{"id":36431,"date":"2025-04-11T14:16:12","date_gmt":"2025-04-11T06:16:12","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=36431"},"modified":"2025-04-11T14:16:12","modified_gmt":"2025-04-11T06:16:12","slug":"%e4%ba%91%e5%8e%9f%e7%94%9fapm%e5%a6%82%e4%bd%95%e5%ae%9e%e7%8e%b0%e5%ae%9e%e6%97%b6%e5%91%8a%e8%ad%a6%e5%92%8c%e9%80%9a%e7%9f%a5%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/36431.html","title":{"rendered":"\u4e91\u539f\u751fAPM\u5982\u4f55\u5b9e\u73b0\u5b9e\u65f6\u544a\u8b66\u548c\u901a\u77e5\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/04\/CXK2OeJP1.jpg\" alt=\"\u4e91\u539f\u751fAPM\u5982\u4f55\u5b9e\u73b0\u5b9e\u65f6\u544a\u8b66\u548c\u901a\u77e5\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u6d6a\u6f6e\u7684\u63a8\u52a8\u4e0b\uff0c\u4f01\u4e1a\u5e94\u7528\u67b6\u6784\u6b63\u52a0\u901f\u5411\u4e91\u539f\u751f\u6f14\u8fdb\u3002\u5fae\u670d\u52a1\u3001\u5bb9\u5668\u5316\u3001\u52a8\u6001\u6269\u7f29\u5bb9\u7b49\u6280\u672f\u8d4b\u4e88\u4e86\u7cfb\u7edf\u66f4\u9ad8\u7684\u7075\u6d3b\u6027\u548c\u5f39\u6027\uff0c\u4f46\u4e5f\u8ba9\u6027\u80fd\u76d1\u63a7\u7684\u590d\u6742\u6027\u5448\u6307\u6570\u7ea7\u4e0a\u5347\u3002\u5f53\u5355\u4e00\u6545\u969c\u53ef\u80fd\u5728\u6570\u79d2\u5185\u5f15\u53d1\u670d\u52a1\u96ea\u5d29\u65f6\uff0c\u4f20\u7edf\u7684\u88ab\u52a8\u5f0f\u8fd0\u7ef4\u5df2\u96be\u4ee5\u6ee1\u8db3\u9700\u6c42\u3002<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u4e91\u539f\u751fAPM<\/a>\uff08<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5e94\u7528\u6027\u80fd\u7ba1\u7406<\/a>\uff09<\/strong>\u901a\u8fc7*\u5b9e\u65f6\u544a\u8b66\u4e0e\u667a\u80fd\u901a\u77e5*\u6784\u5efa\u8d77\u4e3b\u52a8\u9632\u5fa1\u4f53\u7cfb\uff0c\u6210\u4e3a\u4fdd\u969c\u4e1a\u52a1\u8fde\u7eed\u6027\u7684\u6838\u5fc3\u67a2\u7ebd\u3002\u672c\u6587\u5c06\u6df1\u5165\u89e3\u6790\u5176\u5b9e\u8df5\u8def\u5f84\u4e0e\u5173\u952e\u6280\u672f\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u4e91\u539f\u751f\u73af\u5883\u4e0b\u7684\u76d1\u63a7\u6311\u6218\u4e0eapm\u9769\u65b0\"><strong>\u4e00\u3001\u4e91\u539f\u751f\u73af\u5883\u4e0b\u7684\u76d1\u63a7\u6311\u6218\u4e0eAPM\u9769\u65b0<\/strong><\/h3>\n<p>\u4e91\u539f\u751f\u67b6\u6784\u7684\u52a8\u6001\u7279\u6027\u5bf9\u76d1\u63a7\u7cfb\u7edf\u63d0\u51fa\u4e86\u5168\u65b0\u8981\u6c42\uff1aKubernetes\u96c6\u7fa4\u4e2dPod\u7684\u77ac\u6001\u751f\u547d\u5468\u671f\u3001\u5fae\u670d\u52a1\u95f4\u590d\u6742\u7684\u8c03\u7528\u94fe\u8def\u3001\u5206\u5e03\u5f0f\u65e5\u5fd7\u7684\u788e\u7247\u5316\u5b58\u50a8\uff0c\u8fd9\u4e9b\u7279\u6027\u4f7f\u5f97\u4f20\u7edf\u57fa\u4e8e\u9759\u6001\u9608\u503c\u7684\u544a\u8b66\u673a\u5236\u9891\u7e41\u5931\u6548\u3002\u6839\u636eCNCF 