\u901f\u8fed\u4ee3\u548c\u90e8\u7f72\uff1a 1. \u63d0\u5347\u5f00\u53d1\u6548\u7387 \u6807\u51c6\u5316\u5f00\u53d1\u73af\u5883\uff1a\u4e91\u539f\u751f\u63d0\u4f9b\u4e86\u6807\u51c6\u5316\u7684\u5f00\u53d1\u73af\u5883\uff0c\u901a\u8fc7\u5bb9\u5668\u5316\u6280\u672f\u548c\u5fae\u670d\u52a1\u67b6\u6784\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u5feb\u901f\u6784\u5efa\u3001\u6d4b\u8bd5\u548c\u90e8\u7f72\u5e94\u7528\u6a21\u578b\u3002\u4f8b\u5982\uff0cGoogle\u7684AI\u5e73\u53f0\u7ed3\u5408Kubernetes\uff0c\u5b9e\u73b0\u4e86\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u8bad\u7ec3\u7684\u5feb\u901f\u8fed\u4ee3\uff0c\u5927\u5927\u7f29\u77ed\u4e86\u5f00\u53d1\u5468\u671f\u3002 \u4f4e\u95e8\u69db\u5f00\u53d1\uff1a\u901a\u8fc7\u81ea\u52a8\u5316\u5de5\u5177\u548c\u53ef\u89c6\u5316\u754c\u9762\uff0c\u964d\u4f4e\u4e86\u5f00\u53d1\u7684\u6280\u672f\u95e8\u69db\uff0c\u8ba9\u666e\u901a\u5f00\u53d1\u8005\u4e5f\u80fd\u5feb\u901f\u4e0a\u624b\u3002\u4f8b\u5982\uff0c\u4e00\u7ad9\u5f0fAI\u5de5\u7a0b\u5316\u5e73\u53f0\u901a\u8fc7\u81ea\u52a8\u5316\u5de5\u5177\u548c\u53ef\u89c6\u5316\u754c\u9762\uff0c\u964d\u4f4e\u4e86AI\u5f00\u53d1\u7684\u6280\u672f\u95e8\u69db\u3002 2. \u7b80\u5316\u8fd0\u7ef4\u6d41\u7a0b \u81ea\u52a8\u5316\u8fd0\u7ef4\uff1a\u4e91\u539f\u751f\u901a\u8fc7\u81ea\u52a8\u5316\u8fd0\u7ef4\u548c\u6545\u969c\u81ea\u6108\u673a\u5236\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u7cfb\u7edf\u7684\u8fd0\u7ef4\u590d\u6742\u5ea6\u3002\u4f8b\u5982\uff0cUber\u5229\u7528Kubernetes\u7ba1\u7406\u5176\u673a\u5668\u5b66\u4e60\u5e73\u53f0\uff0c\u4e0d\u4ec5\u63d0\u5347\u4e86\u7cfb\u7edf\u7a33\u5b9a\u6027\uff0c\u8fd8\u5927\u5e45\u51cf\u5c11\u4e86\u8fd0\u7ef4\u6210\u672c\u3002 \u8d44\u6e90\u9ad8\u6548\u5229\u7528\uff1a\u901a\u8fc7\u7b97\u529b\u8c03\u5ea6\u548c\u8d44\u6e90\u5171\u4eab\u673a\u5236\uff0c\u6700\u5927\u5316\u5229\u7528\u786c\u4ef6\u8d44\u6e90\uff0c\u964d\u4f4e\u5f00\u53d1\u6210\u672c\u3002\u4f8b\u5982\uff0c\u4e00\u7ad9\u5f0fAI\u5de5\u7a0b\u5316\u5e73\u53f0\u901a\u8fc7\u7b97\u529b\u8c03\u5ea6\u548c\u8d44\u6e90\u5171\u4eab\u673a\u5236\uff0c\u6700\u5927\u5316\u5229\u7528\u786c\u4ef6\u8d44\u6e90\uff0c\u964d\u4f4e\u5f00\u53d1\u6210\u672c\u3002 3. \u589e\u5f3a\u7cfb\u7edf\u7a33\u5b9a\u6027 \u52a8\u6001\u8d44\u6e90\u8c03\u5ea6\uff1aKubernetes\u7684\u52a8\u6001\u8d44\u6e90\u8c03\u5ea6\u548c\u81ea\u52a8\u6269\u7f29\u5bb9\u529f\u80fd\uff0c\u8ba9\u5e94\u7528\u4efb\u52a1\uff08\u5982\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\uff09\u80fd\u591f\u6839\u636e\u9700\u6c42\u5feb\u901f\u6269\u5c55\uff0c\u663e\u8457\u63d0\u5347\u4e86\u8ba1\u7b97\u6548\u7387\u3002\u4f8b\u5982\uff0cAI\u4efb\u52a1\uff08\u5982\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\uff09\u901a\u5e38\u5bf9\u8ba1\u7b97\u8d44\u6e90\u9700\u6c42\u6781\u9ad8\u4e14\u6ce2\u52a8\u6027\u5927\uff0c\u4e91\u539f\u751f\u6280\u672f\u901a\u8fc7\u5bb9\u5668\u5316\u548cKubernetes\u7684\u81ea\u52a8\u5316\u8d44\u6e90\u8c03\u5ea6\uff0c\u80fd\u591f\u52a8\u6001\u5206\u914dCPU\u3001GPU\u7b49\u8d44\u6e90\uff0c\u786e\u4fdd\u8d44\u6e90\u5229\u7528\u6700\u5927\u5316\u3002 \u53ef\u89c2\u6d4b\u6027\u5de5\u5177\uff1a\u4e91\u539f\u751f\u7684\u53ef\u89c2\u6d4b\u6027\u5de5\u5177\uff08\u5982Prometheus\u548cGrafana\uff09\u4e3a\u7cfb\u7edf\u63d0\u4f9b\u4e86\u5168\u9762\u7684\u76d1\u63a7\u4e0e\u544a\u8b66\u80fd\u529b\uff0c\u786e\u4fdd\u7cfb\u7edf\u7a33\u5b9a\u8fd0\u884c\u3002 4. \u4fc3\u8fdb\u521b\u65b0 Serverless\u67b6\u6784\u548cGitOps\u5b9e\u8df5\uff1a\u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u5173\u6ce8\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\uff0c\u76f4\u63a5\u4e13\u6ce8\u4e8e\u6a21\u578b\u521b\u65b0\u3002\u4f8b\u5982\uff0cWeaveworks\u901a\u8fc7GitOps\u5b9e\u73b0\u4e86\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u81ea\u52a8\u5316\u90e8\u7f72\u4e0e\u56de\u6eda\uff0c\u964d\u4f4e\u4e86\u521b\u65b0\u95e8\u69db\u3002 5. \u63d0\u5347\u7528\u6237\u4f53\u9a8c 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