{"id":34123,"date":"2025-03-10T16:42:27","date_gmt":"2025-03-10T08:42:27","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=34123"},"modified":"2025-03-10T16:42:27","modified_gmt":"2025-03-10T08:42:27","slug":"%e4%ba%91%e5%8e%9f%e7%94%9fapm%e5%a6%82%e4%bd%95%e6%94%af%e6%8c%81%e5%ba%94%e7%94%a8%e7%9a%84%e5%bc%b9%e6%80%a7%e6%89%a9%e5%b1%95%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/34123.html","title":{"rendered":"\u4e91\u539f\u751fAPM\u5982\u4f55\u652f\u6301\u5e94\u7528\u7684\u5f39\u6027\u6269\u5c55\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/05QbMp3.jpg\" alt=\"\u4e91\u539f\u751fAPM\u5982\u4f55\u652f\u6301\u5e94\u7528\u7684\u5f39\u6027\u6269\u5c55\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p><strong>\u524d\u8a00<\/strong><br 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style=\"color:blue\">\u4e91\u539f\u751fAPM<\/a>\u4e0d\u4ec5\u9700\u8981\u89c2\u6d4b\u4f20\u7edf\u6307\u6807\uff0c\u66f4\u9700\u6df1\u5ea6\u878d\u5165\u5f39\u6027\u67b6\u6784\u7684\u751f\u547d\u5468\u671f\uff0c\u5b9e\u73b0\u201c\u611f\u77e5-\u51b3\u7b56-\u9a8c\u8bc1\u201d\u95ed\u73af\u3002\u672c\u6587\u5c06\u6df1\u5165\u89e3\u6790\u5176\u5173\u952e\u6280\u672f\uff0c\u5e76\u63ed\u793a\u5176\u5982\u4f55\u6210\u4e3a\u5f39\u6027\u6269\u5c55\u7684\u201c\u9690\u5f62\u62a4\u822a\u8005\u201d\u3002<\/p>\n<hr>\n<h3 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href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u65ad\u5c42<\/strong>\uff1a\u5fae\u670d\u52a1\u67b6\u6784\u4e0b\uff0c\u8bf7\u6c42\u94fe\u8def\u53ef\u80fd\u8de8\u8d8a\u591a\u4e2a\u52a8\u6001\u5b9e\u4f8b\uff0c\u4f20\u7edf\u76d1\u63a7\u96be\u4ee5\u5173\u8054\u5168\u94fe\u8def\u6570\u636e\u3002\n<\/li>\n<\/ol>\n<p>\u8fd9\u4e9b\u95ee\u9898\u7684\u6839\u6e90\u5728\u4e8e\uff0c\u5f39\u6027\u6269\u5c55\u4e0d\u4ec5\u662f\u8d44\u6e90\u7684\u589e\u51cf\uff0c\u66f4\u662f<strong>\u6027\u80fd\u72b6\u6001\u4e0e\u4e1a\u52a1\u76ee\u6807\u7684\u52a8\u6001\u5e73\u8861<\/strong>\u3002\u800c\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u7f3a\u4e4f\u5bf9\u4e91\u539f\u751f\u52a8\u6001\u6027\u7684\u9002\u914d\uff0c\u4e9f\u9700\u65b0\u4e00\u4ee3APM\u63d0\u4f9b\u5b9e\u65f6\u3001\u7ec6\u7c92\u5ea6\u7684\u6d1e\u5bdf\u3002<\/p>\n<hr>\n<h3 