2023\u5e74\u8c03\u67e5\u62a5\u544a\uff0c<strong>73%\u7684\u4e91\u539f\u751f\u7528\u6237\u8868\u793a\u201c\u7cbe\u51c6\u8bc6\u522b\u5f02\u5e38\u201d\u662f\u6700\u5927\u75db\u70b9<\/strong>\u3002<\/p>\n<p><strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u4e91\u539f\u751fAPM<\/a><\/strong>\u901a\u8fc7\u4e09\u4e2a\u7ef4\u5ea6\u91cd\u6784\u76d1\u63a7\u4f53\u7cfb\uff1a<\/p>\n<ol>\n<li><strong>\u5168\u6808\u6570\u636e\u91c7\u96c6<\/strong>\uff1a\u96c6\u6210\u6307\u6807\uff08Metrics\uff09\u3001\u65e5\u5fd7\uff08Logs\uff09\u3001\u8ffd\u8e2a\uff08Traces\uff09\u4e09\u8981\u7d20\uff0c\u8986\u76d6\u4ece\u57fa\u7840\u8bbe\u65bd\u5230\u5e94\u7528\u4ee3\u7801\u7684\u5b8c\u6574\u53ef\u89c2\u6d4b\u6027\u3002\n<\/li>\n<li><strong>\u52a8\u6001\u4e0a\u4e0b\u6587\u611f\u77e5<\/strong>\uff1a\u81ea\u52a8\u5173\u8054Kubernetes\u6807\u7b7e\u3001\u670d\u52a1\u62d3\u6251\u3001\u7248\u672c\u53d8\u66f4\u7b49\u73af\u5883\u53d8\u91cf\uff0c\u6d88\u9664\u201c\u6570\u636e\u5b64\u5c9b\u201d\u3002\n<\/li>\n<li><strong>\u6d41\u5f0f\u5904\u7406\u5f15\u64ce<\/strong>\uff1a\u91c7\u7528Flink\u3001Kafka\u7b49\u5b9e\u65f6\u8ba1\u7b97\u6846\u67b6\uff0c\u5b9e\u73b0\u6beb\u79d2\u7ea7\u6307\u6807\u5206\u6790\uff0c\u76f8\u6bd4\u4f20\u7edf\u6279\u5904\u7406\u63d0\u901f90%\u4ee5\u4e0a\u3002\n<\/li>\n<\/ol>\n<hr>\n<h3 id=\"\u4e8c-\u5b9e\u65f6\u544a\u8b66\u7684\u6838\u5fc3\u6280\u672f\u6808\"><strong>\u4e8c\u3001\u5b9e\u65f6\u544a\u8b66\u7684\u6838\u5fc3\u6280\u672f\u6808<\/strong><\/h3>\n<h4 id=\"1-\u591a\u7ef4\u6570\u636e\u805a\u5408\u4e0e\u5f02\u5e38\u68c0\u6d4b\"><strong>1. \u591a\u7ef4\u6570\u636e\u805a\u5408\u4e0e\u5f02\u5e38\u68c0\u6d4b<\/strong><\/h4>\n<p>\u5728\u6bcf\u79d2\u5904\u7406\u6570\u5341\u4e07\u6570\u636e\u70b9\u7684\u573a\u666f\u4e0b\uff0c<strong>\u6ed1\u52a8\u65f6\u95f4\u7a97\u53e3\u7b97\u6cd5<\/strong>\u6210\u4e3a\u5173\u952e\u3002\u4f8b\u5982\uff0c\u901a\u8fc7*5\u79d2\u7a97\u53e3\u6eda\u52a8\u8ba1\u7b97*API\u6210\u529f\u7387\uff0c\u80fd\u5feb\u901f\u6355\u6349\u5230\u77ac\u6001\u6ce2\u52a8\u3002\u540c\u65f6\uff0c<strong>\u65e0\u76d1\u7763\u5b66\u4e60\u6a21\u578b<\/strong>\uff08\u5982Isolation Forest\uff09\u53ef\u8bc6\u522b\u672a\u77e5\u5f02\u5e38\u6a21\u5f0f\uff1a\u67d0\u7535\u5546\u5e73\u53f0\u66fe\u501f\u52a9\u8be5\u6280\u672f\uff0c\u5728\u4fc3\u9500\u671f\u95f4\u63d0\u524d15\u5206\u949f\u53d1\u73b0\u652f\u4ed8\u63a5\u53e3\u7684\u9690\u853d\u6027\u54cd\u5e94\u5ef6\u8fdf\uff0c\u907f\u514d\u4e0a\u4ebf\u5143\u635f\u5931\u3002<\/p>\n<h4 id=\"2-\u52a8\u6001\u57fa\u7ebf\u751f\u6210\"><strong>2. \u52a8\u6001\u57fa\u7ebf\u751f\u6210<\/strong><\/h4>\n<p>\u4e91\u539f\u751f\u73af\u5883\u7684\u5f39\u6027\u6269\u7f29\u5bb9\u5bfc\u81f4\u9759\u6001\u9608\u503c\u9891\u7e41\u5931\u6548\u3002<strong>\u81ea\u9002\u5e94\u57fa\u7ebf\u7b97\u6cd5<\/strong>\u901a\u8fc7\u5206\u6790\u5386\u53f2\u6570\u636e\u7684\u5468\u671f\u6027\u3001\u8d8b\u52bf\u6027\u7279\u5f81\uff0c\u52a8\u6001\u751f\u6210\u5408\u7406\u8303\u56f4\u3002\u4f8b\u5982\uff0c\u67d0\u89c6\u9891\u5e73\u53f0\u5728\u591c\u95f4\u4f4e\u5cf0\u671f\u81ea\u52a8\u8c03\u4f4e\u8d44\u6e90\u4f7f\u7528\u7387\u9608\u503c\uff0c\u51cf\u5c1180%\u7684\u8bef\u62a5\u8b66\u3002<\/p>\n<h4 