{"id":32582,"date":"2025-03-04T10:26:32","date_gmt":"2025-03-04T02:26:32","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=32582"},"modified":"2025-03-04T10:26:32","modified_gmt":"2025-03-04T02:26:32","slug":"%e4%ba%91%e5%8e%9f%e7%94%9fapm%e5%a6%82%e4%bd%95%e5%ba%94%e5%af%b9%e4%ba%91%e5%8e%9f%e7%94%9f%e5%ba%94%e7%94%a8%e7%9a%84%e6%80%a7%e8%83%bd%e5%9f%ba%e7%ba%bf%e7%ae%a1%e7%90%86%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/32582.html","title":{"rendered":"\u4e91\u539f\u751fAPM\u5982\u4f55\u5e94\u5bf9\u4e91\u539f\u751f\u5e94\u7528\u7684\u6027\u80fd\u57fa\u7ebf\u7ba1\u7406\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/pic.zadbj010.com\/2025\/5e3141b00e792c0.jpg\" alt=\"\u4e91\u539f\u751fAPM\u5982\u4f55\u5e94\u5bf9\u4e91\u539f\u751f\u5e94\u7528\u7684\u6027\u80fd\u57fa\u7ebf\u7ba1\u7406\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p><strong>\u524d\u8a00<\/strong><br \/>\n\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4e91\u539f\u751f\u6280\u672f\u5df2\u6210\u4e3a\u4f01\u4e1a\u6784\u5efa\u654f\u6377\u3001\u5f39\u6027\u5e94\u7528\u7684\u6838\u5fc3\u67b6\u6784\u3002\u7136\u800c\uff0c\u968f\u7740\u5fae\u670d\u52a1\u3001\u5bb9\u5668\u5316\u3001Serverless\u7b49\u6280\u672f\u7684\u666e\u53ca\uff0c\u4e91\u539f\u751f\u5e94\u7528\u7684\u590d\u6742\u5ea6\u5448\u6307\u6570\u7ea7\u4e0a\u5347\u2014\u2014\u670d\u52a1\u95f4\u4f9d\u8d56\u9519\u7efc\u590d\u6742\u3001\u52a8\u6001\u6269\u7f29\u5bb9\u9891\u7e41\u3001\u77ac\u65f6\u6d41\u91cf\u6ce2\u52a8\u5267\u70c8\u3002\u8fd9\u4e9b\u7279\u6027\u4f7f\u5f97\u4f20\u7edf\u7684\u6027\u80fd\u76d1\u63a7\u65b9\u6cd5\u9010\u6e10\u5931\u6548\uff0c\u800c<strong>\u6027\u80fd\u57fa\u7ebf\u7ba1\u7406<\/strong>\u8fd9\u4e00\u5173\u952e\u73af\u8282\uff0c\u66f4\u662f\u9762\u4e34\u524d\u6240\u672a\u6709\u7684\u6311\u6218\u3002\u5728\u6b64\u80cc\u666f\u4e0b\uff0c\u4e91\u539f\u751fAPM\uff08Application Performance Management\uff0c<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5e94\u7528\u6027\u80fd\u7ba1\u7406<\/a>\uff09\u5de5\u5177\u5982\u4f55\u7a81\u7834\u74f6\u9888\uff0c\u5b9e\u73b0\u667a\u80fd\u5316\u7684\u57fa\u7ebf\u7ba1\u7406\uff1f\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u8fd9\u4e00\u95ee\u9898\u7684\u7b54\u6848\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u4e91\u539f\u751f\u73af\u5883\u4e0b\u7684\u6027\u80fd\u57fa\u7ebf\u7ba1\u7406-\u6311\u6218\u4e0e\u5fc5\u8981\u6027\"><strong>\u4e00\u3001\u4e91\u539f\u751f\u73af\u5883\u4e0b\u7684\u6027\u80fd\u57fa\u7ebf\u7ba1\u7406\uff1a\u6311\u6218\u4e0e\u5fc5\u8981\u6027<\/strong><\/h3>\n<p>\u6027\u80fd\u57fa\u7ebf\uff08Performance