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style=\"color:blue\">\u5168\u6808\u53ef\u89c2\u6d4b<\/a>\u6027\u878d\u5408<\/strong>\n<\/li>\n<\/ol>\n<ul>\n<li><strong>\u6307\u6807\uff08Metrics\uff09<\/strong>\uff1a\u5b9e\u65f6\u91c7\u96c6CPU\u3001\u5185\u5b58\u3001\u7f51\u7edc\u7b49\u8d44\u6e90\u6307\u6807\uff0c\u5e76\u7ed3\u5408\u5e94\u7528\u5c42QPS\u3001\u9519\u8bef\u7387\u3001\u54cd\u5e94\u65f6\u95f4\uff0c\u6784\u5efa\u591a\u7ef4\u5065\u5eb7\u8bc4\u5206\u6a21\u578b\uff1b\n<\/li>\n<li><strong>\u65e5\u5fd7\uff08Logs\uff09<\/strong>\uff1a\u901a\u8fc7\u7ed3\u6784\u5316\u548c\u4e0a\u4e0b\u6587\u5173\u8054\uff0c\u5feb\u901f\u5b9a\u4f4d\u6269\u5bb9\u89e6\u53d1\u70b9\uff08\u5982Kubernetes HPA\u4e8b\u4ef6\u65e5\u5fd7\uff09\uff1b\n<\/li>\n<li><strong>\u8ffd\u8e2a\uff08Traces\uff09<\/strong>\uff1a\u7ed3\u5408OpenTelemetry\u6807\u51c6\uff0c\u81ea\u52a8\u6807\u8bb0\u52a8\u6001\u5b9e\u4f8bID\uff0c\u5b9e\u73b0\u8de8\u8282\u70b9\u8bf7\u6c42\u94fe\u8def\u7684\u7aef\u5230\u7aef\u53ef\u89c6\u5316\u3002\n<\/li>\n<\/ul>\n<ol>\n<li><strong>\u667a\u80fd\u57fa\u7ebf\u9884\u6d4b<\/strong>\n<\/li>\n<\/ol>\n<ul>\n<li>\u5229\u7528\u673a\u5668\u5b66\u4e60\u5206\u6790\u5386\u53f2\u8d1f\u8f7d\u89c4\u5f8b\uff0c\u5efa\u7acb<strong>\u52a8\u6001\u57fa\u7ebf<\/strong>\u3002\u4f8b\u5982\uff0c\u7535\u5546\u7cfb\u7edf\u5728\u201c\u79d2\u6740\u201d\u671f\u95f4\u7684\u6b63\u5e38\u54cd\u5e94\u65f6\u95f4\u9608\u503c\u53ef\u80fd\u9ad8\u4e8e\u65e5\u5e38\uff0cAPM\u53ef\u81ea\u52a8\u8c03\u6574\u544a\u8b66\u89c4\u5219\uff0c\u907f\u514d\u8bef\u62a5\uff1b\n<\/li>\n<li>\u7ed3\u5408\u4e1a\u52a1\u6307\u6807\uff08\u5982\u8ba2\u5355\u91cf\u3001\u7528\u6237\u6d3b\u8dc3\u5ea6\uff09\uff0c\u9884\u5224\u6269\u5bb9\u9700\u6c42\uff0c\u4e3aHPA\u63d0\u4f9b\u5f39\u6027\u7b56\u7565\u4f18\u5316\u5efa\u8bae\u3002\n<\/li>\n<\/ul>\n<ol>\n<li><strong>\u5b9e\u65f6\u62d3\u6251\u6620\u5c04<\/strong>\n<\/li>\n<\/ol>\n<ul>\n<li>\u5728\u5bb9\u5668\u9891\u7e41\u542f\u505c\u7684\u573a\u666f\u4e0b\uff0c\u81ea\u52a8\u53d1\u73b0\u670d\u52a1\u4f9d\u8d56\u5173\u7cfb\uff0c\u751f\u6210<strong>\u52a8\u6001\u62d3\u6251\u56fe<\/strong>\u3002\u5f53\u67d0\u4e2a\u5fae\u670d\u52a1\u5b9e\u4f8b\u56e0\u6269\u5bb9\u51fa\u73b0\u5f02\u5e38\u65f6\uff0cAPM\u53ef\u5feb\u901f\u8bc6\u522b\u53d7\u5f71\u54cd\u7684\u4e0a\u6e38\u670d\u52a1\uff0c\u5e76\u63a8\u8350\u6269\u5bb9\u4f18\u5148\u7ea7\u3002\n<\/li>\n<\/ul>\n<p><strong>\u6848\u4f8b\u5370\u8bc1<\/strong>\uff1a\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