{"id":37353,"date":"2025-04-18T11:16:49","date_gmt":"2025-04-18T03:16:49","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=37353"},"modified":"2025-04-18T11:16:49","modified_gmt":"2025-04-18T03:16:49","slug":"%e4%ba%91%e5%8e%9f%e7%94%9fapm%e5%a6%82%e4%bd%95%e5%ba%94%e5%af%b9%e5%be%ae%e6%9c%8d%e5%8a%a1%e9%97%b4%e9%80%9a%e4%bf%a1%e7%9a%84%e6%80%a7%e8%83%bd%e7%93%b6%e9%a2%88%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/37353.html","title":{"rendered":"\u4e91\u539f\u751fAPM\u5982\u4f55\u5e94\u5bf9\u5fae\u670d\u52a1\u95f4\u901a\u4fe1\u7684\u6027\u80fd\u74f6\u9888\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/04\/DL21G9.jpg\" alt=\"\u4e91\u539f\u751fAPM\u5982\u4f55\u5e94\u5bf9\u5fae\u670d\u52a1\u95f4\u901a\u4fe1\u7684\u6027\u80fd\u74f6\u9888\uff1f\" ><\/p>\n<\/p>\n<p><strong>\u3010\u524d\u8a00\u3011<\/strong><br \/>\n\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u5fae\u670d\u52a1\u67b6\u6784\u51ed\u501f\u5176\u654f\u6377\u6027\u548c\u53ef\u6269\u5c55\u6027\uff0c\u6210\u4e3a\u4f01\u4e1a\u6784\u5efa\u4e91\u539f\u751f\u5e94\u7528\u7684\u9996\u9009\u65b9\u6848\u3002\u7136\u800c\uff0c\u968f\u7740\u670d\u52a1\u6570\u91cf\u7684\u6307\u6570\u7ea7\u589e\u957f\uff0c<strong>\u670d\u52a1\u95f4\u7684\u901a\u4fe1\u590d\u6742\u6027<\/strong>\u9010\u6e10\u66b4\u9732\u2014\u2014\u5ef6\u8fdf\u6fc0\u589e\u3001\u94fe\u8def\u8ffd\u8e2a\u56f0\u96be\u3001\u4f9d\u8d56\u5173\u7cfb\u6a21\u7cca\u7b49\u95ee\u9898\u9891\u53d1\uff0c\u76f4\u63a5\u5a01\u80c1\u7740\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\u548c\u7528\u6237\u4f53\u9a8c\u3002\u5f53\u5355\u4e2a\u63a5\u53e3\u8c03\u7528\u9700\u8981\u7a7f\u900f\u6570\u5341\u4e2a\u5fae\u670d\u52a1\u65f6\uff0c\u5982\u4f55\u7cbe\u51c6\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\uff1f\u5982\u4f55\u5728\u4e0d\u727a\u7272\u7075\u6d3b\u6027\u7684\u524d\u63d0\u4e0b\u4f18\u5316\u901a\u4fe1\u6548\u7387\uff1f\u8fd9\u6b63\u662f<strong>\u4e91\u539f\u751fAPM\uff08<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5e94\u7528\u6027\u80fd\u7ba1\u7406<\/a>\uff09<\/strong>\u7684\u4ef7\u503c\u6240\u5728\u3002\u901a\u8fc7\u5b9e\u65f6\u76d1\u63a7\u3001\u667a\u80fd\u5206\u6790\u548c\u5168\u94fe\u8def\u8ffd\u8e2a\uff0cAPM\u6b63\u6210\u4e3a\u89e3\u5f00\u5fae\u670d\u52a1\u6027\u80fd\u8ff7\u5c40\u7684\u5173\u952e\u94a5\u5319\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u5fae\u670d\u52a1\u901a\u4fe1\u7684\u75db\u70b9-\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