Baseline\uff09\u662f\u8861\u91cf\u5e94\u7528\u5065\u5eb7\u72b6\u6001\u7684\u201c\u6807\u5c3a\u201d\uff0c\u5b83\u5b9a\u4e49\u4e86\u7cfb\u7edf\u5728\u6b63\u5e38\u8d1f\u8f7d\u4e0b\u7684\u5173\u952e\u6307\u6807\uff08\u5982\u54cd\u5e94\u65f6\u95f4\u3001\u9519\u8bef\u7387\u3001\u8d44\u6e90\u5229\u7528\u7387\uff09\u7684\u5408\u7406\u8303\u56f4\u3002\u7136\u800c\uff0c\u5728\u4e91\u539f\u751f\u573a\u666f\u4e2d\uff0c\u8fd9\u4e00\u6807\u5c3a\u7684\u5efa\u7acb\u548c\u7ef4\u62a4\u9762\u4e34\u4e09\u91cd\u96be\u9898\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u52a8\u6001\u73af\u5883\u7684\u4e0d\u53ef\u9884\u6d4b\u6027<\/strong><br \/>\n\u4f20\u7edf\u5355\u4f53\u5e94\u7528\u7684\u8d44\u6e90\u4f7f\u7528\u548c\u6d41\u91cf\u6a21\u5f0f\u76f8\u5bf9\u7a33\u5b9a\uff0c\u4f46\u4e91\u539f\u751f\u5e94\u7528\u56e0\u5f39\u6027\u6269\u7f29\u5bb9\u3001\u6eda\u52a8\u66f4\u65b0\u7b49\u7279\u6027\uff0c\u5bfc\u81f4\u6027\u80fd\u6307\u6807\u7684\u6ce2\u52a8\u8303\u56f4\u663e\u8457\u6269\u5927\u3002\u4f8b\u5982\uff0cKubernetes\u96c6\u7fa4\u4e2dPod\u7684\u81ea\u52a8\u4f38\u7f29\u53ef\u80fd\u4f7fCPU\u5229\u7528\u7387\u5728\u51e0\u5206\u949f\u5185\u4ece20%\u98d9\u5347\u81f380%\uff0c\u4f20\u7edf\u9759\u6001\u57fa\u7ebf\u65e0\u6cd5\u6709\u6548\u8bc6\u522b\u8fd9\u79cd\u53d8\u5316\u7684\u5408\u7406\u6027\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5fae\u670d\u52a1\u67b6\u6784\u7684\u89c2\u6d4b\u76f2\u533a<\/strong><br \/>\n\u6839\u636eCNCF\uff08\u4e91\u539f\u751f\u8ba1\u7b97\u57fa\u91d1\u4f1a\uff09\u7684\u62a5\u544a\uff0c\u8d85\u8fc775%\u7684\u4f01\u4e1a\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u8fd0\u884c\u5fae\u670d\u52a1\u3002\u7136\u800c\uff0c\u5fae\u670d\u52a1\u95f4\u7684\u5206\u5e03\u5f0f\u8c03\u7528\u94fe\u8def\u957f\u3001\u4f9d\u8d56\u5173\u7cfb\u590d\u6742\uff0c\u5355\u4e2a\u670d\u52a1\u7684\u6027\u80fd\u5f02\u5e38\u53ef\u80fd\u5f15\u53d1\u96ea\u5d29\u6548\u5e94\u3002\u82e5\u57fa\u7ebf\u7ba1\u7406\u4ec5\u5173\u6ce8\u5355\u4e00\u670d\u52a1\uff0c\u5c06\u96be\u4ee5\u5b9a\u4f4d\u5168\u5c40\u6027\u95ee\u9898\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6d77\u91cf\u6570\u636e\u7684\u5904\u7406\u538b\u529b<\/strong><br \/>\n\u4e91\u539f\u751fAPM\u9700\u8981\u5b9e\u65f6\u91c7\u96c6TB\u7ea7\u7684\u65e5\u5fd7\u3001\u6307\u6807\u3001\u94fe\u8def\u8ffd\u8e2a\u6570\u636e\u3002\u5982\u4f55\u4ece\u566a\u58f0\u4e2d\u63d0\u53d6\u6709\u6548\u4fe1\u53f7\uff0c\u5e76\u52a8\u6001\u8c03\u6574\u57fa\u7ebf\uff0c\u6210\u4e3a\u6280\u672f\u4e0a\u7684\u5173\u952e\u74f6\u9888\u3002<\/p>\n<\/li>\n<\/ol>\n<p><strong>\u9762\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u4e91\u539f\u751fAPM\u5fc5\u987b\u4ece\u201c\u88ab\u52a8\u54cd\u5e94\u201d\u8f6c\u5411\u201c\u4e3b\u52a8\u9884\u9632\u201d\uff0c\u800c\u667a\u80fd\u5316\u7684\u57fa\u7ebf\u7ba1\u7406\u6b63\u662f\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u7684\u6838\u5fc3\u3002<\/strong><\/p>\n<hr>\n<h3 id=\"\u4e8c-\u4e91\u539f\u751fapm\u7684\u7834\u5c40\u4e4b\u9053-\u56db\u5927\u5173\u952e\u80fd\u529b\"><strong>\u4e8c\u3001\u4e91\u539f\u751fAPM\u7684\u7834\u5c40\u4e4b\u9053\uff1a\u56db\u5927\u5173\u952e\u80fd\u529b<\/strong><\/h3>\n<p>\u4e3a\u5e94\u5bf9\u4e0a\u8ff0\u95ee\u9898\uff0c\u65b0\u4e00\u4ee3\u4e91\u539f\u751fAPM\u5de5\u5177\u901a\u8fc7\u4ee5\u4e0b\u80fd\u529b\u91cd\u6784\u6027\u80fd\u57fa\u7ebf\u7ba1\u7406\u4f53\u7cfb\uff1a<\/p>\n<h4 id=\"1-\u52a8\u6001\u57fa\u7ebf\u7b97\u6cd5-\u4ece-\u56fa\u5b9a\u9608\u503c-\u5230-\u81ea\u9002\u5e94\u5b66\u4e60\"><strong>1. \u52a8\u6001\u57fa\u7ebf\u7b97\u6cd5\uff1a\u4ece\u201c\u56fa\u5b9a\u9608\u503c\u201d\u5230\u201c\u81ea\u9002\u5e94\u5b66\u4e60\u201d<\/strong><\/h4>\n<p>\u4f20\u7edf\u57fa\u7ebf\u4f9d\u8d56\u4eba\u5de5\u8bbe\u5b9a\u9759\u6001\u9608\u503c\uff08\u5982\u201cCPU\u4f7f\u7528\u7387&gt;70%\u5373\u544a\u8b66\u201d\uff09\uff0c\u4f46\u5728\u4e91\u539f\u751f\u573a\u666f\u4e2d\uff0c\u8fd9\u79cd\u89c4\u5219\u4f1a\u5bfc\u81f4\u5927\u91cf\u8bef\u62a5\u3002\u4f8b\u5982\uff0c\u7535\u5546\u5927\u4fc3\u671f\u95f4\u6d41\u91cf\u6fc0\u589e\u5c5e\u4e8e\u6b63\u5e38\u73b0\u8c61\uff0c\u9759\u6001\u9608\u503c\u53ef\u80fd\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u544a\u8b66\u3002<\/p>\n<p><strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u65f6\u5e8f\u9884\u6d4b\u6a21\u578b<\/strong>\uff1a\u57fa\u4e8e\u5386\u53f2\u6570\u636e\uff08\u5982ARIMA\u3001Prophet\u7b97\u6cd5\uff09\uff0c\u9884\u6d4b\u672a\u6765\u4e00\u6bb5\u65f6\u95f4\u5185\u7684\u6307\u6807\u8d8b\u52bf\uff0c\u5e76\u7ed3\u5408\u5b9e\u9645\u503c\u52a8\u6001\u8c03\u6574\u57fa\u7ebf\u8303\u56f4\u3002\n<\/li>\n<li><strong>\u65e0\u76d1\u7763\u5f02\u5e38\u68c0\u6d4b<\/strong>\uff1a\u5229\u7528\u673a\u5668\u5b66\u4e60\uff08\u5982\u5b64\u7acb\u68ee\u6797\u3001K-means\u805a\u7c7b\uff09\u81ea\u52a8\u8bc6\u522b\u504f\u79bb\u7fa4\u4f53\u6a21\u5f0f\u7684\u5f02\u5e38\u70b9\uff0c\u65e0\u9700\u4f9d\u8d56\u9884\u8bbe\u89c4\u5219\u3002<br \/>\nDatadog\u7684Anomaly Detection\u529f\u80fd\u901a\u8fc7\u5206\u6790\u5386\u53f2\u6570\u636e\u6a21\u5f0f\uff0c\u80fd\u591f\u8bc6\u522b\u51fa\u670d\u52a1\u54cd\u5e94\u65f6\u95f4\u7684\u5468\u671f\u6027\u6ce2\u52a8\uff0c\u5e76\u81ea\u52a8\u751f\u6210\u52a8\u6001\u57fa\u7ebf\u3002\n<\/li>\n<\/ul>\n<h4 id=\"2-\u5168\u6808\u62d3\u6251\u5173\u8054-\u4ece-\u5b64\u7acb\u6307\u6807-\u5230-\u4e0a\u4e0b\u6587\u611f\u77e5\"><strong>2. \u5168\u6808\u62d3\u6251\u5173\u8054\uff1a\u4ece\u201c\u5b64\u7acb\u6307\u6807\u201d\u5230\u201c\u4e0a\u4e0b\u6587\u611f\u77e5\u201d<\/strong><\/h4>\n<p>\u4e91\u539f\u751f\u5e94\u7528\u7684\u6027\u80fd\u95ee\u9898\u5f80\u5f80\u7531\u8de8\u7ec4\u4ef6\u7684\u4f9d\u8d56\u6545\u969c\u5f15\u53d1\u3002\u4f8b\u5982\uff0c\u6570\u636e\u5e93\u6162\u67e5\u8be2\u53ef\u80fd\u5bfc\u81f4API\u7f51\u5173\u8d85\u65f6\uff0c\u8fdb\u800c\u5f71\u54cd\u524d\u7aef\u7528\u6237\u4f53\u9a8c\u3002\u82e5\u57fa\u7ebf\u7ba1\u7406\u4ec5\u5173\u6ce8\u5355\u4e2a\u670d\u52a1\u7684\u54cd\u5e94\u65f6\u95f4\uff0c\u53ef\u80fd\u9057\u6f0f\u6839\u56e0\u3002<\/p>\n<p><strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u670d\u52a1\u62d3\u6251\u6620\u5c04<\/strong>\uff1a\u901a\u8fc7\u81ea\u52a8\u53d1\u73b0\u5fae\u670d\u52a1\u3001\u5bb9\u5668\u3001\u4e3b\u673a\u4e4b\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\uff0c\u6784\u5efa\u5168\u5c40\u89c6\u56fe\u3002\u5f53\u67d0\u670d\u52a1\u504f\u79bb\u57fa\u7ebf\u65f6\uff0cAPM\u5de5\u5177\u53ef\u5173\u8054\u5206\u6790\u5176\u4e0a\u4e0b\u6e38\u7ec4\u4ef6\u7684\u72b6\u6001\u3002\n<\/li>\n<li><strong>\u9ec4\u91d1\u6307\u6807\uff08Golden Signals\uff09\u6574\u5408<\/strong>\uff1a\u5c06\u5ef6\u8fdf\u3001\u6d41\u91cf\u3001\u9519\u8bef\u7387\u3001\u9971\u548c\u5ea6\u56db\u5927\u6307\u6807\u4e0e\u62d3\u6251\u7ed3\u5408\uff0c\u5f62\u6210\u591a\u7ef4\u57fa\u7ebf\u8bc4\u4f30\u4f53\u7cfb\u3002\u4f8b\u5982\uff0cNew Relic\u7684APM\u5e73\u53f0\u652f\u6301\u5c06\u670d\u52a1\u9519\u8bef\u7387\u4e0e\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u9971\u548c\u5ea6\u5173\u8054\u5206\u6790\uff0c\u7cbe\u51c6\u5b9a\u4f4d\u74f6\u9888\u3002\n<\/li>\n<\/ul>\n<h4 