{"id":36683,"date":"2025-04-11T14:47:53","date_gmt":"2025-04-11T06:47:53","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=36683"},"modified":"2025-04-11T14:47:53","modified_gmt":"2025-04-11T06:47:53","slug":"%e4%ba%91%e5%8e%9f%e7%94%9fapm%e5%a6%82%e4%bd%95%e6%8f%90%e5%8d%87%e4%ba%91%e5%8e%9f%e7%94%9f%e5%ba%94%e7%94%a8%e7%9a%84%e7%9b%91%e6%8e%a7%e5%93%8d%e5%ba%94%e9%80%9f%e5%ba%a6%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/36683.html","title":{"rendered":"\u4e91\u539f\u751fAPM\u5982\u4f55\u63d0\u5347\u4e91\u539f\u751f\u5e94\u7528\u7684\u76d1\u63a7\u54cd\u5e94\u901f\u5ea6\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/04\/y6KeCcK9Z.jpg\" alt=\"\u4e91\u539f\u751fAPM\u5982\u4f55\u63d0\u5347\u4e91\u539f\u751f\u5e94\u7528\u7684\u76d1\u63a7\u54cd\u5e94\u901f\u5ea6\uff1f\" ><\/p>\n<\/p>\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\u548c\u52a8\u6001\u7f16\u6392\u7684\u666e\u53ca\uff0c\u4f20\u7edf\u7684\u76d1\u63a7\u5de5\u5177\u9010\u6e10\u66b4\u9732\u77ed\u677f\uff1a\u54cd\u5e94\u5ef6\u8fdf\u3001\u6570\u636e\u5b64\u5c9b\u3001\u590d\u6742\u94fe\u8def\u96be\u4ee5\u8ffd\u8e2a\u3002\u5f53\u4e00\u6b21API\u8c03\u7528\u9700\u8981\u8de8\u8d8a\u6570\u5341\u4e2a\u670d\u52a1\u8282\u70b9\u65f6\uff0c\u5982\u4f55\u5feb\u901f\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\uff1f\u5f53Kubernetes\u96c6\u7fa4\u81ea\u52a8\u6269\u7f29\u5bb9\u65f6\uff0c\u5982\u4f55\u5b9e\u65f6\u6355\u6349\u77ac\u65f6\u6545\u969c\uff1f\u8fd9\u4e9b\u95ee\u9898\u76f4\u63a5\u5173\u7cfb\u5230\u7528\u6237\u4f53\u9a8c\u548c\u4e1a\u52a1\u8fde\u7eed\u6027\u3002<strong>\u4e91\u539f\u751fAPM\uff08\u5e94\u7528\u6027\u80fd\u7ba1\u7406\uff09<\/strong> \u7684\u51fa\u73b0\uff0c\u6b63\u662f\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u6311\u6218\u2014\u2014\u5b83\u4e0d\u4ec5\u91cd\u65b0\u5b9a\u4e49\u4e86\u76d1\u63a7\u7684\u8fb9\u754c\uff0c\u66f4\u901a\u8fc7\u6280\u672f\u521b\u65b0\u5c06\u54cd\u5e94\u901f\u5ea6\u63d0\u5347\u81f3\u79d2\u7ea7\u751a\u81f3\u6beb\u79d2\u7ea7\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u4e91\u539f\u751f\u76d1\u63a7\u7684\u56f0\u5883\u4e0eapm\u7684\u9769\u65b0\">\u4e00\u3001\u4e91\u539f\u751f\u76d1\u63a7\u7684\u56f0\u5883\u4