u91c7\u7528\u4e91\u539f\u751fAPM\u540e\uff0c\u5f39\u6027\u6269\u7f29\u51b3\u7b56\u5ef6\u8fdf\u4ece\u5206\u949f\u7ea7\u964d\u81f3\u79d2\u7ea7\uff0c\u8d44\u6e90\u6d6a\u8d39\u51cf\u5c1140%\uff0c\u540c\u65f6\u6545\u969c\u6392\u67e5\u6548\u7387\u63d0\u534770%\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u5173\u952e\u6280\u672f-apm\u5982\u4f55\u8d4b\u80fd\u5f39\u6027\u6269\u5c55\u5168\u6d41\u7a0b\"><strong>\u4e09\u3001\u5173\u952e\u6280\u672f\uff1aAPM\u5982\u4f55\u8d4b\u80fd\u5f39\u6027\u6269\u5c55\u5168\u6d41\u7a0b<\/strong><\/h3>\n<p>\u4e91\u539f\u751fAPM\u5e76\u975e\u88ab\u52a8\u76d1\u63a7\u5de5\u5177\uff0c\u800c\u662f\u901a\u8fc7\u4ee5\u4e0b\u6280\u672f\u6df1\u5ea6\u53c2\u4e0e\u5f39\u6027\u751f\u547d\u5468\u671f\uff1a<\/p>\n<ol>\n<li><strong>\u6269\u5bb9\u524d\uff1a\u9700\u6c42\u9884\u5224\u4e0e\u5bb9\u91cf\u89c4\u5212<\/strong>\n<\/li>\n<\/ol>\n<ul>\n<li><strong>\u5173\u8054\u4e1a\u52a1\u6307\u6807<\/strong>\uff1a\u4f8b\u5982\uff0c\u89c6\u9891\u76f4\u64ad\u5e73\u53f0\u5728\u7528\u6237\u5e76\u53d1\u6570\u6fc0\u589e\u524d\uff0cAPM\u901a\u8fc7CDN\u6d41\u91cf\u8d8b\u52bf\u9884\u6d4b\u540e\u7aef\u670d\u52a1\u8d1f\u8f7d\uff0c\u89e6\u53d1\u9884\u6269\u5bb9\uff1b\n<\/li>\n<li><strong>\u538b\u529b\u6d4b\u8bd5\u96c6\u6210<\/strong>\uff1a\u5728CI\/CD\u6d41\u6c34\u7ebf\u4e2d\u6ce8\u5165APM\u63a2\u9488\uff0c\u6a21\u62df\u7a81\u53d1\u6d41\u91cf\uff0c\u9a8c\u8bc1\u5f39\u6027\u7b56\u7565\u7684\u6709\u6548\u6027\u3002\n<\/li>\n<\/ul>\n<ol>\n<li><strong>\u6269\u5bb9\u4e2d\uff1a\u6027\u80fd\u72b6\u6001\u5b9e\u65f6\u53cd\u9988<\/strong>\n<\/li>\n<\/ol>\n<ul>\n<li><strong>\u51b7\u542f\u52a8\u4f18\u5316<\/strong>\uff1a\u76d1\u63a7\u65b0\u5b9e\u4f8b\u7684\u521d\u59cb\u5316\u8017\u65f6\uff08\u5982JVM\u7c7b\u52a0\u8f7d\u3001\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u5efa\u7acb\uff09\uff0c\u81ea\u52a8\u6807\u8bb0\u201c\u6162\u542f\u52a8\u201d\u8282\u70b9\u5e76\u5206\u6d41\u8bf7\u6c42\uff1b\n<\/li>\n<li><strong>\u91d1\u4e1d\u96c0\u53d1\u5e03\u534f\u540c<\/strong>\uff1a\u5f53\u6269\u5bb9\u5b9e\u4f8b\u91c7\u7528\u91d1\u4e1d\u96c0\u53d1\u5e03\u65f6\uff0cAPM\u5bf9\u6bd4\u65b0\u65e7\u7248\u672c\u6027\u80fd\u6570\u636e\uff0c\u51b3\u5b9a\u662f\u5426\u5168\u91cf\u5207\u6362\u3002\n<\/li>\n<\/ul>\n<ol>\n<li><strong>\u6269\u5bb9\u540e\uff1a\u6548\u679c\u9a8c\u8bc1\u4e0e\u8c03\u4f18<\/strong>\n<\/li>\n<\/ol>\n<ul>\n<li><strong>\u6210\u672c-\u6027\u80fd\u5206\u6790<\/strong>\uff1a\u8ba1\u7b97\u6269\u5bb9\u5e26\u6765\u7684\u8d44\u6e90\u6d88\u8017\u4e0e\u4e1a\u52a1\u6536\u76ca\uff08\u5982\u6536\u5165\u589e\u957f\u3001\u7528\u6237\u4f53\u9a8c\u63d0\u5347\uff09\uff0c\u751f\u6210ROI\u62a5\u544a\uff1b\n<\/li>\n<li><strong>\u81ea\u52a8\u7b56\u7565\u8c03\u53c2<\/strong>\uff1a\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u4f18\u5316HPA\u7684\u6269\u7f29\u5bb9\u9608\u503c\uff0c\u907f\u514d\u9707\u8361\uff08\u5982\u9891\u7e41\u6269\u5bb9\u540e\u7acb\u5373\u7f29\u5bb9\uff09\u3002\n<\/li>\n<\/ul>\n<p><strong>\u6280\u672f\u4eae\u70b9<\/strong>\uff1a\u90e8\u5206\u9886\u5148\u7684APM\u5e73\u53f0\u5df2\u652f\u6301<strong>\u201c\u6df7\u6c8c\u5de5\u7a0b\u201d\u8054\u52a8<\/strong>\uff0c\u4e3b\u52a8\u6ce8\u5165\u8282\u70b9\u6545\u969c\uff0c\u9a8c\u8bc1\u7cfb\u7edf\u5728\u5f39\u6027\u4f38\u7f29\u4e2d\u7684\u5bb9\u9519\u80fd\u529b\u3002<\/p>\n<hr>\n<h3 id=\"\u56db-\u5b9e\u8df5\u6307\u5357-\u6784\u5efaapm\u9a71\u52a8\u7684\u5f39\u6027\u6269\u5c55\u4f53\u7cfb\"><strong>\u56db\u3001\u5b9e\u8df5\u6307\u5357\uff1a\u6784\u5efaAPM\u9a71\u52a8\u7684\u5f39\u6027\u6269\u5c55\u4f53\u7cfb<\/strong><\/h3>\n<p>\u4f01\u4e1a\u843d\u5730\u4e91\u539f\u751fAPM\u65f6\uff0c\u9700\u91cd\u70b9\u5173\u6ce8\u4ee5\u4e0b\u73af\u8282\uff1a<\/p>\n<ol>\n<li><strong>\u6570\u636e\u91c7\u96c6\u8f7b\u91cf\u5316<\/strong>\n<\/li>\n<\/ol>\n<ul>\n<li>\u91c7\u7528eBPF\u6280\u672f\u5b9e\u73b0\u5185\u6838\u7ea7\u76d1\u63a7\uff0c\u907f\u514d\u4fb5\u5165\u5f0f\u63a2\u9488\u5bf9\u5e94\u7528\u6027\u80fd\u7684\u5f71\u54cd\uff1b\n<\/li>\n<li>\u4f18\u5148\u652f\u6301OpenTelemetry\u7b49\u5f00\u6e90\u6807\u51c6\uff0c\u964d\u4f4e\u591a\u4e91\u73af\u5883\u4e0b\u7684\u96c6\u6210\u6210\u672c\u3002\n<\/li>\n<\/ul>\n<ol>\n<li><strong>\u76d1\u63a7\u4e0e\u544a\u8b66\u5206\u5c42\u8bbe\u8ba1<\/strong>\n<\/li>\n<\/ol>\n<ul>\n<li><strong>\u57fa\u7840\u8bbe\u65bd\u5c42<\/strong>\uff1a\u5173\u6ce8\u8282\u70b9\u8d44\u6e90\u5229\u7528\u7387\u3001Pod\u72b6\u6001\uff1b\n<\/li>\n<li><strong>\u5e94\u7528\u5c42<\/strong>\uff1a\u805a\u7126\u670d\u52a1\u54cd\u5e94\u65f6\u95f4\u3001\u9519\u8bef\u7387\u3001\u541e\u5410\u91cf\uff1b\n<\/li>\n<li><strong>\u4e1a\u52a1\u5c42<\/strong>\uff1a\u5173\u8054\u8ba2\u5355\u6210\u529f\u7387\u3001\u7528\u6237\u6d41\u5931\u7387\u7b49\u6838\u5fc3KPI\u3002\n<\/li>\n<\/ul>\n<ol