id=\"3-\u667a\u80fd\u544a\u8b66\u964d\u566a-\u4ece-\u6d2a\u6c34\u8b66\u62a5-\u5230-\u7cbe\u51c6\u6253\u51fb\"><strong>3. \u667a\u80fd\u544a\u8b66\u964d\u566a\uff1a\u4ece\u201c\u6d2a\u6c34\u8b66\u62a5\u201d\u5230\u201c\u7cbe\u51c6\u6253\u51fb\u201d<\/strong><\/h4>\n<p>\u5728\u52a8\u6001\u73af\u5883\u4e2d\uff0c\u544a\u8b66\u98ce\u66b4\uff08Alert Storm\uff09\u662f\u8fd0\u7ef4\u56e2\u961f\u7684\u5669\u68a6\u3002\u636e\u7edf\u8ba1\uff0c60%\u7684\u8fd0\u7ef4\u4eba\u5458\u6bcf\u5929\u9700\u5904\u7406\u8d85\u8fc7100\u6761\u544a\u8b66\uff0c\u5176\u4e2d70%\u4e3a\u65e0\u6548\u4fe1\u606f\u3002<\/p>\n<p><strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<\/p>\n<ul>\n<li><strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\uff08RCA\uff09<\/strong>\uff1a\u5f53\u591a\u4e2a\u6307\u6807\u540c\u65f6\u89e6\u53d1\u544a\u8b66\u65f6\uff0cAPM\u5de5\u5177\u901a\u8fc7\u56e0\u679c\u63a8\u7406\u7b97\u6cd5\uff08\u5982\u8d1d\u53f6\u65af\u7f51\u7edc\uff09\u8bc6\u522b\u6839\u672c\u539f\u56e0\uff0c\u6291\u5236\u6b21\u8981\u544a\u8b66\u3002\n<\/li>\n<li><strong>\u4f18\u5148\u7ea7\u5206\u7ea7<\/strong>\uff1a\u7ed3\u5408\u4e1a\u52a1\u5f71\u54cd\uff08\u5982VIP\u7528\u6237\u8bf7\u6c42\u5931\u8d25\uff09\u3001\u57fa\u7ebf\u504f\u79bb\u7a0b\u5ea6\uff08\u5982\u6307\u6807\u8d85\u51fa\u57fa\u7ebf3\u4e2a\u6807\u51c6\u5dee\uff09\u52a8\u6001\u8c03\u6574\u544a\u8b66\u7ea7\u522b\u3002<br \/>\nDynatrace\u7684AI\u5f15\u64ceDavis\u2122\u53ef\u81ea\u52a8\u5173\u8054\u5f02\u5e38\u4e8b\u4ef6\uff0c\u5e76\u751f\u6210\u53ef\u89e3\u91ca\u7684<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\u62a5\u544a\uff0c\u5c06\u544a\u8b66\u6570\u91cf\u51cf\u5c1190%\u4ee5\u4e0a\u3002\n<\/li>\n<\/ul>\n<h4 id=\"4-\u6570\u636e\u9a71\u52a8\u95ed\u73af-\u4ece-\u76d1\u6d4b-\u5230-\u81ea\u6108\"><strong>4. \u6570\u636e\u9a71\u52a8\u95ed\u73af\uff1a\u4ece\u201c\u76d1\u6d4b\u201d\u5230\u201c\u81ea\u6108\u201d<\/strong><\/h4>\n<p>\u57fa\u7ebf\u7ba1\u7406\u7684\u7ec8\u6781\u76ee\u6807\u4e0d\u4ec5\u662f\u53d1\u73b0\u95ee\u9898\uff0c\u800c\u662f\u5b9e\u73b0\u81ea\u52a8\u4fee\u590d\u3002\u5728Serverless\u7b49\u9ad8\u5ea6\u81ea\u52a8\u5316\u7684\u573a\u666f\u4e2d\uff0c\u4eba\u5de5\u5e72\u9884\u7684\u6ede\u540e\u6027\u53ef\u80fd\u5f15\u53d1\u4e25\u91cd\u6545\u969c\u3002<\/p>\n<p><strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u81ea\u52a8\u5316\u7b56\u7565\u5f15\u64ce<\/strong>\uff1a\u9884\u8bbe\u57fa\u7ebf\u504f\u79bb\u65f6\u7684\u54cd\u5e94\u52a8\u4f5c\uff08\u5982\u81ea\u52a8\u6269\u5bb9\u3001\u6d41\u91cf\u5207\u6362\uff09\u3002\u4f8b\u5982\uff0c\u5f53API\u7f51\u5173\u7684\u6bcf\u79d2\u8bf7\u6c42\u6570\u6301\u7eed\u8d85\u8fc7\u57fa\u7ebf\u503c\u7684150%\uff0cAPM\u5de5\u5177\u53ef\u8054\u52a8Kubernetes