e0eAPM\u7684\u9769\u65b0<\/h3>\n<p>\u4e91\u539f\u751f\u5e94\u7528\u7684\u52a8\u6001\u6027\u3001\u5206\u5e03\u5f0f\u7279\u6027\uff0c\u8ba9\u4f20\u7edf\u76d1\u63a7\u4f53\u7cfb\u9677\u5165\u201c\u529b\u4e0d\u4ece\u5fc3\u201d\u7684\u5883\u5730\u3002\u4f8b\u5982\uff0c\u865a\u62df\u673a\u65f6\u4ee3\u7684\u76d1\u63a7\u5de5\u5177\u4f9d\u8d56\u9759\u6001\u6307\u6807\u91c7\u96c6\uff0c\u800c\u5bb9\u5668\u5316\u73af\u5883\u4e2d\uff0c\u5b9e\u4f8b\u751f\u547d\u5468\u671f\u53ef\u80fd\u4ec5\u6709\u51e0\u5206\u949f\uff1b\u5fae\u670d\u52a1\u67b6\u6784\u4e0b\u7684\u8c03\u7528\u94fe\u8def\u590d\u6742\u5316\uff0c\u5bfc\u81f4<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6545\u969c<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a><\/a>\u8017\u65f6\u6210\u500d\u589e\u52a0\u3002<\/p>\n<p><strong>\u4e91\u539f\u751fAPM\u7684\u9769\u65b0\u6027\u5728\u4e8e\u5176\u201c\u539f\u751f\u9002\u914d\u201d\u80fd\u529b<\/strong>\uff1a<\/p>\n<ol>\n<li><strong>\u52a8\u6001\u62d3\u6251\u611f\u77e5<\/strong>\uff1a\u81ea\u52a8\u53d1\u73b0\u670d\u52a1\u3001\u5bb9\u5668\u3001Pod\u7b49\u5bf9\u8c61\uff0c\u5b9e\u65f6\u6620\u5c04\u5e94\u7528\u67b6\u6784\uff1b\n<\/li>\n<li><strong>\u5168\u94fe\u8def\u8ffd\u8e2a<\/strong>\uff1a\u901a\u8fc7OpenTelemetry\u7b49\u6807\u51c6\u534f\u8bae\uff0c\u8ffd\u8e2a\u8de8\u670d\u52a1\u3001\u8de8\u96c6\u7fa4\u7684\u8bf7\u6c42\u8def\u5f84\uff1b\n<\/li>\n<li><strong>\u591a\u7ef4\u6570\u636e\u878d\u5408<\/strong>\uff1a\u6574\u5408\u6307\u6807\uff08Metrics\uff09\u3001\u65e5\u5fd7\uff08Logs\uff09\u3001\u8ffd\u8e2a\uff08Traces\uff09\u6570\u636e\uff0c\u6d88\u9664\u76d1\u63a7\u76f2\u533a\u3002\n<\/li>\n<\/ol>\n<p>\u8fd9\u79cd\u80fd\u529b\u4f7f\u5f97APM\u80fd\u591f\u4ee5\u201c\u96f6\u4fb5\u5165\u201d\u65b9\u5f0f\u5d4c\u5165\u4e91\u539f\u751f\u73af\u5883\uff0c\u4ece\u88ab\u52a8\u54cd\u5e94\u8f6c\u5411\u4e3b\u52a8\u6d1e\u5bdf\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u5173\u952e\u6280\u672f-apm\u5982\u4f55\u52a0\u901f\u76d1\u63a7\u54cd\u5e94\">\u4e8c\u3001\u5173\u952e\u6280\u672f\uff1aAPM\u5982\u4f55\u52a0\u901f\u76d1\u63a7\u54cd\u5e94\uff1f<\/h3>\n<h4 