>\n<li><strong>\u95ed\u73af\u53cd\u9988\u673a\u5236<\/strong>\n<\/li>\n<\/ol>\n<ul>\n<li>\u5c06APM\u6570\u636e\u63a5\u5165\u8fd0\u7ef4\u81ea\u52a8\u5316\u5e73\u53f0\uff08\u5982Ansible\u3001Kruise\uff09\uff0c\u5b9e\u73b0\u201c\u76d1\u63a7-\u544a\u8b66-\u81ea\u6108\u201d\u95ed\u73af\uff1b\n<\/li>\n<li>\u5b9a\u671f\u751f\u6210\u5f39\u6027\u7b56\u7565\u5ba1\u8ba1\u62a5\u544a\uff0c\u63a8\u52a8\u5f00\u53d1\u56e2\u961f\u4f18\u5316\u4ee3\u7801\u6027\u80fd\uff08\u5982\u51cf\u5c11\u6570\u636e\u5e93\u957f\u8fde\u63a5\u4f9d\u8d56\uff09\u3002\n<\/li>\n<\/ul>\n<p><strong>\u8bef\u533a\u8b66\u793a<\/strong>\uff1a\u907f\u514d\u5c06APM\u89c6\u4e3a\u201c\u4e07\u80fd\u4eea\u8868\u76d8\u201d\uff0c\u5f39\u6027\u6269\u5c55\u7684\u6210\u529f\u9700\u4f9d\u8d56APM\u6570\u636e\u4e0eSRE\u7ecf\u9a8c\u3001\u67b6\u6784\u8bbe\u8ba1\u7684\u534f\u540c\u3002<\/p>\n<hr>\n<h3 id=\"\u4e94-\u672a\u6765\u8d8b\u52bf-aiops\u4e0e\u8fb9\u7f18\u8ba1\u7b97\u7684\u6df1\u5ea6\u6574\u5408\"><strong>\u4e94\u3001\u672a\u6765\u8d8b\u52bf\uff1aAIOps\u4e0e\u8fb9\u7f18\u8ba1\u7b97\u7684\u6df1\u5ea6\u6574\u5408<\/strong><\/h3>\n<p>\u968f\u7740\u4e91\u8fb9\u534f\u540c\u67b6\u6784\u7684\u666e\u53ca\uff0c\u4e91\u539f\u751fAPM\u6b63\u671d\u7740\u4e24\u4e2a\u65b9\u5411\u6f14\u8fdb\uff1a<\/p>\n<ol>\n<li><strong>\u667a\u80fd\u51b3\u7b56\u589e\u5f3a<\/strong>\uff1a\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\uff0cAPM\u53ef\u76f4\u63a5\u63a5\u7ba1\u5f39\u6027\u6269\u7f29\u51b3\u7b56\uff0c\u5e76\u5728\u591a\u96c6\u7fa4\u73af\u5883\u4e2d\u5b9e\u73b0\u5168\u5c40\u8d44\u6e90\u8c03\u5ea6\uff1b\n<\/li>\n<li><strong>\u8fb9\u7f18\u8282\u70b9\u76d1\u63a7<\/strong>\uff1a\u5728\u8fb9\u7f18\u8ba1\u7b97\u573a\u666f\u4e0b\uff0cAPM\u9700\u652f\u6301\u4f4e\u5e26\u5bbd\u4f20\u8f93\u3001\u79bb\u7ebf\u5206\u6790\uff0c\u786e\u4fdd\u8fb9\u7f18\u5b9e\u4f8b\u7684\u5f39\u6027\u6269\u5c55\u4e0d\u5f71\u54cd\u4e2d\u5fc3\u96c6\u7fa4\u7a33\u5b9a\u6027\u3002\n<\/li>\n<\/ol>\n<p>\u672a\u6765\u7684APM\u5c06\u4e0d\u4ec5\u662f\u76d1\u63a7\u5de5\u5177\uff0c\u66f4\u662f<strong>\u4e91\u539f\u751f\u67b6\u6784\u7684\u81ea\u4e3b\u8fd0\u7ef4\u5f15\u64ce<\/strong>\uff0c\u800c\u5f39\u6027\u6269\u5c55\u80fd\u529b\u5c06\u6210\u4e3a\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u4e4b\u4e00\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 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