API\u89e6\u53d1\u6c34\u5e73\u6269\u7f29\u5bb9\u3002\n<\/li>\n<li><strong>\u53cd\u9988\u5b66\u4e60\u673a\u5236<\/strong>\uff1a\u8bb0\u5f55\u6bcf\u4e00\u6b21\u57fa\u7ebf\u8c03\u6574\u548c\u4fee\u590d\u64cd\u4f5c\u7684\u7ed3\u679c\uff0c\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u4f18\u5316\u7b97\u6cd5\u6a21\u578b\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u4e09-\u5b9e\u8df5\u6307\u5357-\u6784\u5efa\u4e91\u539f\u751f\u57fa\u7ebf\u7ba1\u7406\u7684\u4e09\u6b65\u6cd5\"><strong>\u4e09\u3001\u5b9e\u8df5\u6307\u5357\uff1a\u6784\u5efa\u4e91\u539f\u751f\u57fa\u7ebf\u7ba1\u7406\u7684\u4e09\u6b65\u6cd5<\/strong><\/h3>\n<h4 id=\"\u6b65\u9aa41-\u5b9a\u4e49\u5173\u952e\u6307\u6807\u4e0e\u4e1a\u52a1\u76ee\u6807\u5bf9\u9f50\"><strong>\u6b65\u9aa41\uff1a\u5b9a\u4e49\u5173\u952e\u6307\u6807\u4e0e\u4e1a\u52a1\u76ee\u6807\u5bf9\u9f50<\/strong><\/h4>\n<ul>\n<li><strong>\u4e1a\u52a1\u6307\u6807<\/strong>\uff08\u5982\u8ba2\u5355\u652f\u4ed8\u6210\u529f\u7387\uff09\u4e0e<strong>\u6280\u672f\u6307\u6807<\/strong>\uff08\u5982\u5bb9\u5668CPU\u4f7f\u7528\u7387\uff09\u9700\u5efa\u7acb\u6620\u5c04\u5173\u7cfb\u3002\u4f8b\u5982\uff0c\u67d0\u91d1\u878d\u5e94\u7528\u53ef\u5c06\u201c\u98ce\u63a7\u670d\u52a1\u54cd\u5e94\u65f6\u95f4\u2264200ms\u201d\u4f5c\u4e3a\u57fa\u7ebf\uff0c\u76f4\u63a5\u5173\u8054\u7528\u6237\u4ea4\u6613\u4f53\u9a8c\u3002\n<\/li>\n<li>\u4f7f\u7528SLO\uff08Service Level Objective\uff09\u91cf\u5316\u57fa\u7ebf\u76ee\u6807\uff0c\u5982\u201c99%\u7684\u8bf7\u6c42\u54cd\u5e94\u65f6\u95f4\u22641\u79d2\u201d\u3002\n<\/li>\n<\/ul>\n<h4 id=\"\u6b65\u9aa42-\u9009\u62e9\u9002\u914d\u4e91\u539f\u751f\u7279\u6027\u7684apm\u5de5\u5177\"><strong>\u6b65\u9aa42\uff1a\u9009\u62e9\u9002\u914d\u4e91\u539f\u751f\u7279\u6027\u7684APM\u5de5\u5177<\/strong><\/h4>\n<ul>\n<li><strong>\u5fc5\u5907\u7279\u6027\u6e05\u5355<\/strong>\uff1a\n<\/li>\n<li>\u652f\u6301Kubernetes\u3001Service