id=\"1-\u5b9e\u65f6\u6570\u636e\u91c7\u96c6\u4e0e\u5904\u7406\"><strong>1. \u5b9e\u65f6\u6570\u636e\u91c7\u96c6\u4e0e\u5904\u7406<\/strong><\/h4>\n<p>\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u901a\u5e38\u91c7\u7528\u5468\u671f\u6027\u62c9\u53d6\u6570\u636e\uff08\u59825\u5206\u949f\u4e00\u6b21\uff09\uff0c\u800c\u4e91\u539f\u751fAPM\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u5b9e\u73b0<strong>\u6beb\u79d2\u7ea7\u6570\u636e\u91c7\u96c6<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>eBPF\u6280\u672f<\/strong>\uff1a\u5728\u5185\u6838\u5c42\u9762\u6355\u83b7\u7f51\u7edc\u6d41\u91cf\u3001\u7cfb\u7edf\u8c03\u7528\uff0c\u65e0\u9700\u4fee\u6539\u5e94\u7528\u4ee3\u7801\uff1b\n<\/li>\n<li><strong>Sidecar\u6a21\u5f0f<\/strong>\uff1a\u901a\u8fc7\u670d\u52a1\u7f51\u683c\uff08\u5982Istio\uff09\u7684\u8fb9\u8f66\u4ee3\u7406\uff0c\u5b9e\u65f6\u6536\u96c6\u670d\u52a1\u95f4\u901a\u4fe1\u6570\u636e\uff1b\n<\/li>\n<li><strong>\u6d41\u5f0f\u5904\u7406\u5f15\u64ce<\/strong>\uff1a\u501f\u52a9Apache Kafka\u6216Flink\uff0c\u5b9e\u73b0\u6570\u636e\u5b9e\u65f6\u805a\u5408\u4e0e\u5206\u6790\u3002\n<\/li>\n<\/ul>\n<p>\u5f53\u67d0\u4e2aPod\u7684CPU\u4f7f\u7528\u7387\u7a81\u589e\u65f6\uff0cAPM\u7cfb\u7edf\u53ef\u57281\u79d2\u5185\u89e6\u53d1\u544a\u8b66\uff0c\u800c\u975e\u7b49\u5f85\u4e0b\u4e00\u6b21\u6570\u636e\u62c9\u53d6\u3002<\/p>\n<h4 id=\"2-\u667a\u80fd\u5316\u5206\u6790\u4e0e\u6839\u56e0\u5b9a\u4f4d\"><strong>2. \u667a\u80fd\u5316\u5206\u6790\u4e0e\u6839\u56e0\u5b9a\u4f4d<\/strong><\/h4>\n<p>\u4e91\u539f\u751fAPM\u5f15\u5165AIOps\u80fd\u529b\uff0c\u663e\u8457\u7f29\u77ed\u6545\u969c\u6392\u67e5\u65f6\u95f4\uff1a<\/p>\n<ul>\n<li><strong>\u5f02\u5e38\u68c0\u6d4b<\/strong>\uff1a\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u81ea\u52a8\u8bc6\u522b\u6307\u6807\u7a81\u53d8\uff08\u5982\u5ef6\u8fdf\u98d9\u5347\u3001\u9519\u8bef\u7387\u5f02\u5e38\uff09\uff1b\n<\/li>\n<li><strong>\u5173\u8054\u5206\u6790<\/strong>\uff1a\u901a\u8fc7\u62d3\u6251\u56fe\u8c31\uff0c\u5feb\u901f\u5b9a\u4f4d\u6545\u969c\u6e90\u5934\uff08\u5982\u6570\u636e\u5e93\u6162\u67e5\u8be2\u5f15\u53d1\u670d\u52a1\u96ea\u5d29\uff09\uff1b\n<\/li>\n<li><strong>\u573a\u666f\u5316\u63a8\u8350<\/strong>\uff1a\u6839\u636e\u5386\u53f2\u6570\u636e\uff0c\u63d0\u4f9b\u4f18\u5316\u5efa\u8bae\uff08\u5982\u8c03\u6574\u5bb9\u5668\u8d44\u6e90\u9650\u5236\u6216HPA\u7b56\u7565\uff09\u3002\n<\/li>\n<\/ul>\n<p>\u67d0\u7535\u5546\u5e73\u53f0\u66fe\u501f\u52a9APM\u7684\u667a\u80fd\u5206\u6790\u529f\u80fd\uff0c\u5c06\u6545\u969c\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff08MTTR\uff09\u4ece30\u5206\u949f\u7f29\u77ed\u81f35\u5206\u949f\u3002<\/p>\n<h4 id=\"3-\u5206\u5e03\u5f0f\u8ffd\u8e2a\u4e0e\u4e0a\u4e0b\u6587\u5173\u8054\"><strong>3. <a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u4e0e\u4e0a\u4e0b\u6587\u5173\u8054<\/strong><\/h4>\n<p>\u5728\u5fae\u670d\u52a1\u573a\u666f\u4e2d\uff0c\u4e00\u6b21\u7528\u6237\u8bf7\u6c42\u53ef\u80fd\u6d89\u53ca\u6570\u5341\u4e2a\u670d\u52a1\u8c03\u7528\u3002\u4e91\u539f\u751fAPM\u901a\u8fc7<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a><\/strong>\u6280\u672f\uff0c\u5c06\u6bcf\u4e2a\u8bf7\u6c42\u7684\u5b8c\u6574\u8def\u5f84\u53ef\u89c6\u5316\uff1a<\/p>\n<ul>\n<li><strong>Trace ID\u900f\u4f20<\/strong>\uff1a\u4e3a\u6bcf\u4e2a\u8bf7\u6c42\u751f\u6210\u552f\u4e00\u6807\u8bc6\uff0c\u8d2f\u7a7f\u6574\u4e2a\u8c03\u7528\u94fe\u8def\uff1b\n<\/li>\n<li><strong>\u7ec6\u7c92\u5ea6Span\u5206\u6790<\/strong>\uff1a\u8bb0\u5f55\u6bcf\u4e2a\u670d\u52a1\u8282\u70b9\u7684\u5904\u7406\u65f6\u95f4\u3001\u72b6\u6001\u7801\u548c\u4e0a\u4e0b\u6e38\u4f9d\u8d56\uff1b\n<\/li>\n<li><strong>\u4e0a\u4e0b\u6587\u5173\u8054<\/strong>\uff1a\u5c06\u8ffd\u8e2a\u6570\u636e\u4e0e\u65e5\u5fd7\u3001\u6307\u6807\u5173\u8054\uff0c\u5f62\u6210\u5b8c\u6574\u8bc1\u636e\u94fe\u3002\n<\/li>\n<\/ul>\n<p>\u8fd9\u4e00\u673a\u5236\u4f7f\u5f97\u5f00\u53d1\u4eba\u5458\u80fd\u591f\u5feb\u901f\u8bc6\u522b\u201c\u6162\u8c03\u7528\u201d\u8282\u70b9\uff0c\u4f8b\u5982\u67d0\u4e2aRedis\u5b9e\u4f8b\u7684\u54cd\u5e94\u5ef6\u8fdf\u5bfc\u81f4\u4e86\u5168\u5c40\u6027\u80fd\u4e0b\u964d\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u5b9e\u8df5\u573a\u666f-apm\u54cd\u5e94\u901f\u5ea6\u63d0\u5347\u7684\u5178\u578b\u7528\u4f8b\">\u4e09\u3001\u5b9e\u8df5\u573a\u666f\uff1aAPM\u54cd\u5e94\u901f\u5ea6\u63d0\u5347\u7684\u5178\u578b\u7528\u4f8b<\/h3>\n<h4 