id=\"3-\u5173\u8054\u5206\u6790\u4e0e\u6839\u56e0\u5b9a\u4f4d\"><strong>3. \u5173\u8054\u5206\u6790\u4e0e\u6839\u56e0\u5b9a\u4f4d<\/strong><\/h4>\n<p>\u5f53\u544a\u8b66\u89e6\u53d1\u65f6\uff0c\u7cfb\u7edf\u81ea\u52a8\u6784\u5efa<strong>\u56e0\u679c\u56fe\u6a21\u578b<\/strong>\uff1a\u5c06\u5f02\u5e38\u6307\u6807\u4e0eK8s\u4e8b\u4ef6\u3001\u4ee3\u7801\u90e8\u7f72\u8bb0\u5f55\u3001\u4e0a\u4e0b\u6e38\u670d\u52a1\u72b6\u6001\u5173\u8054\u5206\u6790\u3002Gartner\u6848\u4f8b\u663e\u793a\uff0c\u8fd9\u79cd\u6280\u672f\u53ef\u5c06MTTR\uff08\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff09\u4ece\u5c0f\u65f6\u7ea7\u7f29\u77ed\u81f3\u5206\u949f\u7ea7\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u667a\u80fd\u901a\u77e5\u673a\u5236\u7684\u5b9e\u8df5\u7b56\u7565\"><strong>\u4e09\u3001\u667a\u80fd\u901a\u77e5\u673a\u5236\u7684\u5b9e\u8df5\u7b56\u7565<\/strong><\/h3>\n<h4 id=\"1-\u5206\u7ea7\u63a8\u9001\u7b56\u7565\"><strong>1. \u5206\u7ea7\u63a8\u9001\u7b56\u7565<\/strong><\/h4>\n<p>\u6839\u636e\u544a\u8b66\u7ea7\u522b\u3001\u4e1a\u52a1\u5f71\u54cd\u8303\u56f4\u3001\u503c\u73ed\u8868\u7b49\u7ef4\u5ea6\uff0c<strong>\u52a8\u6001\u8def\u7531\u901a\u77e5\u6e20\u9053<\/strong>\uff1a<\/p>\n<ul>\n<li>P0\u7ea7\u6545\u969c\uff08\u5982\u6570\u636e\u5e93\u5b95\u673a\uff09\u89e6\u53d1\u7535\u8bdd\u3001\u77ed\u4fe1\u3001\u5927\u5c4f\u9884\u8b66\u591a\u901a\u9053\u63a8\u9001\n<\/li>\n<li>P2\u7ea7\u9884\u8b66\uff08\u5982CPU\u4f7f\u7528\u7387\u8d8570%\uff09\u4ec5\u53d1\u9001\u81f3\u8fd0\u7ef4IM\u7fa4<br \/>\n\u67d0\u91d1\u878d\u7cfb\u7edf\u901a\u8fc7\u8be5\u7b56\u7565\uff0c\u4f7f\u5173\u952e\u544a\u8b66\u54cd\u5e94\u901f\u5ea6\u63d0\u534765%\uff0c\u975e\u5173\u952e\u544a\u8b66\u5e72\u6270\u51cf\u5c1140%\u3002\n<\/li>\n<\/ul>\n<h4 id=\"2-\u4e0a\u4e0b\u6587\u667a\u80fd\u9644\u52a0\"><strong>2. \u4e0a\u4e0b\u6587\u667a\u80fd\u9644\u52a0<\/strong><\/h4>\n<p>\u4f20\u7edf\u544a\u8b66\u4fe1\u606f\u5f80\u5f80\u5b64\u7acb\u96be\u61c2\uff0c\u800c\u4e91\u539f\u751fAPM\u4f1a\u5728\u901a\u77e5\u4e2d\u5d4c\u5165\uff1a<\/p>\n<ul>\n<li><strong>\u62d3\u6251\u5feb\u7167<\/strong>\uff1a\u6807\u8bb0\u53d7\u5f71\u54cd\u670d\u52a1\u7684\u4f9d\u8d56\u8def\u5f84\n<\/li>\n<li><strong>\u53d8\u66f4\u8bb0\u5f55<\/strong>\uff1a\u81ea\u52a8\u5173\u8054\u6700\u8fd11\u5c0f\u65f6\u7684\u4ee3\u7801\u53d1\u5e03\u3001\u914d\u7f6e\u4fee\u6539\n<\/li>\n<li><strong>\u4fee\u590d\u5efa\u8bae<\/strong>\uff1a\u57fa\u4e8e\u5386\u53f2\u5de5\u5355\u7684\u76f8\u4f3c\u6848\u4f8b\u63a8\u8350\u5904\u7f6e\u65b9\u6848\n<\/li>\n<\/ul>\n<h4 id=\"3-\u53cd\u9988\u95ed\u73af\u4f18\u5316\"><strong>3. \u53cd\u9988\u95ed\u73af\u4f18\u5316<\/strong><\/h4>\n<p>\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u5206\u6790\u5de5\u7a0b\u5e08\u5bf9\u544a\u8b66\u7684\u5904\u7f6e\u884c\u4e3a\uff08\u5982\u6807\u8bb0\u8bef\u62a5\u3001\u8c03\u6574\u9608\u503c\uff09\uff0c\u7cfb\u7edf\u6301\u7eed\u4f18\u5316\u6a21\u578b\u3002Netflix\u5f00\u53d1\u7684*Backtrack*\u7cfb\u7edf\u6b63\u662f\u5178\u578b\u4ee3\u8868\u2014\u2014\u5176\u544a\u8b66\u51c6\u786e\u7387\u57286\u4e2a\u6708\u5185\u4ece72%\u63d0\u5347\u81f393%\u3002<\/p>\n<hr>\n<h3 id=\"\u56db-\u5173\u952e\u6280\u672f\u5b9e\u73b0\u8def\u5f84\"><strong>\u56db\u3001\u5173\u952e\u6280\u672f\u5b9e\u73b0\u8def\u5f84<\/strong><\/h3>\n<h4 id=\"1-\u6570\u636e\u91c7\u96c6\u5c42\u4f18\u5316\"><strong>1. \u6570\u636e\u91c7\u96c6\u5c42\u4f18\u5316<\/strong><\/h4>\n<ul>\n<li><strong>eBPF\u6280\u672f<\/strong>\u5b9e\u73b0\u5185\u6838\u7ea7\u7f51\u7edc\u76d1\u63a7\uff0c\u96f6\u4ee3\u7801\u4fb5\u5165\u83b7\u53d6TCP\u91cd\u4f20\u7387\u7b49\u6df1\u5ea6\u6307\u6807\n<\/li>\n<li><strong>OpenTelemetry<\/strong>\u7edf\u4e00\u6570\u636e\u6807\u51c6\uff0c\u907f\u514d\u591aAgent\u7684\u8d44\u6e90\u4e89\u62a2\n<\/li>\n<li><strong>\u8fb9\u7f18\u8ba1\u7b97\u8282\u70b9<\/strong>\u9884\u5904\u7406\u6570\u636e\uff0c\u964d\u4f4e\u4e2d\u5fc3\u96c6\u7fa4\u538b\u529b\n<\/li>\n<\/ul>\n<h4 id=\"2-\u6d41\u5f0f\u5904\u7406\u67b6\u6784\u8bbe\u8ba1\"><strong>2. \u6d41\u5f0f\u5904\u7406\u67b6\u6784\u8bbe\u8ba1<\/strong><\/h4>\n<p>\u5178\u578b\u67b6\u6784\u5206\u4e3a\u4e09\u5c42\uff1a<\/p>\n<ol>\n<li><strong>\u91c7\u96c6\u5c42<\/strong>\uff1a<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a>\u3001Fluentd\u7b49\u7ec4\u4ef6\u8d1f\u8d23\u539f\u59cb\u6570\u636e\u6293\u53d6\n<\/li>\n<li><strong>\u5904\u7406\u5c42<\/strong>\uff1aApache Druid\u5b9e\u65f6\u805a\u5408\u65f6\u95f4\u5e8f\u5217\u6570\u636e\uff0cJaeger\u5206\u6790\u8ffd\u8e2a\u94fe\u8def\n<\/li>\n<li><strong>\u51b3\u7b56\u5c42<\/strong>\uff1a\u57fa\u4e8eGo\u7f16\u5199\u7684\u89c4\u5219\u5f15\u64ce\uff0c\u652f\u6301\u6bcf\u79d2\u8d8510\u4e07\u6b21\u7b56\u7565\u5339\u914d\n<\/li>\n<\/ol>\n<h4 id=\"3-\u53ef\u89c6\u5316\u534f\u540c\"><strong>3. \u53ef\u89c6\u5316\u534f\u540c<\/strong><\/h4>\n<p>\u5c06\u544a\u8b66\u4e8b\u4ef6\u96c6\u6210\u5230Grafana\u7b49\u770b\u677f\uff0c\u652f\u6301\uff1a<\/p>\n<ul>\n<li><strong>\u65f6\u5e8f\u5bf9\u6bd4<\/strong>\uff1a\u53e0\u52a0\u5386\u53f2\u540c\u671f\u6570\u636e\u66f2\u7ebf\n<\/li>\n<li><strong>\u70ed\u529b\u56fe\u5206\u6790<\/strong>\uff1a\u5feb\u901f\u5b9a\u4f4d\u5f02\u5e38\u96c6\u7fa4\u8282\u70b9\n<\/li>\n<li><strong>\u81ea\u52a8\u5316\u9884\u6848<\/strong>\uff1a\u4e00\u952e\u89e6\u53d1\u6269\u5bb9\u3001\u670d\u52a1\u964d\u7ea7\u7b49\u64cd\u4f5c\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u4e94-\u6700\u4f73\u5b9e\u8df5\u4e0e\u907f\u5751\u6307\u5357\"><strong>\u4e94\u3001\u6700\u4f73\u5b9e\u8df5\u4e0e\u907f\u5751\u6307\u5357<\/strong><\/h3>\n<ol>\n<li>\n<p><strong>\u907f\u514d\u544a\u8b66\u98ce\u66b4<\/strong><br \/>\n\u91c7\u7528<strong>\u544a\u8b66\u538b\u7f29<\/strong>\u6280\u672f\uff1a5\u5206\u949f\u5185\u76f8\u540c\u670d\u52a1\u7684\u591a\u4e2a\u544a\u8b66\u5408\u5e76\u4e3a\u4e00\u6761\uff0c\u5e76\u6807\u8bb0\u5f71\u54cd\u8303\u56f4\u3002\u67d0\u7269\u6d41\u5e73\u53f0\u501f\u6b64\u5c06\u5355\u65e5\u544a\u8b66\u91cf\u4ece2\u4e07\u6761\u964d\u81f31200\u6761\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u52a8\u6001\u9759\u9ed8\u7b56\u7565<\/strong><br \/>\n\u5728\u8ba1\u5212\u5185\u7ef4\u62a4\u671f\u95f4\uff0c\u57fa\u4e8eK8s Annotation\u81ea\u52a8\u6682\u505c\u76f8\u5173\u544a\u8b66\u3002\u4f8b\u5982\uff0c\u5f53\u68c0\u6d4b\u5230<code>maintenance-mode=true<\/code>\u6807\u7b7e\u65f6\uff0c\u6682\u65f6\u5ffd\u7565\u6307\u5b9a\u670d\u52a1\u7684\u5065\u5eb7\u68c0\u67e5\u5f02\u5e38\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6df7\u6c8c\u5de5\u7a0b\u8054\u52a8<\/strong><br \/>\n\u5728\u76d1\u63a7\u7cfb\u7edf\u4e2d\u6ce8\u5165\u6a21\u62df\u6545\u969c\uff08\u5982\u7f51\u7edc\u5ef6\u8fdf\u3001Pod\u5d29\u6e83\uff09\uff0c\u6301\u7eed\u9a8c\u8bc1\u544a\u8b66\u7cfb\u7edf\u7684\u6709\u6548\u6027\u3002LinkedIn\u7684*Noise to Signal*\u9879\u76ee\u901a\u8fc7\u8be5\u65b9\u6848\uff0c\u5c06\u6f0f\u62a5\u7387\u63a7\u5236\u57280.3%\u4ee5\u4e0b\u3002<\/p>\n<\/li>\n<\/ol>\n<hr>\n<p>\u5728\u4e91\u539f\u751f\u65f6\u4ee3\uff0c\u5b9e\u65f6\u544a\u8b66\u5df2\u4e0d\u518d\u662f\u7b80\u5355\u7684\u9608\u503c\u89e6\u53d1\uff0c\u800c\u662f\u878d\u5408\u4e86\u6d41\u5f0f\u8ba1\u7b97\u3001AI\u7b97\u6cd5\u3001\u534f\u540c\u54cd\u5e94\u7684\u7cfb\u7edf\u5de5\u7a0b\u3002\u53ea\u6709\u5c06<strong>\u6570\u636e\u611f\u77e5\u3001\u667a\u80fd\u5206\u6790\u3001\u7cbe\u51c6\u89e6\u8fbe<\/strong>\u5f62\u6210\u95ed\u73af\uff0c\u624d\u80fd\u5728\u590d\u6742\u591a\u53d8\u7684\u4e91\u73af\u5883\u4e2d\u6784\u5efa\u771f\u6b63\u7684\u97e7\u6027\u7cfb\u7edf\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u6d6a\u6f6e\u7684\u63a8\u52a8\u4e0b\uff0c\u4f01\u4e1a\u5e94\u7528\u67b6\u6784\u6b63\u52a0\u901f\u5411\u4e91\u539f\u751f\u6f14\u8fdb\u3002\u5fae\u670d\u52a1\u3001\u5bb9\u5668\u5316\u3001\u52a8\u6001\u6269\u7f29\u5bb9\u7b49\u6280\u672f\u8d4b\u4e88\u4e86\u7cfb\u7edf\u66f4\u9ad8\u7684\u7075\u6d3b\u6027\u548c\u5f39\u6027\uff0c\u4f46\u4e5f\u8ba9\u6027\u80fd\u76d1\u63a7\u7684\u590d\u6742\u6027\u5448\u6307\u6570\u7ea7\u4e0a\u5347\u3002\u5f53\u5355\u4e00\u6545\u969c\u53ef\u80fd\u5728\u6570\u79d2\u5185\u5f15\u53d1\u670d\u52a1\u96ea\u5d29\u65f6\uff0c\u4f20\u7edf\u7684\u88ab\u52a8\u5f0f\u8fd0\u7ef4\u5df2\u96be\u4ee5\u6ee1\u8db3\u9700\u6c42\u3002\u4e91\u539f\u751fAPM\uff08\u5e94\u7528\u6027\u80fd\u7ba1\u7406\uff09\u901a\u8fc7*\u5b9e\u65f6\u544a\u8b66\u4e0e\u667a\u80fd\u901a\u77e5*\u6784\u5efa\u8d77\u4e3b\u52a8\u9632\u5fa1\u4f53\u7cfb\uff0c\u6210\u4e3a\u4fdd\u969c\u4e1a\u52a1\u8fde\u7eed\u6027\u7684\u6838\u5fc3\u67a2\u7ebd\u3002\u672c\u6587\u5c06\u6df1\u5165\u89e3\u6790\u5176\u5b9e\u8df5\u8def\u5f84\u4e0e\u5173\u952e\u6280\u672f\u3002 \u4e00\u3001\u4e91\u539f\u751f\u73af\u5883\u4e0b\u7684\u76d1\u63a7\u6311\u6218\u4e0eAPM\u9769\u65b0 \u4e91\u539f\u751f\u67b6\u6784\u7684\u52a8\u6001\u7279\u6027\u5bf9\u76d1\u63a7\u7cfb\u7edf\u63d0\u51fa\u4e86\u5168\u65b0\u8981\u6c42\uff1aKubernetes\u96c6\u7fa4\u4e2dPod\u7684\u77ac\u6001\u751f\u547d\u5468\u671f\u3001\u5fae\u670d\u52a1\u95f4\u590d\u6742\u7684\u8c03\u7528\u94fe\u8def\u3001\u5206\u5e03\u5f0f\u65e5\u5fd7\u7684\u788e\u7247\u5316\u5b58\u50a8\uff0c\u8fd9\u4e9b\u7279\u6027\u4f7f\u5f97\u4f20\u7edf\u57fa\u4e8e\u9759\u6001\u9608\u503c\u7684\u544a\u8b66\u673a\u5236\u9891\u7e41\u5931\u6548\u3002\u6839\u636eCNCF 2023\u5e74\u8c03\u67e5\u62a5\u544a\uff0c73%\u7684\u4e91\u539f\u751f\u7528\u6237\u8868\u793a\u201c\u7cbe\u51c6\u8bc6\u522b\u5f02\u5e38\u201d\u662f\u6700\u5927\u75db\u70b9\u3002 \u4e91\u539f\u751fAPM\u901a\u8fc7\u4e09\u4e2a\u7ef4\u5ea6\u91cd\u6784\u76d1\u63a7\u4f53\u7cfb\uff1a \u5168\u6808\u6570\u636e\u91c7\u96c6\uff1a\u96c6\u6210\u6307\u6807\uff08Metrics\uff09\u3001\u65e5\u5fd7\uff08Logs\uff09\u3001\u8ffd\u8e2a\uff08Traces\uff09\u4e09\u8981\u7d20\uff0c\u8986\u76d6\u4ece\u57fa\u7840\u8bbe\u65bd\u5230\u5e94\u7528\u4ee3\u7801\u7684\u5b8c\u6574\u53ef\u89c2\u6d4b\u6027\u3002 \u52a8\u6001\u4e0a\u4e0b\u6587\u611f\u77e5\uff1a\u81ea\u52a8\u5173\u8054Kubernetes\u6807\u7b7e\u3001\u670d\u52a1\u62d3\u6251\u3001\u7248\u672c\u53d8\u66f4\u7b49\u73af\u5883\u53d8\u91cf\uff0c\u6d88\u9664\u201c\u6570\u636e\u5b64\u5c9b\u201d\u3002 \u6d41\u5f0f\u5904\u7406\u5f15\u64ce\uff1a\u91c7\u7528Flink\u3001Kafka\u7b49\u5b9e\u65f6\u8ba1\u7b97\u6846\u67b6\uff0c\u5b9e\u73b0\u6beb\u79d2\u7ea7\u6307\u6807\u5206\u6790\uff0c\u76f8\u6bd4\u4f20\u7edf\u6279\u5904\u7406\u63d0\u901f90%\u4ee5\u4e0a\u3002 \u4e8c\u3001\u5b9e\u65f6\u544a\u8b66\u7684\u6838\u5fc3\u6280\u672f\u6808 1. \u591a\u7ef4\u6570\u636e\u805a\u5408\u4e0e\u5f02\u5e38\u68c0\u6d4b \u5728\u6bcf\u79d2\u5904\u7406\u6570\u5341\u4e07\u6570\u636e\u70b9\u7684\u573a\u666f\u4e0b\uff0c\u6ed1\u52a8\u65f6\u95f4\u7a97\u53e3\u7b97\u6cd5\u6210\u4e3a\u5173\u952e\u3002\u4f8b\u5982\uff0c\u901a\u8fc7*5\u79d2\u7a97\u53e3\u6eda\u52a8\u8ba1\u7b97*API\u6210\u529f\u7387\uff0c\u80fd\u5feb\u901f\u6355\u6349\u5230\u77ac\u6001\u6ce2\u52a8\u3002\u540c\u65f6\uff0c\u65e0\u76d1\u7763\u5b66\u4e60\u6a21\u578b\uff08\u5982Isolation Forest\uff09\u53ef\u8bc6\u522b\u672a\u77e5\u5f02\u5e38\u6a21\u5f0f\uff1a\u67d0\u7535\u5546\u5e73\u53f0\u66fe\u501f\u52a9\u8be5\u6280\u672f\uff0c\u5728\u4fc3\u9500\u671f\u95f4\u63d0\u524d15\u5206\u949f\u53d1\u73b0\u652f\u4ed8\u63a5\u53e3\u7684\u9690\u853d\u6027\u54cd\u5e94\u5ef6\u8fdf\uff0c\u907f\u514d\u4e0a\u4ebf\u5143\u635f\u5931\u3002 