Mesh\u3001Serverless\u7b49\u4e91\u539f\u751f\u7ec4\u4ef6\u7684\u81ea\u52a8\u53d1\u73b0\uff1b\n<\/li>\n<li>\u63d0\u4f9b\u5f00\u7bb1\u5373\u7528\u7684\u52a8\u6001\u57fa\u7ebf\u7b97\u6cd5\uff1b\n<\/li>\n<li>\u5177\u5907\u7aef\u5230\u7aef\u7684<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u80fd\u529b\u3002\n<\/li>\n<li><strong>\u5de5\u5177\u5bf9\u6bd4<\/strong>\uff1a\u5bf9\u6bd4\u4e3b\u6d41APM\u65b9\u6848\uff08\u5982Azure Monitor\u3001AWS CloudWatch\u3001\u5f00\u6e90\u65b9\u6848Prometheus+Thanos\uff09\u5728\u57fa\u7ebf\u7ba1\u7406\u573a\u666f\u4e2d\u7684\u6210\u719f\u5ea6\u3002\n<\/li>\n<\/ul>\n<h4 id=\"\u6b65\u9aa43-\u6301\u7eed\u8fed\u4ee3\u4e0e\u7ec4\u7ec7\u534f\u540c\"><strong>\u6b65\u9aa43\uff1a\u6301\u7eed\u8fed\u4ee3\u4e0e\u7ec4\u7ec7\u534f\u540c<\/strong><\/h4>\n<ul>\n<li><strong>DevOps\u6587\u5316\u843d\u5730<\/strong>\uff1a\u5c06\u57fa\u7ebf\u7ba1\u7406\u7eb3\u5165CI\/CD\u6d41\u6c34\u7ebf\uff0c\u4f8b\u5982\u5728\u90e8\u7f72\u9636\u6bb5\u81ea\u52a8\u751f\u6210\u6027\u80fd\u57fa\u7ebf\uff0c\u5e76\u5728Canary\u53d1\u5e03\u4e2d\u5b9e\u65f6\u5bf9\u6bd4\u65b0\u65e7\u7248\u672c\u6307\u6807\u3002\n<\/li>\n<li><strong>\u8de8\u56e2\u961f\u534f\u4f5c<\/strong>\uff1a\u5efa\u7acb\u8fd0\u7ef4\u3001\u5f00\u53d1\u3001\u4e1a\u52a1\u90e8\u95e8\u7684\u7edf\u4e00\u6570\u636e\u770b\u677f\uff0c\u786e\u4fdd\u57fa\u7ebf\u5b9a\u4e49\u7b26\u5408\u591a\u65b9\u9700\u6c42\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u56db-\u672a\u6765\u5c55\u671b-ai\u4e0e\u4e91\u539f\u751fapm\u7684\u6df1\u5ea6\u878d\u5408\"><strong>\u56db\u3001\u672a\u6765\u5c55\u671b\uff1aAI\u4e0e\u4e91\u539f\u751fAPM\u7684\u6df1\u5ea6\u878d\u5408<\/strong><\/h3>\n<p>\u968f\u7740\u751f\u6210\u5f0fAI\u6280\u672f\u7684\u7a81\u7834\uff0c\u4e91\u539f\u751fAPM\u7684\u57fa\u7ebf\u7ba1\u7406\u80fd\u529b\u5c06\u8fce\u6765\u65b0\u4e00\u8f6e\u8fdb\u5316\uff1a<\/p>\n<ul>\n<li><strong>\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/strong>\uff1a\u901a\u8fc7ChatGPT\u5f0f\u5bf9\u8bdd\u754c\u9762\uff0c\u8fd0\u7ef4\u4eba\u5458\u53ef\u76f4\u63a5\u8be2\u95ee\u201c\u8fc7\u53bb\u4e00\u5c0f\u65f6\u54ea\u4e9b\u670d\u52a1\u7684\u9519\u8bef\u7387\u504f\u79bb\u4e86\u57fa\u7ebf\uff1f\u201d<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4e91\u539f\u751f\u6280\u672f\u5df2\u6210\u4e3a\u4f01\u4e1a\u6784\u5efa\u654f\u6377\u3001\u5f39\u6027\u5e94\u7528\u7684\u6838\u5fc3\u67b6\u6784\u3002\u7136\u800c\uff0c\u968f\u7740\u5fae\u670d\u52a1\u3001\u5bb9\u5668\u5316\u3001Serverless\u7b49\u6280\u672f\u7684\u666e\u53ca\uff0c\u4e91\u539f\u751f\u5e94\u7528\u7684\u590d\u6