{"id":35952,"date":"2025-03-26T13:58:54","date_gmt":"2025-03-26T05:58:54","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=35952"},"modified":"2025-03-26T13:58:54","modified_gmt":"2025-03-26T05:58:54","slug":"%e5%ba%94%e7%94%a8%e6%80%a7%e8%83%bd%e7%ae%a1%e7%90%86%e5%9c%a8%e4%ba%91%e8%ae%a1%e7%ae%97%e7%8e%af%e5%a2%83%e4%b8%ad%e7%9a%84%e4%bd%9c%e7%94%a8%e6%98%af%e4%bb%80%e4%b9%88%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/35952.html","title":{"rendered":"\u5e94\u7528\u6027\u80fd\u7ba1\u7406\u5728\u4e91\u8ba1\u7b97\u73af\u5883\u4e2d\u7684\u4f5c\u7528\u662f\u4ec0\u4e48\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/BN8n4.jpg\" alt=\"\u5e94\u7528\u6027\u80fd\u7ba1\u7406\u5728\u4e91\u8ba1\u7b97\u73af\u5883\u4e2d\u7684\u4f5c\u7528\u662f\u4ec0\u4e48\uff1f\" ><\/p>\n<\/p>\n<p><strong>\u524d\u8a00<\/strong><br 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\u6210\u4e3a\u4e91\u8ba1\u7b97\u73af\u5883\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u201c\u6570\u5b57\u5b88\u95e8\u4eba\u201d\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8APM\u5728\u4e91\u73af\u5883\u4e2d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u63ed\u793a\u5b83\u5982\u4f55\u5e2e\u52a9\u4f01\u4e1a\u8de8\u8d8a\u6027\u80fd\u74f6\u9888\uff0c\u5b9e\u73b0\u4e1a\u52a1\u4e0e\u6280\u672f\u7684\u53cc\u8d62\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u4e91\u8ba1\u7b97\u73af\u5883\u4e0b\u7684\u6027\u80fd\u6311\u6218\"><strong>\u4e00\u3001\u4e91\u8ba1\u7b97\u73af\u5883\u4e0b\u7684\u6027\u80fd\u6311\u6218<\/strong><\/h3>\n<p>\u4f20\u7edfIT\u67b6\u6784\u4e2d\uff0c\u5e94\u7528\u8fd0\u884c\u5728\u7269\u7406\u670d\u52a1\u5668\u6216\u672c\u5730\u865a\u62df\u5316\u73af\u5883\u4e2d\uff0c\u8d44\u6e90\u8fb9\u754c\u6e05\u6670\uff0c\u76d1\u63a7\u76f8\u5bf9\u7b80\u5355\u3002\u4f46\u5728<strong>\u4e91\u8ba1\u7b97\u73af\u5883<\/strong>\u4e2d\uff0c\u52a8\u6001\u8d44\u6e90\u5206\u914d\u3001\u5206\u5e03\u5f0f\u670d\u52a1\u8c03\u7528\u3001\u591a\u79df\u6237\u8d44\u6e90\u5171\u4eab\u7b49\u7279\u6027\uff0c\u4f7f\u5f97\u6027\u80fd\u95ee\u9898\u66f4\u52a0\u9690\u853d\u4e14\u96be\u4ee5\u5b9a\u4f4d\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li><strong>\u8d44\u6e90\u5f39\u6027\u6ce2\u52a8<\/strong>\uff1a\u4e91\u670d\u52a1\u6309\u9700\u6269\u5c55\u7684\u7279\u6027\u53ef\u80fd\u5bfc\u81f4CPU\u3001\u5185\u5b58\u7b49\u8d44\u6e90\u4e89\u62a2\uff0c\u5f15\u53d1\u77ac\u65f6\u6027\u80fd\u4e0b\u964d\uff1b\n<\/li>\n<li><strong>\u8de8\u533a\u57df\u4f9d\u8d56<\/