684-\u6697\u7901\"><strong>\u4e00\u3001\u5fae\u670d\u52a1\u901a\u4fe1\u7684\u75db\u70b9\uff1a\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u201c\u6697\u7901\u201d<\/strong><\/h3>\n<p>\u5fae\u670d\u52a1\u67b6\u6784\u901a\u8fc7\u89e3\u8026\u5355\u4f53\u5e94\u7528\u63d0\u5347\u4e86\u5f00\u53d1\u6548\u7387\uff0c\u4f46\u4e5f\u5f15\u5165\u4e86\u65b0\u7684\u6311\u6218\u3002\u636eDynatrace\u300a2023\u4e91\u539f\u751f\u590d\u6742\u6027\u62a5\u544a\u300b\u663e\u793a\uff0c<strong>\u8d85\u8fc767%\u7684\u4f01\u4e1a\u5728\u5fae\u670d\u52a1\u5316\u540e\u906d\u9047\u4e86\u6027\u80fd\u4e0b\u964d<\/strong>\uff0c\u5176\u4e2d\u670d\u52a1\u95f4\u901a\u4fe1\u95ee\u9898\u5360\u6bd4\u9ad8\u8fbe82%\u3002\u5177\u4f53\u8868\u73b0\u4e3a\uff1a<\/p>\n<ol>\n<li><strong>\u7f51\u7edc\u5ef6\u8fdf\u7d2f\u79ef<\/strong>\uff1a\u8de8\u670d\u52a1\u7684HTTP\/gRPC\u8c03\u7528\u56e0\u7f51\u7edc\u6ce2\u52a8\u3001\u5e8f\u5217\u5316\u5f00\u9500\u7b49\u539f\u56e0\uff0c\u5f62\u6210\u201c\u8774\u8776\u6548\u5e94\u201d\uff1b\n<\/li>\n<li><strong>\u94fe\u8def\u8ffd\u8e2a\u76f2\u533a<\/strong>\uff1a\u5206\u5e03\u5f0f\u573a\u666f\u4e0b\uff0c\u5355\u6b21\u8bf7\u6c42\u53ef\u80fd\u6d89\u53ca\u591a\u4e2a\u670d\u52a1\uff0c\u4f20\u7edf\u65e5\u5fd7\u5de5\u5177\u96be\u4ee5\u8fd8\u539f\u5b8c\u6574\u8c03\u7528\u8def\u5f84\uff1b\n<\/li>\n<li><strong>\u4f9d\u8d56\u5173\u7cfb\u6df7\u4e71<\/strong>\uff1a\u670d\u52a1\u95f4\u52a8\u6001\u8c03\u7528\u5bfc\u81f4\u62d3\u6251\u56fe\u590d\u6742\u5316\uff0c\u6545\u969c\u6839\u56e0\u5b9a\u4f4d\u8017\u65f6\u6210\u500d\u589e\u52a0\uff1b\n<\/li>\n<li><strong>\u8d44\u6e90\u7ade\u4e89\u52a0\u5267<\/strong>\uff1a\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u3001\u7ebf\u7a0b\u6c60\u7b49\u5171\u4eab\u8d44\u6e90\u56e0\u4e0d\u5408\u7406\u8c03\u7528\u9677\u5165\u74f6\u9888\u3002\n<\/li>\n<\/ol>\n<p>\u8fd9\u4e9b\u95ee\u9898\u82e5\u65e0\u6cd5\u53ca\u65f6\u89e3\u51b3\uff0c\u8f7b\u5219\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\uff0c\u91cd\u5219\u5f15\u53d1\u7ea7\u8054\u6545\u969c\u3002\u800c\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u4ec5\u5173\u6ce8\u5355\u8282\u70b9\u6307\u6807\uff0c\u7f3a\u4e4f\u5168\u5c40\u89c6\u89d2\uff0c\u4e9f\u9700<strong>\u4e91\u539f\u751fAPM<\/strong>\u7684\u6df1\u5ea6\u4ecb\u5165\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u4e91\u539f\u751fapm\u7684\u6838\u5fc3\u80fd\u529b-\u7a7f\u900f\u5206\u5e03\u5f0f\u8ff7\u96fe\"><strong>\u4e8