id=\"\u573a\u666f1-\u5f39\u6027\u6269\u7f29\u5bb9\u7684\u5b9e\u65f6\u76d1\u63a7\"><strong>\u573a\u666f1\uff1a\u5f39\u6027\u6269\u7f29\u5bb9\u7684\u5b9e\u65f6\u76d1\u63a7<\/strong><\/h4>\n<p>\u5728Kubernetes\u96c6\u7fa4\u4e2d\uff0cHPA\uff08\u6c34\u5e73Pod\u81ea\u52a8\u6269\u7f29\u5bb9\uff09\u53ef\u80fd\u5bfc\u81f4\u5b9e\u4f8b\u6570\u91cf\u9891\u7e41\u53d8\u5316\u3002\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u4f7f\u7528\u4e91\u539f\u751fAPM\u540e\uff0c\u5b9e\u73b0\u4e86\uff1a<\/p>\n<ul>\n<li><strong>\u8d44\u6e90\u5229\u7528\u7387\u5b9e\u65f6\u53cd\u9988<\/strong>\uff1a\u5728Pod\u521b\u5efa\u77ac\u95f4\u5373\u5f00\u59cb\u76d1\u63a7\u8d44\u6e90\u6d88\u8017\uff1b\n<\/li>\n<li><strong>\u6269\u7f29\u5bb9\u51b3\u7b56\u4f18\u5316<\/strong>\uff1a\u57fa\u4e8eAPM\u7684\u5386\u53f2\u8d1f\u8f7d\u6570\u636e\uff0c\u8c03\u6574HPA\u9608\u503c\uff0c\u907f\u514d\u8fc7\u5ea6\u6269\u5bb9\uff1b\n<\/li>\n<li><strong>\u5f02\u5e38\u5b9e\u4f8b\u79d2\u7ea7\u9694\u79bb<\/strong>\uff1a\u5f53\u67d0\u4e2a\u65b0\u6269\u5bb9\u7684Pod\u51fa\u73b0\u5185\u5b58\u6cc4\u6f0f\u65f6\uff0cAPM\u7cfb\u7edf\u7acb\u5373\u89e6\u53d1\u544a\u8b66\u5e76\u6807\u8bb0\u4e3a\u201c\u4e0d\u5065\u5eb7\u201d\u3002\n<\/li>\n<\/ul>\n<h4 id=\"\u573a\u666f2-\u8de8\u4e91\u73af\u5883\u7684\u6027\u80fd\u74f6\u9888\u5b9a\u4f4d\"><strong>\u573a\u666f2\uff1a\u8de8\u4e91\u73af\u5883\u7684\u6027\u80fd\u74f6\u9888\u5b9a\u4f4d<\/strong><\/h4>\n<p>\u4e00\u5bb6\u8de8\u56fd\u4f01\u4e1a\u91c7\u7528\u6df7\u5408\u4e91\u67b6\u6784\uff0c\u5176\u5e94\u7528\u90e8\u7f72\u5728AWS\u3001Azure\u548c\u79c1\u6709\u4e91\u4e2d\u3002\u901a\u8fc7\u4e91\u539f\u751fAPM\u7684<strong>\u8de8\u4e91\u7edf\u4e00\u76d1\u63a7\u5e73\u53f0<\/strong>\uff0c\u8be5\u4f01\u4e1a\uff1a<\/p>\n<ul>\n<li><strong>\u7edf\u4e00\u6570\u636e\u6807\u51c6<\/strong>\uff1a\u517c\u5bb9\u4e0d\u540c\u4e91\u5382\u5546\u7684\u76d1\u63a7\u63a5\u53e3\uff0c\u6d88\u9664\u6570\u636e\u683c\u5f0f\u5dee\u5f02\uff1b\n<\/li>\n<li><strong>\u5168\u5c40\u62d3\u6251\u89c6\u56fe<\/strong>\uff1a\u5c55\u793a\u8de8\u4e91\u670d\u52a1\u7684\u4f9d\u8d56\u5173\u7cfb\uff0c\u5feb\u901f\u5b9a\u4f4d\u7f51\u7edc\u5ef6\u8fdf\u95ee\u9898\uff1b\n<\/li>\n<li><strong>\u6210\u672c\u4e0e\u6027\u80fd\u5e73\u8861<\/strong>\uff1a\u5206\u6790\u5404\u4e91\u73af\u5883\u7684\u8d44\u6