strong>\uff1a\u5fae\u670d\u52a1\u67b6\u6784\u4e0b\uff0c\u4e00\u4e2a\u7528\u6237\u8bf7\u6c42\u53ef\u80fd\u8de8\u8d8a\u591a\u4e2a\u4e91\u670d\u52a1\u5546\u7684\u6570\u636e\u4e2d\u5fc3\uff0c\u94fe\u8def\u8ffd\u8e2a\u590d\u6742\u5ea6\u98d9\u5347\uff1b\n<\/li>\n<li><strong>\u9ed1\u76d2\u5316\u8fd0\u7ef4<\/strong>\uff1a\u4f01\u4e1a\u4f9d\u8d56\u4e91\u5e73\u53f0\u63d0\u4f9b\u7684\u6258\u7ba1\u670d\u52a1\uff08\u5982Serverless\uff09\uff0c\u4f46\u5e95\u5c42\u8d44\u6e90\u53ef\u89c6\u6027\u4e0d\u8db3\uff0c\u6545\u969c\u6392\u67e5\u5982\u540c\u201c\u76f2\u4eba\u6478\u8c61\u201d\u3002\n<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u95ee\u9898\u82e5\u672a\u88ab\u53ca\u65f6\u6355\u6349\uff0c\u8f7b\u5219\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\uff0c\u91cd\u5219\u5bfc\u81f4\u7cfb\u7edf\u96ea\u5d29\u3002\u800c<strong>APM\u5de5\u5177<\/strong>\u6b63\u662f\u901a\u8fc7<strong>\u5168\u6808\u76d1\u63a7<\/strong>\u3001<strong>\u667a\u80fd\u5206\u6790<\/strong>\u548c<strong>\u6839\u56e0\u5b9a\u4f4d<\/strong>\uff0c\u4e3a\u4e91\u4e0a\u5e94\u7528\u6784\u5efa\u8d77\u201c\u5168\u5c40\u89c6\u89d2\u201d\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-apm\u7684\u6838\u5fc3\u4f5c\u7528-\u4ece\u76d1\u63a7\u5230\u4e1a\u52a1\u6d1e\u5bdf\"><strong>\u4e8c\u3001APM\u7684\u6838\u5fc3\u4f5c\u7528\uff1a\u4ece\u76d1\u63a7\u5230\u4e1a\u52a1\u6d1e\u5bdf<\/strong><\/h3>\n<h4 id=\"1-\u5b9e\u65f6\u76d1\u63a7\u4e0e\u5168\u6808\u53ef\u89c1\u6027\"><strong>1. \u5b9e\u65f6\u76d1\u63a7\u4e0e\u5168\u6808\u53ef\u89c1\u6027<\/strong><\/h4>\n<p>\u5728\u6df7\u5408\u4e91\u6216\u591a\u4e91\u73af\u5883\u4e2d\uff0cAPM\u901a\u8fc7<strong>\u7aef\u5230\u7aef\u8ffd\u8e2a\u6280\u672f<\/strong>\uff08\u5982<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">OpenTelemetry<\/a>\uff09\uff0c\u5b9e\u65f6\u91c7\u96c6\u5e94\u7528\u4ee3\u7801\u3001\u5bb9\u5668\u3001\u865a\u62df\u673a\u3001\u4e91\u670d\u52a1\u7684\u6027\u80fd\u6570\u636e\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li><strong>\u4ee3\u7801\u7ea7\u6d1e\u5bdf<\/strong>\uff1a\u5b9a\u4f4dSQL\u67e5\u8be2\u6162\u3001\u7b2c\u4e09\u65b9API\u8c03\u7528\u5931\u8d25\u7b49\u5177\u4f53\u95ee\u9898\uff1b\n<\/li>\n<li><strong>\u57fa\u7840\u8bbe\u65bd\u5173\u8054<\/strong>\uff1a\u5c06\u5e94\u7528\u6027\u80fd\u4e0e\u4e91\u4e3b\u673a\u7684CPU\u5229\u7528\u7387\u3001\u7f51\u7edc\u5ef6\u8fdf\u7b49\u6307\u6807\u5173\u8054\u5206\u6790\uff1b\n<\/li>\n<li><em>\u7528\u6237\u4f53\u9a8c\u91cf\u5316<\/em>\uff1a\u901a\u8fc7\u524d\u7aef