c\u3001\u4e91\u539f\u751fAPM\u7684\u6838\u5fc3\u80fd\u529b\uff1a\u7a7f\u900f\u5206\u5e03\u5f0f\u8ff7\u96fe<\/strong><\/h3>\n<p>\u4e91\u539f\u751fAPM\u5e76\u975e\u7b80\u5355\u7684\u76d1\u63a7\u5de5\u5177\u5347\u7ea7\uff0c\u800c\u662f\u9488\u5bf9\u5fae\u670d\u52a1\u67b6\u6784\u7279\u6027\u8bbe\u8ba1\u7684\u5168\u6808\u6027\u80fd\u7ba1\u7406\u4f53\u7cfb\u3002\u5176\u6838\u5fc3\u80fd\u529b\u4f53\u73b0\u5728\u4e09\u4e2a\u7ef4\u5ea6\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u5168\u94fe\u8def\u8ffd\u8e2a\uff08End-to-End Tracing\uff09<\/strong><br \/>\n\u901a\u8fc7\u6ce8\u5165<strong>OpenTelemetry<\/strong>\u7b49\u6807\u51c6\u5316\u63a2\u9488\uff0cAPM\u53ef\u6355\u83b7\u6bcf\u4e00\u6b21\u8de8\u670d\u52a1\u8c03\u7528\u7684\u5143\u6570\u636e\uff08\u5982Trace ID\u3001Span ID\uff09\uff0c\u5e76\u6784\u5efa\u53ef\u89c6\u5316\u7684\u8c03\u7528\u94fe\u3002\u4f8b\u5982\uff0c\u67d0\u7535\u5546\u5e73\u53f0\u7684\u201c\u4e0b\u5355\u201d\u64cd\u4f5c\u6d89\u53ca\u5e93\u5b58\u670d\u52a1\u3001\u652f\u4ed8\u670d\u52a1\u548c\u7269\u6d41\u670d\u52a1\uff0cAPM\u80fd\u6e05\u6670\u5c55\u793a\u5404\u73af\u8282\u8017\u65f6\uff0c\u5feb\u901f\u8bc6\u522b\u963b\u585e\u70b9\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u667a\u80fd\u62d3\u6251\u53d1\u73b0\uff08Service Map\uff09<\/strong><br \/>\n\u57fa\u4e8e\u6d41\u91cf\u5206\u6790\uff0cAPM\u81ea\u52a8\u751f\u6210\u52a8\u6001\u670d\u52a1\u4f9d\u8d56\u56fe\u3002\u5f53\u67d0\u4e2a\u670d\u52a1\u54cd\u5e94\u5f02\u5e38\u65f6\uff0c\u8fd0\u7ef4\u4eba\u5458\u53ef\u901a\u8fc7\u62d3\u6251\u56fe\u76f4\u89c2\u5b9a\u4f4d\u4e0a\u4e0b\u6e38\u5f71\u54cd\u8303\u56f4\u3002<strong>\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u901a\u8fc7\u62d3\u6251\u53d1\u73b0\uff0c\u5c06\u6545\u969c\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff08MTTR\uff09\u7f29\u77ed\u4e8640%<\/strong>\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u591a\u7ef4\u6307\u6807\u5173\u8054\u5206\u6790<\/strong><br \/>\n\u9664\u4e86\u8ffd\u8e2a\u8bf7\u6c42\u8def\u5f84\uff0cAPM\u8fd8\u6574\u5408\u57fa\u7840\u8bbe\u65bd\uff08CPU\u3001\u5185\u5b58\uff09\u3001\u4e2d\u95f4\u4ef6\uff08\u6570\u636e\u5e93\u3001\u6d88\u606f\u961f\u5217\uff09\u3001\u4e1a\u52a1\u6307\u6807\uff08QPS\u3001\u9519\u8bef\u7387\uff09\u7b49\u6570\u636e\u3002\u4f8b\u5982\uff0c\u5f53\u67d0API\u5ef6\u8fdf\u7a81\u589e\u65f6\uff0c\u7cfb\u7edf\u53ef\u81ea\u52a8\u5173\u8054\u5230\u6570\u636e\u5e93\u6162\u67e5\u8be2\u6216Kafka\u961f\u5217\u5806\u79ef\uff0c\u5b9e\u73b0\u6839\u56e0\u5b9a\u4f4d\u3002<\/p>\n<\/li>\n<\/ol>\n<hr>\n<h3 