e90\u4f7f\u7528\u6548\u7387\uff0c\u4f18\u5316\u5de5\u4f5c\u8d1f\u8f7d\u5206\u5e03\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u56db-\u672a\u6765\u8d8b\u52bf-apm\u4e0e\u4e91\u539f\u751f\u7684\u6df1\u5ea6\u534f\u540c\">\u56db\u3001\u672a\u6765\u8d8b\u52bf\uff1aAPM\u4e0e\u4e91\u539f\u751f\u7684\u6df1\u5ea6\u534f\u540c<\/h3>\n<p>\u968f\u7740Serverless\u3001\u670d\u52a1\u7f51\u683c\u7b49\u6280\u672f\u7684\u6210\u719f\uff0c\u4e91\u539f\u751fAPM\u5c06\u8fdb\u4e00\u6b65\u6f14\u8fdb\uff1a<\/p>\n<ul>\n<li><strong>\u65e0\u670d\u52a1\u5316\u76d1\u63a7<\/strong>\uff1a\u9488\u5bf9Serverless\u51fd\u6570\uff0c\u5b9e\u73b0\u51b7\u542f\u52a8\u8017\u65f6\u3001\u6267\u884c\u9891\u6b21\u7684\u7cbe\u7ec6\u5206\u6790\uff1b\n<\/li>\n<li><strong>\u8fb9\u7f18\u8ba1\u7b97\u652f\u6301<\/strong>\uff1a\u5728\u8fb9\u7f18\u8282\u70b9\u90e8\u7f72\u8f7b\u91cf\u7ea7Agent\uff0c\u6ee1\u8db3\u4f4e\u5ef6\u8fdf\u76d1\u63a7\u9700\u6c42\uff1b\n<\/li>\n<li><strong>\u5b89\u5168\u4e0e\u6027\u80fd\u878d\u5408<\/strong>\uff1a\u901a\u8fc7APM\u6570\u636e\u68c0\u6d4b\u5f02\u5e38\u6d41\u91cf\uff08\u5982DDoS\u653b\u51fb\uff09\uff0c\u5b9e\u73b0\u201c\u76d1\u3001\u7ba1\u3001\u9632\u201d\u4e00\u4f53\u5316\u3002\n<\/li>\n<\/ul>\n<p>\u636eGartner\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c70%\u7684\u4f01\u4e1a\u5c06\u91c7\u7528\u4e91\u539f\u751fAPM\u4f5c\u4e3a\u6838\u5fc3\u76d1\u63a7\u5de5\u5177\uff0c\u5176\u54cd\u5e94\u901f\u5ea6\u6807\u51c6\u5c06\u4ece\u201c\u5206\u949f\u7ea7\u201d\u63d0\u5347\u81f3\u201c\u79d2\u7ea7\u201d\u3002<\/p>\n<hr>\n<h3 id=\"\u4e94-\u4f01\u4e1a\u843d\u5730\u4e91\u539f\u751fapm\u7684\u5efa\u8bae\">\u4e94\u3001\u4f01\u4e1a\u843d\u5730\u4e91\u539f\u751fAPM\u7684\u5efa\u8bae<\/h3>\n<ol>\n<li><strong>\u9009\u62e9\u9002\u914d\u6280\u672f\u6808\u7684\u5de5\u5177<\/strong>\uff1a\u4f18\u5148\u652f\u6301OpenTelemetry\u3001Prometheus\u7b49\u5f00\u6e90\u751f\u6001\u7684APM\u4ea7\u54c1\uff1b\n<\/li>\n<li><strong>\u6e10\u8fdb\u5f0f\u90e8\u7f72<\/strong>\uff1a\u4ece\u5173\u952e\u4e1a\u52a1\u6a21\u5757\u5f00\u59cb\u8bd5\u70b9\uff0c\u9010\u6b65\u6269\u5c55\u5230\u5168\u94fe\u8def\uff1b\n<\/li>\n<li><strong>\u57f9\u517bAPM\u6587\u5316<\/strong>\uff1a\u63a8\u52a8\u5f00\u53