742\u5ea6\u5448\u6307\u6570\u7ea7\u4e0a\u5347\u2014\u2014\u670d\u52a1\u95f4\u4f9d\u8d56\u9519\u7efc\u590d\u6742\u3001\u52a8\u6001\u6269\u7f29\u5bb9\u9891\u7e41\u3001\u77ac\u65f6\u6d41\u91cf\u6ce2\u52a8\u5267\u70c8\u3002\u8fd9\u4e9b\u7279\u6027\u4f7f\u5f97\u4f20\u7edf\u7684\u6027\u80fd\u76d1\u63a7\u65b9\u6cd5\u9010\u6e10\u5931\u6548\uff0c\u800c\u6027\u80fd\u57fa\u7ebf\u7ba1\u7406\u8fd9\u4e00\u5173\u952e\u73af\u8282\uff0c\u66f4\u662f\u9762\u4e34\u524d\u6240\u672a\u6709\u7684\u6311\u6218\u3002\u5728\u6b64\u80cc\u666f\u4e0b\uff0c\u4e91\u539f\u751fAPM\uff08Application Performance Management\uff0c\u5e94\u7528\u6027\u80fd\u7ba1\u7406\uff09\u5de5\u5177\u5982\u4f55\u7a81\u7834\u74f6\u9888\uff0c\u5b9e\u73b0\u667a\u80fd\u5316\u7684\u57fa\u7ebf\u7ba1\u7406\uff1f\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u8fd9\u4e00\u95ee\u9898\u7684\u7b54\u6848\u3002 \u4e00\u3001\u4e91\u539f\u751f\u73af\u5883\u4e0b\u7684\u6027\u80fd\u57fa\u7ebf\u7ba1\u7406\uff1a\u6311\u6218\u4e0e\u5fc5\u8981\u6027 \u6027\u80fd\u57fa\u7ebf\uff08Performance Baseline\uff09\u662f\u8861\u91cf\u5e94\u7528\u5065\u5eb7\u72b6\u6001\u7684\u201c\u6807\u5c3a\u201d\uff0c\u5b83\u5b9a\u4e49\u4e86\u7cfb\u7edf\u5728\u6b63\u5e38\u8d1f\u8f7d\u4e0b\u7684\u5173\u952e\u6307\u6807\uff08\u5982\u54cd\u5e94\u65f6\u95f4\u3001\u9519\u8bef\u7387\u3001\u8d44\u6e90\u5229\u7528\u7387\uff09\u7684\u5408\u7406\u8303\u56f4\u3002\u7136\u800c\uff0c\u5728\u4e91\u539f\u751f\u573a\u666f\u4e2d\uff0c\u8fd9\u4e00\u6807\u5c3a\u7684\u5efa\u7acb\u548c\u7ef4\u62a4\u9762\u4e34\u4e09\u91cd\u96be\u9898\uff1a \u52a8\u6001\u73af\u5883\u7684\u4e0d\u53ef\u9884\u6d4b\u6027 \u4f20\u7edf\u5355\u4f53\u5e94\u7528\u7684\u8d44\u6e90\u4f7f\u7528\u548c\u6d41\u91cf\u6a21\u5f0f\u76f8\u5bf9\u7a33\u5b9a\uff0c\u4f46\u4e91\u539f\u751f\u5e94\u7528\u56e0\u5f39\u6027\u6269\u7f29\u5bb9\u3001\u6eda\u52a8\u66f4\u65b0\u7b49\u7279\u6027\uff0c\u5bfc\u81f4\u6027\u80fd\u6307\u6807\u7684\u6ce2\u52a8\u8303\u56f4\u663e\u8457\u6269\u5927\u3002\u4f8b\u5982\uff0cKubernetes\u96c6\u7fa4\u4e2dPod\u7684\u81ea\u52a8\u4f38\u7f29\u53ef\u80fd\u4f7fCPU\u5229\u7528\u7387\u5728\u51e0\u5206\u949f\u5185\u4ece20%\u98d9\u5347\u81f380%\uff0c\u4f20\u7edf\u9759\u6001\u57fa\u7ebf\u65e0\u6cd5\u6709\u6548\u8bc6\u522b\u8fd9\u79cd\u53d8\u5316\u7684\u5408\u7406\u6027\u3002 \u5fae\u670d\u52a1\u67b6\u6784\u7684\u89c2\u6d4b\u76f2\u533a 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