id=\"\u4e09-\u7a81\u7834\u6027\u80fd\u74f6\u9888-apm\u7684\u5b9e\u6218\u7b56\u7565\"><strong>\u4e09\u3001\u7a81\u7834\u6027\u80fd\u74f6\u9888\uff1aAPM\u7684\u5b9e\u6218\u7b56\u7565<\/strong><\/h3>\n<p>\u9762\u5bf9\u5fae\u670d\u52a1\u901a\u4fe1\u7684\u56db\u5927\u75db\u70b9\uff0c\u4e91\u539f\u751fAPM\u53ef\u901a\u8fc7\u4ee5\u4e0b\u7b56\u7565\u7cfb\u7edf\u6027\u4f18\u5316\u6027\u80fd\uff1a<\/p>\n<h4 id=\"1-\u7aef\u5230\u7aef\u5ef6\u8fdf\u4f18\u5316-\u4ece-\u9ed1\u76d2-\u5230-\u767d\u76d2\"><strong>1. \u7aef\u5230\u7aef\u5ef6\u8fdf\u4f18\u5316\uff1a\u4ece\u201c\u9ed1\u76d2\u201d\u5230\u201c\u767d\u76d2\u201d<\/strong><\/h4>\n<ul>\n<li><strong>\u8bc6\u522b\u70ed\u70b9\u8def\u5f84<\/strong>\uff1a\u901a\u8fc7\u706b\u7130\u56fe\uff08Flame Graph\uff09\u5206\u6790\u8c03\u7528\u94fe\u4e2d\u5404\u73af\u8282\u8017\u65f6\u5360\u6bd4\uff0c\u4f18\u5148\u4f18\u5316\u9ad8\u9891\u6216\u957f\u5c3e\u8bf7\u6c42\u3002\n<\/li>\n<li><strong>\u534f\u8bae\u4e0e\u5e8f\u5217\u5316\u4f18\u5316<\/strong>\uff1a\u5bf9\u6bd4\u4e0d\u540c\u901a\u4fe1\u534f\u8bae\uff08\u5982gRPC vs REST\uff09\u53ca\u5e8f\u5217\u5316\u683c\u5f0f\uff08JSON vs Protobuf\uff09\u7684\u6027\u80fd\u5dee\u5f02\uff0c\u9488\u5bf9\u6027\u8c03\u6574\u3002\n<\/li>\n<li><strong>\u667a\u80fd\u7194\u65ad\u4e0e\u964d\u7ea7<\/strong>\uff1a\u57fa\u4e8eAPM\u7684\u5b9e\u65f6\u6d41\u91cf\u6570\u636e\uff0c\u52a8\u6001\u542f\u7528\u7194\u65ad\u673a\u5236\uff0c\u907f\u514d\u6545\u969c\u6269\u6563\u3002\u4f8b\u5982\uff0c\u5f53\u8ba2\u5355\u670d\u52a1\u8d85\u65f6\u7387\u8d85\u8fc7\u9608\u503c\u65f6\uff0c\u81ea\u52a8\u89e6\u53d1\u964d\u7ea7\u7b56\u7565\uff0c\u8fd4\u56de\u7f13\u5b58\u6570\u636e\u3002\n<\/li>\n<\/ul>\n<h4 id=\"2-\u4f9d\u8d56\u6cbb\u7406\u4e0e\u5bb9\u91cf\u89c4\u5212\"><strong>2. \u4f9d\u8d56\u6cbb\u7406\u4e0e\u5bb9\u91cf\u89c4\u5212<\/strong><\/h4>\n<ul>\n<li><strong>\u670d\u52a1\u4f9d\u8d56\u6743\u91cd\u5206\u6790<\/strong>\uff1a\u901a\u8fc7APM\u7edf\u8ba1\u5404\u670d\u52a1\u7684\u8c03\u7528\u9891\u7387\u548c\u8d44\u6e90\u6d88\u8017\uff0c\u8bc6\u522b\u201c\u5173\u952e\u8def\u5f84\u670d\u52a1\u201d\u5e76\u7ed9\u4e88\u8d44\u6e90\u503e\u659c\u3002\n<\/li>\n<li><strong>\u5bb9\u91cf\u9884\u6d4b<\/strong>\uff1a\u7ed3\u5408\u5386\u53f2\u6d41\u91cf\u548c\u4e1a\u52a1\u589e\u957f\u8d8b\u52bf\uff0cAPM\u53ef\u9884\u6d4b\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u3001\u7ebf\u7a0b\u6c60\u7b49\u8d44\u6e90\u7684\u672a\u6765\u9700\u6c42\uff0c\u9632\u6b62\u7a81\u53d1\u6d41\u91cf\u5bfc\u81f4\u7684\u901a\u4fe1\u963b\u585e\u3002\n<\/li>\n<\/ul>\n<h4 