\u57cb\u70b9\u76d1\u6d4b\u9875\u9762\u52a0\u8f7d\u65f6\u95f4\u3001AJAX\u8bf7\u6c42\u6210\u529f\u7387\uff0c\u76f4\u63a5\u5173\u8054\u4e1a\u52a1\u8f6c\u5316\u7387\u3002\n<\/li>\n<\/ul>\n<p>\u8fd9\u79cd<strong>\u5168\u6808\u53ef\u89c1\u6027<\/strong>\u8ba9\u8fd0\u7ef4\u56e2\u961f\u4e0d\u518d\u5c40\u9650\u4e8e\u201c\u6551\u706b\u201d\uff0c\u800c\u662f\u80fd\u591f\u4e3b\u52a8\u9884\u6d4b\u74f6\u9888\u3002\u4f8b\u5982\uff0c\u67d0\u7535\u5546\u5e73\u53f0\u901a\u8fc7APM\u53d1\u73b0\u5927\u4fc3\u671f\u95f4\u67d0\u6570\u636e\u5e93\u8282\u70b9\u8fde\u63a5\u6c60\u8017\u5c3d\uff0c\u63d0\u524d\u6269\u5bb9\u907f\u514d\u4e86\u670d\u52a1\u4e2d\u65ad\u3002<\/p>\n<h4 id=\"2-\u8d44\u6e90\u4f18\u5316\u4e0e\u6210\u672c\u63a7\u5236\"><strong>2. \u8d44\u6e90\u4f18\u5316\u4e0e\u6210\u672c\u63a7\u5236<\/strong><\/h4>\n<p>\u4e91\u8ba1\u7b97\u6309\u9700\u4ed8\u8d39\u7684\u6a21\u5f0f\u770b\u4f3c\u7075\u6d3b\uff0c\u4f46\u8d44\u6e90\u6d6a\u8d39\u53ef\u80fd\u5bfc\u81f4\u6210\u672c\u5931\u63a7\u3002APM\u7684<strong>\u52a8\u6001\u57fa\u7ebf\u5206\u6790<\/strong>\u529f\u80fd\uff0c\u80fd\u591f\u8bc6\u522b\u4f4e\u6548\u4ee3\u7801\u3001\u5197\u4f59\u8c03\u7528\u6216\u8fc7\u5ea6\u914d\u7f6e\u7684\u8d44\u6e90\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>\u901a\u8fc7<strong>\u4f9d\u8d56\u62d3\u6251\u56fe<\/strong>\uff0c\u53d1\u73b0\u67d0\u4e2a\u5fae\u670d\u52a1\u56e0\u5faa\u73af\u8c03\u7528\u5bfc\u81f4\u54cd\u5e94\u65f6\u95f4\u500d\u589e\uff1b\n<\/li>\n<li>\u7ed3\u5408\u4e91\u8d26\u5355\u6570\u636e\uff0c\u6807\u8bb0\u957f\u671f\u4f4e\u5229\u7528\u7387\u7684\u4e91\u4e3b\u673a\uff0c\u63a8\u52a8\u8d44\u6e90\u56de\u6536\u6216\u964d\u914d\uff1b\n<\/li>\n<li>\u4f18\u5316\u5bb9\u5668\u8c03\u5ea6\u7b56\u7565\uff0c\u51cf\u5c11Kubernetes\u96c6\u7fa4\u4e2d\u7684\u8d44\u6e90\u788e\u7247\u3002\n<\/li>\n<\/ul>\n<p>\u636eGartner\u7edf\u8ba1\uff0c\u5408\u7406\u4f7f\u7528APM\u5de5\u5177\u53ef\u4f7f\u4e91\u8d44\u6e90\u6210\u672c\u964d\u4f4e15%-30%\uff0c\u540c\u65f6\u63d0\u5347\u5e94\u7528\u541e\u5410\u91cf\u3002<\/p>\n<h4 id=\"3-\u6545\u969c\u5feb\u901f\u54cd\u5e94\u4e0e\u6839\u56e0\u5b9a\u4f4d\"><strong>3. 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id=\"\u4e09-\u4e91\u539f\u751f\u65f6\u4ee3apm\u7684\u6280\u672f\u6f14\u8fdb\"><strong>\u4e09\u3001\u4e91\u539f\u751f\u65f6\u4ee3APM\u7684\u6280\u672f\u6f14\u8fdb<\/strong><\/h3>\n<p>\u4e3a\u9002\u5e94\u4e91\u539f\u751f\u67b6\u6784\uff0c\u73b0\u4ee3APM\u65b9\u6848\u6b63\u5728\u5411<strong>\u8f7b\u91cf\u5316<\/strong>\u3001<strong