2. \u52a8\u6001\u57fa\u7ebf\u751f\u6210 \u4e91\u539f\u751f\u73af\u5883\u7684\u5f39\u6027\u6269\u7f29\u5bb9\u5bfc\u81f4\u9759\u6001\u9608\u503c\u9891\u7e41\u5931\u6548\u3002\u81ea\u9002\u5e94\u57fa\u7ebf\u7b97\u6cd5\u901a\u8fc7\u5206\u6790\u5386\u53f2\u6570\u636e\u7684\u5468\u671f\u6027\u3001\u8d8b\u52bf\u6027\u7279\u5f81\uff0c\u52a8\u6001\u751f\u6210\u5408\u7406\u8303\u56f4\u3002\u4f8b\u5982\uff0c\u67d0\u89c6\u9891\u5e73\u53f0\u5728\u591c\u95f4\u4f4e\u5cf0\u671f\u81ea\u52a8\u8c03\u4f4e\u8d44\u6e90\u4f7f\u7528\u7387\u9608\u503c\uff0c\u51cf\u5c1180%\u7684\u8bef\u62a5\u8b66\u3002 3. \u5173\u8054\u5206\u6790\u4e0e\u6839\u56e0\u5b9a\u4f4d \u5f53\u544a\u8b66\u89e6\u53d1\u65f6\uff0c\u7cfb\u7edf\u81ea\u52a8\u6784\u5efa\u56e0\u679c\u56fe\u6a21\u578b\uff1a\u5c06\u5f02\u5e38\u6307\u6807\u4e0eK8s\u4e8b\u4ef6\u3001\u4ee3\u7801\u90e8\u7f72\u8bb0\u5f55\u3001\u4e0a\u4e0b\u6e38\u670d\u52a1\u72b6\u6001\u5173\u8054\u5206\u6790\u3002Gartner\u6848\u4f8b\u663e\u793a\uff0c\u8fd9\u79cd\u6280\u672f\u53ef\u5c06MTTR\uff08\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff09\u4ece\u5c0f\u65f6\u7ea7\u7f29\u77ed\u81f3\u5206\u949f\u7ea7\u3002 \u4e09\u3001\u667a\u80fd\u901a\u77e5\u673a\u5236\u7684\u5b9e\u8df5\u7b56\u7565 1. \u5206\u7ea7\u63a8\u9001\u7b56\u7565 \u6839\u636e\u544a\u8b66\u7ea7\u522b\u3001\u4e1a\u52a1\u5f71\u54cd\u8303\u56f4\u3001\u503c\u73ed\u8868\u7b49\u7ef4\u5ea6\uff0c\u52a8\u6001\u8def\u7531\u901a\u77e5\u6e20\u9053\uff1a P0\u7ea7\u6545\u969c\uff08\u5982\u6570\u636e\u5e93\u5b95\u673a\uff09\u89e6\u53d1\u7535\u8bdd\u3001\u77ed\u4fe1\u3001\u5927\u5c4f\u9884\u8b66\u591a\u901a\u9053\u63a8\u9001 P2\u7ea7\u9884\u8b66\uff08\u5982CPU\u4f7f\u7528\u7387\u8d8570%\uff09\u4ec5\u53d1\u9001\u81f3\u8fd0\u7ef4IM\u7fa4 \u67d0\u91d1\u878d\u7cfb\u7edf\u901a\u8fc7\u8be5\u7b56\u7565\uff0c\u4f7f\u5173\u952e\u544a\u8b66\u54cd\u5e94\u901f\u5ea6\u63d0\u534765%\uff0c\u975e\u5173\u952e\u544a\u8b66\u5e72\u6270\u51cf\u5c1140%\u3002 2. \u4e0a\u4e0b\u6587\u667a\u80fd\u9644\u52a0 \u4f20\u7edf\u544a\u8b66\u4fe1\u606f\u5f80\u5f80\u5b64\u7acb\u96be\u61c2\uff0c\u800c\u4e91\u539f\u751fAPM\u4f1a\u5728\u901a\u77e5\u4e2d\u5d4c\u5165\uff1a \u62d3\u6251\u5feb\u7167\uff1a\u6807\u8bb0\u53d7\u5f71\u54cd\u670d\u52a1\u7684\u4f9d\u8d56\u8def\u5f84 \u53d8\u66f4\u8bb0\u5f55\uff1a\u81ea\u52a8\u5173\u8054\u6700\u8fd11\u5c0f\u65f6\u7684\u4ee3\u7801\u53d1\u5e03\u3001\u914d\u7f6e\u4fee\u6539 \u4fee\u590d\u5efa\u8bae\uff1a\u57fa\u4e8e\u5386\u53f2\u5de5\u5355\u7684\u76f8\u4f3c\u6848\u4f8b\u63a8\u8350\u5904\u7f6e\u65b9\u6848 3. \u53cd\u9988\u95ed\u73af\u4f18\u5316 \u901a\u8fc7\u673a\u5668\u5b66\u4e60\u5206\u6790\u5de5\u7a0b\u5e08\u5bf9\u544a\u8b66\u7684\u5904\u7f6e\u884c\u4e3a\uff08\u5982\u6807\u8bb0\u8bef\u62a5\u3001\u8c03\u6574\u9608\u503c\uff09\uff0c\u7cfb\u7edf\u6301\u7eed\u4f18\u5316\u6a21\u578b\u3002Netflix\u5f00\u53d1\u7684*Backtrack*\u7cfb\u7edf\u6b63\u662f\u5178\u578b\u4ee3\u8868\u2014\u2014\u5176\u544a\u8b66\u51c6\u786e\u7387\u57286\u4e2a\u6708\u5185\u4ece72%\u63d0\u5347\u81f393%\u3002 \u56db\u3001\u5173\u952e\u6280\u672f\u5b9e\u73b0\u8def\u5f84 1. \u6570\u636e\u91c7\u96c6\u5c42\u4f18\u5316 eBPF\u6280\u672f\u5b9e\u73b0\u5185\u6838\u7ea7\u7f51\u7edc\u76d1\u63a7\uff0c\u96f6\u4ee3\u7801\u4fb5\u5165\u83b7\u53d6TCP\u91cd\u4f20\u7387\u7b49\u6df1\u5ea6\u6307\u6807 OpenTelemetry\u7edf\u4e00\u6570\u636e\u6807\u51c6\uff0c\u907f\u514d\u591aAgent\u7684\u8d44\u6e90\u4e89\u62a2 \u8fb9\u7f18\u8ba1\u7b97\u8282\u70b9\u9884\u5904\u7406\u6570\u636e\uff0c\u964d\u4f4e\u4e2d\u5fc3\u96c6\u7fa4\u538b\u529b 2. \u6d41\u5f0f\u5904\u7406\u67b6\u6784\u8bbe\u8ba1 \u5178\u578b\u67b6\u6784\u5206\u4e3a\u4e09\u5c42\uff1a \u91c7\u96c6\u5c42\uff1aPrometheus\u3001Fluentd\u7b49\u7ec4\u4ef6\u8d1f\u8d23\u539f\u59cb\u6570\u636e\u6293\u53d6 \u5904\u7406\u5c42\uff1aApache Druid\u5b9e\u65f6\u805a\u5408\u65f6\u95f4\u5e8f\u5217\u6570\u636e\uff0cJaeger\u5206\u6790\u8ffd\u8e2a\u94fe\u8def \u51b3\u7b56\u5c42\uff1a\u57fa\u4e8eGo\u7f16\u5199\u7684\u89c4\u5219\u5f15\u64ce\uff0c\u652f\u6301\u6bcf\u79d2\u8d8510\u4e07\u6b21\u7b56\u7565\u5339\u914d 3. \u53ef\u89c6\u5316\u534f\u540c \u5c06\u544a\u8b66\u4e8b\u4ef6\u96c6\u6210\u5230Grafana\u7b49\u770b\u677f\uff0c\u652f\u6301\uff1a \u65f6\u5e8f\u5bf9\u6bd4\uff1a\u53e0\u52a0\u5386\u53f2\u540c\u671f\u6570\u636e\u66f2\u7ebf \u70ed\u529b\u56fe\u5206\u6790\uff1a\u5feb\u901f\u5b9a\u4f4d\u5f02\u5e38\u96c6\u7fa4\u8282\u70b9 \u81ea\u52a8\u5316\u9884\u6848\uff1a\u4e00\u952e\u89e6\u53d1\u6269\u5bb9\u3001\u670d\u52a1\u964d\u7ea7\u7b49\u64cd\u4f5c \u4e94\u3001\u6700\u4f73\u5b9e\u8df5\u4e0e\u907f\u5751\u6307\u5357 [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":36432,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[],"class_list":["post-36431","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-product-news"],"_links":{"self":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/36431","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/comments?post=36431"}],"version-history":[{"count":1,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/36431\/revisions"}],"predecessor-version":[{"id":36433,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/36431\/revisions\/36433"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media\/36432"}],"wp:attachment":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media?parent=36431"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/categories?post=36431"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/tags?post=36431"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}