id=\"3-\u57fa\u4e8eai\u7684\u5f02\u5e38\u68c0\u6d4b\"><strong>3. \u57fa\u4e8eAI\u7684\u5f02\u5e38\u68c0\u6d4b<\/strong><\/h4>\n<p>\u4f20\u7edf\u9608\u503c\u544a\u8b66\u6613\u6f0f\u62a5\u6216\u8bef\u62a5\uff0c\u800cAPM\u5f15\u5165\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u540e\uff0c\u53ef\u5efa\u7acb\u670d\u52a1\u901a\u4fe1\u7684\u57fa\u7ebf\u6a21\u578b\u3002\u4f8b\u5982\uff0c<strong>\u67d0\u89c6\u9891\u6d41\u5e73\u53f0\u901a\u8fc7\u5f02\u5e38\u68c0\u6d4b\u7b97\u6cd5\uff0c\u63d0\u524d15\u5206\u949f\u9884\u8b66\u4e86CDN\u8282\u70b9\u95f4\u7684\u5e26\u5bbd\u4e89\u7528\u95ee\u9898<\/strong>\uff0c\u907f\u514d\u4e86\u76f4\u64ad\u4e2d\u65ad\u4e8b\u6545\u3002<\/p>\n<hr>\n<h3 id=\"\u56db-\u4e91\u539f\u751fapm\u7684\u8fdb\u9636\u5b9e\u8df5\"><strong>\u56db\u3001\u4e91\u539f\u751fAPM\u7684\u8fdb\u9636\u5b9e\u8df5<\/strong><\/h3>\n<p>\u4e3a\u6700\u5927\u5316APM\u4ef7\u503c\uff0c\u4f01\u4e1a\u9700\u7ed3\u5408\u81ea\u8eab\u67b6\u6784\u7279\u70b9\u9009\u62e9\u5de5\u5177\u5e76\u843d\u5730\u6700\u4f73\u5b9e\u8df5\uff1a<\/p>\n<ul>\n<li>\n<p><strong>\u5de5\u5177\u9009\u578b\u6307\u5357<\/strong>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u5f00\u6e90\u65b9\u6848<\/strong>\uff1a<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">SkyWalking<\/a>\u3001Jaeger\u9002\u5408\u4e2d\u5c0f\u89c4\u6a21\u573a\u666f\uff0c\u4f9d\u8d56\u793e\u533a\u751f\u6001\uff1b\n<\/p>\n<\/li>\n<li>\n<p><strong>\u5546\u4e1a\u65b9\u6848<\/strong>\uff1aDynatrace\u3001New Relic\u63d0\u4f9b\u5f00\u7bb1\u5373\u7528\u7684AI\u6d1e\u5bdf\uff0c\u4f46\u6210\u672c\u8f83\u9ad8\uff1b\n<\/p>\n<\/li>\n<li>\n<p><strong>\u6df7\u5408\u90e8\u7f72<\/strong>\uff1a\u5c06APM\u4e0eService Mesh\uff08\u5982Istio\uff09\u7ed3\u5408\uff0c\u901a\u8fc7Sidecar\u4ee3\u7406\u5b9e\u73b0\u65e0\u4fb5\u5165\u5f0f\u6570\u636e\u91c7\u96c6\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5173\u952e\u914d\u7f6e\u5efa\u8bae<\/strong><\/p>\n<\/li>\n<li>\n<p><strong>\u91c7\u6837\u7387\u63a7\u5236<\/strong>\uff1a\u5168\u91cf\u91c7\u96c6\u53ef\u80fd\u5bfc\u81f4\u6570\u636e\u7206\u70b8\uff0c\u9700\u6839\u636e\u4e1a\u52a1\u91cd\u8981\u6027\u52a8\u6001\u8c03\u6574\u91c7\u6837\u7b56\u7565\uff1b<\/p>\n<\/li>\n<li>\n<p><strong>\u6807\u7b7e\u6807\u51c6\u5316<\/strong>\uff1a\u4e3aTrace\u6dfb\u52a0\u7edf\u4e00\u7684\u4e1a\u52a1\u6807\u7b7e\uff08\u5982\u7528\u6237ID\u3001\u5730\u57df\uff09\uff0c\u4fbf\u4e8e\u591a\u7ef4\u5206\u6790\uff1b<\/p>\n<\/li>\n<li>\n<p><strong>\u5b89\u5168\u4e0e\u5408\u89c4<\/strong>\uff1a\u786e\u4fddAPM\u91c7\u96c6\u7684\u6570\u636e\u7b26\u5408GDPR\u7b49\u9690\u79c1\u6cd5\u89c4\uff0c\u654f\u611f\u5b57\u6bb5\u9700\u8131\u654f\u5904\u7406\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u7ec4\u7ec7\u534f\u4f5c\u6a21\u5f0f<\/strong><br \/>\nAPM\u4e0d\u4ec5\u662f\u8fd0\u7ef4\u5de5\u5177\uff0c\u66f4\u5e94\u878d\u5165DevOps\u6d41\u7a0b\u3002\u4f8b\u5982\uff1a<\/p>\n<\/li>\n<li>\n<p>\u5f00\u53d1\u9636\u6bb5\uff1a\u901a\u8fc7APM\u5206\u6790\u4ee3\u7801\u7ea7\u6027\u80fd\u95ee\u9898\uff08\u5982\u4f4e\u6548SQL\u8bed\u53e5\uff09\uff1b<\/p>\n<\/li>\n<li>\n<p>\u6d4b\u8bd5\u9636\u6bb5\uff1a\u5229\u7528APM\u57fa\u7ebf\u6570\u636e\u9a8c\u8bc1\u538b\u6d4b\u7ed3\u679c\uff1b<\/p>\n<\/li>\n<li>\n<p>\u8fd0\u7ef4\u9636\u6bb5\uff1a\u5efa\u7acb\u6027\u80fd\u770b\u677f\uff0c\u5b9e\u73b0SLA\u53ef\u89c6\u5316\u3002<\/p>\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u4e94-\u672a\u6765\u8d8b\u52bf-\u4ece-\u76d1\u6d4b-\u5230-\u81ea\u6108\"><strong>\u4e94\u3001\u672a\u6765\u8d8b\u52bf\uff1a\u4ece\u201c\u76d1\u6d4b\u201d\u5230\u201c\u81ea\u6108\u201d<\/strong><\/h3>\n<p>\u968f\u7740\u4e91\u539f\u751f\u6280\u672f\u7684\u6f14\u8fdb\uff0cAPM\u6b63\u4ece\u88ab\u52a8\u76d1\u63a7\u8f6c\u5411\u4e3b\u52a8\u4f18\u5316\u3002Gartner\u9884\u6d4b\uff0c<strong>\u52302025\u5e74\uff0c70%\u7684APM\u5de5\u5177\u5c06\u5185\u7f6eAuto Remediation\u529f\u80fd<\/strong>\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li><strong>\u52a8\u6001\u6d41\u91cf\u8c03\u5ea6<\/strong>\uff1a\u5f53APM\u68c0\u6d4b\u5230\u67d0\u670d\u52a1\u5ef6\u8fdf\u5347\u9ad8\u65f6\uff0c\u81ea\u52a8\u5c06\u8bf7\u6c42\u5206\u6d41\u81f3\u5065\u5eb7\u5b9e\u4f8b\uff1b\n<\/li>\n<li><strong>\u8d44\u6e90\u5f39\u6027\u4f38\u7f29<\/strong>\uff1a\u7ed3\u5408Kubernetes\uff0c\u6839\u636e\u901a\u4fe1\u8d1f\u8f7d\u5b9e\u65f6\u8c03\u6574Pod\u526f\u672c\u6570\uff1b\n<\/li>\n<li><strong>AI\u9a71\u52a8\u7684<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a><\/strong>\uff1a\u901a\u8fc7\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09\u8bc6\u522b\u670d\u52a1\u4f9d\u8d56\u4e2d\u7684\u9690\u85cf\u6a21\u5f0f\uff0c\u63a8\u8350\u4f18\u5316\u7b56\u7565\u3002\n<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u80fd\u529b\u5c06\u5e2e\u52a9\u4f01\u4e1a\u5728\u5fae\u670d\u52a1\u901a\u4fe1\u7684\u590d\u6742\u7f51\u7edc\u4e2d\uff0c\u6784\u5efa\u66f4\u97e7\u6027\u3001\u66f4\u667a\u80fd\u7684\u6027\u80fd\u7ba1\u7406\u4f53\u7cfb\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3010\u524d\u8a00\u3011 \u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u5fae\u670d\u52a1\u67b6\u6784\u51ed\u501f\u5176\u654f\u6377\u6027\u548c\u53ef\u6269\u5c55\u6027\uff0c\u6210\u4e3a\u4f01\u4e1a\u6784\u5efa\u4e91\u539f\u751f\u5e94\u7528\u7684\u9996\u9009\u65b9\u6848\u3002\u7136\u800c\uff0c\u968f\u7740\u670d\u52a1\u6570\u91cf\u7684\u6307\u6570\u7ea7\u589e\u957f\uff0c\u670d\u52a1\u95f4\u7684\u901a\u4fe1\u590d\u6742\u6027\u9010\u6e10\u66b4\u9732\u2014\u2014\u5ef6\u8fdf\u6fc0\u589e\u3001\u94fe\u8def\u8ffd\u8e2a\u56f0\u96be\u3001\u4f9d\u8d56\u5173\u7cfb\u6a21\u7cca\u7b49\u95ee\u9898\u9891\u53d1\uff0c\u76f4\u63a5\u5a01\u80c1\u7740\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\u548c\u7528\u6237\u4f53\u9a8c\u3002\u5f53\u5355\u4e2a\u63a5\u53e3\u8c03\u7528\u9700\u8981\u7a7f\u900f\u6570\u5341\u4e2a\u5fae\u670d\u52a1\u65f6\uff0c\u5982\u4f55\u7cbe\u51c6\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\uff1f\u5982\u4f55\u5728\u4e0d\u727a\u7272\u7075\u6d3b\u6027\u7684\u524d\u63d0\u4e0b\u4f18\u5316\u901a\u4fe1\u6548\u7387\uff1f\u8fd9\u6b63\u662f\u4e91\u539f\u751fAPM\uff08\u5e94\u7528\u6027\u80fd\u7ba1\u7406\uff09\u7684\u4ef7\u503c\u6240\u5728\u3002\u901a\u8fc7\u5b9e\u65f6\u76d1\u63a7\u3001\u667a\u80fd\u5206\u6790\u548c\u5168\u94fe\u8def\u8ffd\u8e2a\uff0cAPM\u6b63\u6210\u4e3a\u89e3\u5f00\u5fae\u670d\u52a1\u6027\u80fd\u8ff7\u5c40\u7684\u5173\u952e\u94a5\u5319\u3002 \u4e00\u3001\u5fae\u670d\u52a1\u901a\u4fe1\u7684\u75db\u70b9\uff1a\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u201c\u6697\u7901\u201d \u5fae\u670d\u52a1\u67b6\u6784\u901a\u8fc7\u89e3\u8026\u5355\u4f53\u5e94\u7528\u63d0\u5347\u4e86\u5f00\u53d1\u6548\u7387\uff0c\u4f46\u4e5f\u5f15\u5165\u4e86\u65b0\u7684\u6311\u6218\u3002\u636eDynatrace\u300a2023\u4e91\u539f\u751f\u590d\u6742\u6027\u62a5\u544a\u300b\u663e\u793a\uff0c\u8d85\u8fc767%\u7684\u4f01\u4e1a\u5728\u5fae\u670d\u52a1\u5316\u540e\u906d\u9047\u4e86\u6027\u80fd\u4e0b\u964d\uff0c\u5176\u4e2d\u670d\u52a1\u95f4\u901a\u4fe1\u95ee\u9898\u5360\u6bd4\u9ad8\u8fbe82%\u3002\u5177\u4f53\u8868\u73b0\u4e3a\uff1a \u7f51\u7edc\u5ef6\u8fdf\u7d2f\u79ef\uff1a\u8de8\u670d\u52a1\u7684HTTP\/gRPC\u8c03\u7528\u56e0\u7f51\u7edc\u6ce2\u52a8\u3001\u5e8f\u5217\u5316\u5f00\u9500\u7b49\u539f\u56e0\uff0c\u5f62\u6210\u201c\u8774\u8776\u6548\u5e94\u201d\uff1b \u94fe\u8def\u8ffd\u8e2a\u76f2\u533a\uff1a\u5206\u5e03\u5f0f\u573a\u666f\u4e0b\uff0c\u5355\u6b21\u8bf7\u6c42\u53ef\u80fd\u6d89\u53ca\u591a\u4e2a\u670d\u52a1\uff0c\u4f20\u7edf\u65e5\u5fd7\u5de5\u5177\u96be\u4ee5\u8fd8\u539f\u5b8c\u6574\u8c03\u7528\u8def\u5f84\uff1b \u4f9d\u8d56\u5173\u7cfb\u6df7\u4e71\uff1a\u670d\u52a1\u95f4\u52a8\u6001\u8c03\u7528\u5bfc\u81f4\u62d3\u6251\u56fe\u590d\u6742\u5316\uff0c\u6545\u969c\u6839\u56e0\u5b9a\u4f4d\u8017\u65f6\u6210\u500d\u589e\u52a0\uff1b \u8d44\u6e90\u7ade\u4e89\u52a0\u5267\uff1a\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u3001\u7ebf\u7a0b\u6c60\u7b49\u5171\u4eab\u8d44\u6e90\u56e0\u4e0d\u5408\u7406\u8c03\u7528\u9677\u5165\u74f6\u9888\u3002 \u8fd9\u4e9b\u95ee\u9898\u82e5\u65e0\u6cd5\u53ca\u65f6\u89e3\u51b3\uff0c\u8f7b\u5219\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\uff0c\u91cd\u5219\u5f15\u53d1\u7ea7\u8054\u6545\u969c\u3002\u800c\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u4ec5\u5173\u6ce8\u5355\u8282\u70b9\u6307\u6807\uff0c\u7f3a\u4e4f\u5168\u5c40\u89c6\u89d2\uff0c\u4e9f\u9700\u4e91\u539f\u751fAPM\u7684\u6df1\u5ea6\u4ecb\u5165\u3002 \u4e8c\u3001\u4e91\u539f\u751fAPM\u7684\u6838\u5fc3\u80fd\u529b\uff1a\u7a7f\u900f\u5206\u5e03\u5f0f\u8ff7\u96fe \u4e91\u539f\u751fAPM\u5e76\u975e\u7b80\u5355\u7684\u76d1\u63a7\u5de5\u5177\u5347\u7ea7\uff0c\u800c\u662f\u9488\u5bf9\u5fae\u670d\u52a1\u67b6\u6784\u7279\u6027\u8bbe\u8ba1\u7684\u5168\u6808\u6027\u80fd\u7ba1\u7406\u4f53\u7cfb\u3002\u5176\u6838\u5fc3\u80fd\u529b\u4f53\u73b0\u5728\u4e09\u4e2a\u7ef4\u5ea6\uff1a \u5168\u94fe\u8def\u8ffd\u8e2a\uff08End-to-End Tracing\uff09 \u901a\u8fc7\u6ce8\u5165OpenTelemetry\u7b49\u6807\u51c6\u5316\u63a2\u9488\uff0cAPM\u53ef\u6355\u83b7\u6bcf\u4e00\u6b21\u8de8\u670d\u52a1\u8c03\u7528\u7684\u5143\u6570\u636e\uff08\u5982Trace ID\u3001Span ID\uff09\uff0c\u5e76\u6784\u5efa\u53ef\u89c6\u5316\u7684\u8c03\u7528\u94fe\u3002\u4f8b\u5982\uff0c\u67d0\u7535\u5546\u5e73\u53f0\u7684\u201c\u4e0b\u5355\u201d\u64cd\u4f5c\u6d89\u53ca\u5e93\u5b58\u670d\u52a1\u3001\u652f\u4ed8\u670d\u52a1\u548c\u7269\u6d41\u670d\u52a1\uff0cAPM\u80fd\u6e05\u6670\u5c55\u793a\u5404\u73af\u8282\u8017\u65f6\uff0c\u5feb\u901f\u8bc6\u522b\u963b\u585e\u70b9\u3002 \u667a\u80fd\u62d3\u6251\u53d1\u73b0\uff08Service Map\uff09 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