>\u667a\u80fd\u5316<\/strong>\u548c<strong>\u5e73\u53f0\u5316<\/strong>\u53d1\u5c55\uff1a<\/p>\n<ul>\n<li><strong>\u65e0\u4fb5\u5165\u5f0f\u63a2\u9488<\/strong>\uff1a\u901a\u8fc7<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">eBPF<\/a>\u6280\u672f\u76d1\u63a7\u5bb9\u5668\u7f51\u7edc\uff0c\u65e0\u9700\u4fee\u6539\u4ee3\u7801\u5373\u53ef\u5b9e\u73b0\u4f4e\u5f00\u9500\u6570\u636e\u91c7\u96c6\uff1b\n<\/li>\n<li><strong>AIOps\u878d\u5408<\/strong>\uff1a\u5229\u7528\u673a\u5668\u5b66\u4e60\u9884\u6d4b\u5bb9\u91cf\u74f6\u9888\uff0c\u81ea\u52a8\u89e6\u53d1\u5f39\u6027\u6269\u7f29\u5bb9\uff1b\n<\/li>\n<li><strong>\u53ef\u89c2\u6d4b\u6027\u7edf\u4e00\u5e73\u53f0<\/strong>\uff1a\u96c6\u6210\u65e5\u5fd7\uff08Logging\uff09\u3001\u6307\u6807\uff08Metrics\uff09\u3001\u8ffd\u8e2a\uff08Tracing\uff09\uff0c\u6253\u7834\u6570\u636e\u5b64\u5c9b\u3002\n<\/li>\n<\/ul>\n<p>\u67d0\u89c6\u9891\u6d41\u5a92\u4f53\u516c\u53f8\u501f\u52a9APM\u7684<strong>\u81ea\u52a8\u57fa\u7ebf\u544a\u8b66<\/strong>\uff0c\u5728\u7528\u6237\u611f\u77e5\u524d\u4fee\u590d\u4e86CDN\u8fb9\u7f18\u8282\u70b9\u6545\u969c\uff0c\u907f\u514d\u4e86\u767e\u4e07\u7ea7\u7528\u6237\u6d41\u5931\u3002<\/p>\n<hr>\n<h3 id=\"\u56db-\u9009\u62e9apm\u5de5\u5177\u7684\u5b9e\u8df5\u5efa\u8bae\"><strong>\u56db\u3001\u9009\u62e9APM\u5de5\u5177\u7684\u5b9e\u8df5\u5efa\u8bae<\/strong><\/h3>\n<p>\u9762\u5bf9\u5e02\u573a\u4e0a\u6570\u5341\u79cdAPM\u89e3\u51b3\u65b9\u6848\uff0c\u4f01\u4e1a\u9700\u7ed3\u5408\u81ea\u8eab\u4e91\u67b6\u6784\u7279\u70b9\u8bc4\u4f30\uff1a<\/p>\n<ol>\n<li><strong>\u517c\u5bb9\u6027<\/strong>\uff1a\u662f\u5426\u652f\u6301Kubernetes\u3001Service Mesh\u3001Serverless\u7b49\u4e91\u539f\u751f\u6280\u672f\u6808\uff1b\n<\/li>\n<li><strong>\u6269\u5c55\u6027<\/strong>\uff1a\u80fd\u5426\u81ea\u5b9a\u4e49\u6570\u636e\u91c7\u96c6\u89c4\u5219\uff0c\u9002\u914d\u79c1\u6709\u534f\u8bae\u6216\u9057\u7559\u7cfb\u7edf\uff1b\n<\/li>\n<li><strong>\u6210\u672c\u6548\u76ca<\/strong>\uff1a\u6309\u8282\u70b9\u6570\u3001\u6570\u636e\u91cf\u8fd8\u662f\u529f\u80fd\u6a21\u5757\u8ba1\u8d39\uff0c\u907f\u514d\u9690\u6027\u652f\u51fa\uff1b\n<\/li>\n<li><strong>\u5b89\u5168\u5408\u89c4<\/strong>\uff1a\u786e\u4fdd\u76d1\u63a7\u6570\u636e\u52a0\u5bc6\u4f20\u8f93\uff0c\u7b26\u5408GDPR\u3001\u7b49\u4fdd\u8981\u6c42\u3002\n<\/li>\n<\/ol>\n<p><em>\u6ce8\uff1a\u5934\u90e8\u4e91\u5382\u5546\uff08\u5982AWS\u3001Azure\uff09\u7684APM\u670d\u52a1\u867d\u6613\u96c6\u6210\uff0c\u4f46\u8de8\u5e73\u53f0\u80fd\u529b\u8f83\u5f31\uff1b\u7b2c\u4e09\u65b9\u5de5\u5177\uff08\u5982Datadog\u3001New