d1\u3001\u8fd0\u7ef4\u3001\u6d4b\u8bd5\u56e2\u961f\u5171\u540c\u53c2\u4e0e\u76d1\u63a7\u4f53\u7cfb\u5efa\u8bbe\uff0c\u5b9e\u73b0\u201c\u53ef\u89c2\u6d4b\u6027\u5de6\u79fb\u201d\u3002\n<\/li>\n<\/ol>\n<p>\u901a\u8fc7\u4ee5\u4e0a\u7b56\u7565\uff0c\u4f01\u4e1a\u4e0d\u4ec5\u80fd\u591f\u63d0\u5347\u76d1\u63a7\u54cd\u5e94\u901f\u5ea6\uff0c\u66f4\u80fd\u5728\u4e1a\u52a1\u589e\u957f\u4e0e\u7a33\u5b9a\u6027<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 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\u5168\u94fe\u8def\u8ffd\u8e2a\uff1a\u901a\u8fc7OpenTelemetry\u7b49\u6807\u51c6\u534f\u8bae\uff0c\u8ffd\u8e2a\u8de8\u670d\u52a1\u3001\u8de8\u96c6\u7fa4\u7684\u8bf7\u6c42\u8def\u5f84\uff1b \u591a\u7ef4\u6570\u636e\u878d\u5408\uff1a\u6574\u5408\u6307\u6807\uff08Metrics\uff09\u3001\u65e5\u5fd7\uff08Logs\uff09\u3001\u8ffd\u8e2a\uff08Traces\uff09\u6570\u636e\uff0c\u6d88\u9664\u76d1\u63a7\u76f2\u533a\u3002 \u8fd9\u79cd\u80fd\u529b\u4f7f\u5f97APM\u80fd\u591f\u4ee5\u201c\u96f6\u4fb5\u5165\u201d\u65b9\u5f0f\u5d4c\u5165\u4e91\u539f\u751f\u73af\u5883\uff0c\u4ece\u88ab\u52a8\u54cd\u5e94\u8f6c\u5411\u4e3b\u52a8\u6d1e\u5bdf\u3002 \u4e8c\u3001\u5173\u952e\u6280\u672f\uff1aAPM\u5982\u4f55\u52a0\u901f\u76d1\u63a7\u54cd\u5e94\uff1f 1. \u5b9e\u65f6\u6570\u636e\u91c7\u96c6\u4e0e\u5904\u7406 \u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u901a\u5e38\u91c7\u7528\u5468\u671f\u6027\u62c9\u53d6\u6570\u636e\uff08\u59825\u5206\u949f\u4e00\u6b21\uff09\uff0c\u800c\u4e91\u539f\u751fAPM\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u5b9e\u73b0\u6beb\u79d2\u7ea7\u6570\u636e\u91c7\u96c6\uff1a eBPF\u6280\u672f\uff1a\u5728\u5185\u6838\u5c42\u9762\u6355\u83b7\u7f51\u7edc\u6d41\u91cf\u3001\u7cfb\u7edf\u8c03\u7528\uff0c\u65e0\u9700\u4fee\u6539\u5e94\u7528\u4ee3\u7801\uff1b Sidecar\u6a21\u5f0f\uff1a\u901a\u8fc7\u670d\u52a1\u7f51\u683c\uff08\u5982Istio\uff09\u7684\u8fb9\u8f66\u4ee3\u7406\uff0c\u5b9e\u65f6\u6536\u96c6\u670d\u52a1\u95f4\u901a\u4fe1\u6570\u636e\uff1b \u6d41\u5f0f\u5904\u7406\u5f15\u64ce\uff1a\u501f\u52a9Apache Kafka\u6216Flink\uff0c\u5b9e\u73b0\u6570\u636e\u5b9e\u65f6\u805a\u5408\u4e0e\u5206\u6790\u3002 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