Relic\uff09\u5219\u66f4\u9002\u5408\u591a\u4e91\u73af\u5883\u3002<\/em><\/p>\n<hr>\n<h3 id=\"\u4e94-\u672a\u6765\u8d8b\u52bf-\u4ece\u6027\u80fd\u7ba1\u7406\u5230\u4e1a\u52a1\u4ef7\u503c\u9a71\u52a8\"><strong>\u4e94\u3001\u672a\u6765\u8d8b\u52bf\uff1a\u4ece\u6027\u80fd\u7ba1\u7406\u5230\u4e1a\u52a1\u4ef7\u503c\u9a71\u52a8<\/strong><\/h3>\n<p>\u968f\u7740FinOps\uff08\u4e91\u8d22\u52a1\u8fd0\u8425\uff09\u7406\u5ff5\u7684\u5174\u8d77\uff0cAPM\u6b63\u4ece\u6280\u672f\u5de5\u5177\u5347\u7ea7\u4e3a<strong>\u4e1a\u52a1\u51b3\u7b56\u5f15\u64ce<\/strong>\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>\u901a\u8fc7\u6027\u80fd\u6570\u636e\u9884\u6d4b\u670d\u52a1\u5668\u6269\u5bb9\u5bf9\u6bdb\u5229\u7387\u7684\u5f71\u54cd\uff1b\n<\/li>\n<li>\u5c06API\u54cd\u5e94\u65f6\u95f4\u4e0e\u7528\u6237\u7559\u5b58\u7387\u5173\u8054\uff0c\u6307\u5bfc\u4ea7\u54c1\u529f\u80fd\u8fed\u4ee3\uff1b\n<\/li>\n<li>\u5728\u8de8\u5883\u4e1a\u52a1\u4e2d\uff0c\u7ed3\u5408\u5730\u57df\u7f51\u7edc\u8d28\u91cf\u4f18\u5316\u670d\u52a1\u90e8\u7f72\u7b56\u7565\u3002\n<\/li>\n<\/ul>\n<p>APM\u5c06\u6210\u4e3a\u4f01\u4e1a\u4e91\u6218\u7565\u7684\u201c\u6838\u5fc3\u4e2d\u67a2\u201d\uff0c\u5728\u4fdd\u969c\u7a33\u5b9a\u6027\u7684\u540c\u65f6\uff0c\u9a71\u52a8\u521b\u65b0\u4e0e\u589e\u957f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 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\u8de8\u533a\u57df\u4f9d\u8d56\uff1a\u5fae\u670d\u52a1\u67b6\u6784\u4e0b\uff0c\u4e00\u4e2a\u7528\u6237\u8bf7\u6c42\u53ef\u80fd\u8de8\u8d8a\u591a\u4e2a\u4e91\u670d\u52a1\u5546\u7684\u6570\u636e\u4e2d\u5fc3\uff0c\u94fe\u8def\u8ffd\u8e2a\u590d\u6742\u5ea6\u98d9\u5347\uff1b \u9ed1\u76d2\u5316\u8fd0\u7ef4\uff1a\u4f01\u4e1a\u4f9d\u8d56\u4e91\u5e73\u53f0\u63d0\u4f9b\u7684\u6258\u7ba1\u670d\u52a1\uff08\u5982Serverless\uff09\uff0c\u4f46\u5e95\u5c42\u8d44\u6e90\u53ef\u89c6\u6027\u4e0d\u8db3\uff0c\u6545\u969c\u6392\u67e5\u5982\u540c\u201c\u76f2\u4eba\u6478\u8c61\u201d\u3002 \u8fd9\u4e9b\u95ee\u9898\u82e5\u672a\u88ab\u53ca\u65f6\u6355\u6349\uff0c\u8f7b\u5219\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\uff0c\u91cd\u5219\u5bfc\u81f4\u7cfb\u7edf\u96ea\u5d29\u3002\u800cAPM\u5de5\u5177\u6b63\u662f\u901a\u8fc7\u5168\u6808\u76d1\u63a7\u3001\u667a\u80fd\u5206\u6790\u548c\u6839\u56e0\u5b9a\u4f4d\uff0c\u4e3a\u4e91\u4e0a\u5e94\u7528\u6784\u5efa\u8d77\u201c\u5168\u5c40\u89c6\u89d2\u201d\u3002 \u4e8c\u3001APM\u7684\u6838\u5fc3\u4f5c\u7528\uff1a\u4ece\u76d1\u63a7\u5230\u4e1a\u52a1\u6d1e\u5bdf 1. \u5b9e\u65f6\u76d1\u63a7\u4e0e\u5168\u6808\u53ef\u89c1\u6027 \u5728\u6df7\u5408\u4e91\u6216\u591a\u4e91\u73af\u5883\u4e2d\uff0cAPM\u901a\u8fc7\u7aef\u5230\u7aef\u8ffd\u8e2a\u6280\u672f\uff08\u5982OpenTelemetry\uff09\uff0c\u5b9e\u65f6\u91c7\u96c6\u5e94\u7528\u4ee3\u7801\u3001\u5bb9\u5668\u3001\u865a\u62df\u673a\u3001\u4e91\u670d\u52a1\u7684\u6027\u80fd\u6570\u636e\u3002\u4f8b\u5982\uff1a \u4ee3\u7801\u7ea7\u6d1e\u5bdf\uff1a\u5b9a\u4f4dSQL\u67e5\u8be2\u6162\u3001\u7b2c\u4e09\u65b9API\u8c03\u7528\u5931\u8d25\u7b49\u5177\u4f53\u95ee\u9898\uff1b \u57fa\u7840\u8bbe\u65bd\u5173\u8054\uff1a\u5c06\u5e94\u7528\u6027\u80fd\u4e0e\u4e91\u4e3b\u673a\u7684CPU\u5229\u7528\u7387\u3001\u7f51\u7edc\u5ef6\u8fdf\u7b49\u6307\u6807\u5173\u8054\u5206\u6790\uff1b \u7528\u6237\u4f53\u9a8c\u91cf\u5316\uff1a\u901a\u8fc7\u524d\u7aef\u57cb\u70b9\u76d1\u6d4b\u9875\u9762\u52a0\u8f7d\u65f6\u95f4\u3001AJAX\u8bf7\u6c42\u6210\u529f\u7387\uff0c\u76f4\u63a5\u5173\u8054\u4e1a\u52a1\u8f6c\u5316\u7387\u3002 \u8fd9\u79cd\u5168\u6808\u53ef\u89c1\u6027\u8ba9\u8fd0\u7ef4\u56e2\u961f\u4e0d\u518d\u5c40\u9650\u4e8e\u201c\u6551\u706b\u201d\uff0c\u800c\u662f\u80fd\u591f\u4e3b\u52a8\u9884\u6d4b\u74f6\u9888\u3002\u4f8b\u5982\uff0c\u67d0\u7535\u5546\u5e73\u53f0\u901a\u8fc7APM\u53d1\u73b0\u5927\u4fc3\u671f\u95f4\u67d0\u6570\u636e\u5e93\u8282\u70b9\u8fde\u63a5\u6c60\u8017\u5c3d\uff0c\u63d0\u524d\u6269\u5bb9\u907f\u514d\u4e86\u670d\u52a1\u4e2d\u65ad\u3002 2. \u8d44\u6e90\u4f18\u5316\u4e0e\u6210\u672c\u63a7\u5236 \u4e91\u8ba1\u7b97\u6309\u9700\u4ed8\u8d39\u7684\u6a21\u5f0f\u770b\u4f3c\u7075\u6d3b\uff0c\u4f46\u8d44\u6e90\u6d6a\u8d39\u53ef\u80fd\u5bfc\u81f4\u6210\u672c\u5931\u63a7\u3002APM\u7684\u52a8\u6001\u57fa\u7ebf\u5206\u6790\u529f\u80fd\uff0c\u80fd\u591f\u8bc6\u522b\u4f4e\u6548\u4ee3\u7801\u3001\u5197\u4f59\u8c03\u7528\u6216\u8fc7\u5ea6\u914d\u7f6e\u7684\u8d44\u6e90\u3002\u4f8b\u5982\uff1a \u901a\u8fc7\u4f9d\u8d56\u62d3\u6251\u56fe\uff0c\u53d1\u73b0\u67d0\u4e2a\u5fae\u670d\u52a1\u56e0\u5faa\u73af\u8c03\u7528\u5bfc\u81f4\u54cd\u5e94\u65f6\u95f4\u500d\u589e\uff1b \u7ed3\u5408\u4e91\u8d26\u5355\u6570\u636e\uff0c\u6807\u8bb0\u957f\u671f\u4f4e\u5229\u7528\u7387\u7684\u4e91\u4e3b\u673a\uff0c\u63a8\u52a8\u8d44\u6e90\u56de\u6536\u6216\u964d\u914d\uff1b \u4f18\u5316\u5bb9\u5668\u8c03\u5ea6\u7b56\u7565\uff0c\u51cf\u5c11Kubernetes\u96c6\u7fa4\u4e2d\u7684\u8d44\u6e90\u788e\u7247\u3002 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