{"id":35353,"date":"2025-03-19T09:42:18","date_gmt":"2025-03-19T01:42:18","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=35353"},"modified":"2025-03-19T09:42:18","modified_gmt":"2025-03-19T01:42:18","slug":"%e5%a6%82%e4%bd%95%e9%80%9a%e8%bf%87%e5%ba%94%e7%94%a8%e6%80%a7%e8%83%bd%e7%ae%a1%e7%90%86%e9%99%8d%e4%bd%8e%e8%b5%84%e6%ba%90%e6%b5%aa%e8%b4%b9%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/35353.html","title":{"rendered":"\u5982\u4f55\u901a\u8fc7\u5e94\u7528\u6027\u80fd\u7ba1\u7406\u964d\u4f4e\u8d44\u6e90\u6d6a\u8d39\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/Iw6NRbnv.jpg\" alt=\"\u5982\u4f55\u901a\u8fc7\u5e94\u7528\u6027\u80fd\u7ba1\u7406\u964d\u4f4e\u8d44\u6e90\u6d6a\u8d39\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\u4f01\u4e1a\u7684\u5e94\u7528\u7cfb\u7edf\u5df2\u6210\u4e3a\u4e1a\u52a1\u8fd0\u8f6c\u7684\u6838\u5fc3\u8f7d\u4f53\u3002\u7136\u800c\uff0c\u968f\u7740\u4e1a\u52a1\u89c4\u6a21\u6269\u5927\u548c\u7528\u6237\u9700\u6c42\u6fc0\u589e\uff0c\u5e94\u7528\u6027\u80fd\u7684\u6ce2\u52a8\u5e38\u5e38\u5bfc\u81f4\u670d\u52a1\u5668\u8d44\u6e90\u8d85\u914d\u3001\u8fd0\u7ef4\u6210\u672c\u6500\u5347\uff0c\u751a\u81f3\u56e0\u54cd\u5e94\u5ef6\u8fdf\u800c\u5f15\u53d1\u7528\u6237\u6d41\u5931\u3002\u636eGartner\u7edf\u8ba1\uff0c\u5168\u7403\u4f01\u4e1a\u6bcf\u5e74\u56e0<strong>\u4f4e\u6548\u8d44\u6e90\u5206\u914d<\/strong>\u9020\u6210\u7684\u6d6a\u8d39\u9ad8\u8fbe\u6570\u767e\u4ebf\u7f8e\u5143\u3002\u5982\u4f55\u4ece\u6280\u672f\u5c42\u9762\u7834\u5c40\uff1f<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5e94\u7528\u6027\u80fd\u7ba1\u7406<\/a>\uff08APM\uff09<\/strong>\u6b63\u6210\u4e3a\u4f01\u4e1a\u964d\u672c\u589e\u6548\u7684\u5173\u952e\u5de5\u5177\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u5982\u4f55\u901a\u8fc7APM\u7cbe\u51c6\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\u3001\u4f18\u5316\u8d44\u6e90\u5229\u7528\u7387\uff0c\u6700\u7ec8\u5b9e\u73b0\u4e1a\u52a1\u4e0e\u6210\u672c\u7684\u53cc\u8d62\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u8d44\u6e90\u6d6a\u8d39\u7684\u6839\u6e90-\u770b\u4e0d\u89c1\u7684\u6027\u80fd\u9ed1\u6d1e\"><strong>\u4e00\u3001\u8d44\u6e90\u6d6a\u8d39\u7684\u6839\u6e90\uff1a\u770b\u4e0d\u89c1\u7684\u6027\u80fd\u9ed1\u6d1e<\/strong><\/h3>\n<p>\u5728\u590d\u6742\u7684\u6280\u672f\u67b6\u6784\u4e2d\uff0c\u8d44\u6e90\u6d6a\u8d39\u5f80\u5f80\u9690\u85cf\u4e8e\u7ec6\u8282\u3002\u4f8b\u5982\uff0c\u67d0\u7535\u5546\u5e73\u53f0\u53d1\u73b0\u5176\u670d\u52a1\u5668\u96c6\u7fa4\u7684CPU\u5229\u7528\u7387\u957f\u671f\u4f4e\u4e8e30%\uff0c\u4f46\u9ad8\u5cf0\u671f\u7684\u8ba2\u5355\u5904\u7406\u4ecd\u9891\u7e41\u8d85\u65f6\u3002\u901a\u8fc7\u65e5\u5fd7\u5206\u6790\u53d1\u73b0\uff0c\u95ee\u9898\u6839\u6e90\u5728\u4e8e\u67d0\u4e2a\u5fae\u670d\u52a1\u63a5\u53e3\u7684<strong>\u6570\u636e\u5e93\u67e5\u8be2\u672a\u4f18\u5316<\/strong>\uff0c\u5bfc\u81f4\u7ebf\u7a0b\u963b\u585e\u548c\u5185\u5b58\u6cc4\u6f0f\u3002\u8fd9\u7c7b\u95ee\u9898\u82e5\u672a\u88ab\u53ca\u65f6\u6355\u6349\uff0c\u4f01\u4e1a\u53ef\u80fd\u76f2\u76ee\u6269\u5bb9\u786c\u4ef6\uff0c\u8fdb\u4e00\u6b65\u52a0\u5267\u8d44\u6e90\u95f2\u7f6e\u3002<\/p>\n<p><strong>\u8d44\u6e90\u6d6a\u8d39\u7684\u5178\u578b\u573a\u666f\u5305\u62ec<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u8fc7\u5ea6\u914d\u7f6e<\/strong>\uff1a\u4e3a\u5e94\u5bf9\u5076\u53d1\u6d41\u91cf\u9ad8\u5cf0\uff0c\u957f\u671f\u7ef4\u6301\u8d85\u91cf\u670d\u52a1\u5668\uff1b\n<\/li>\n<li><strong>\u4f4e\u6548\u4ee3\u7801<\/strong>\uff1a\u672a\u4f18\u5316\u7684\u7b97\u6cd5\u6216\u5197\u4f59\u903b\u8f91\u5360\u7528\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90\uff1b\n<\/li>\n<li><strong>\u67b6\u6784\u7f3a\u9677<\/strong>\uff1a\u670d\u52a1\u95f4\u8c03\u7528\u94fe\u8def\u8fc7\u957f\uff0c\u5f15\u53d1\u91cd\u590d\u8ba1\u7b97\u6216\u65e0\u6548\u4f20\u8f93\uff1b\n<\/li>\n<li><strong>\u76d1\u63a7\u76f2\u533a<\/strong>\uff1a\u7f3a\u4e4f\u5b9e\u65f6\u6027\u80fd\u6570\u636e\uff0c\u65e0\u6cd5\u52a8\u6001\u8c03\u6574\u8d44\u6e90\u5206\u914d\u3002\n<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u95ee\u9898\u7684\u5171\u901a\u70b9\u5728\u4e8e\uff1a\u4f01\u4e1a\u5bf9\u7cfb\u7edf\u8fd0\u884c\u72b6\u6001\u7f3a\u4e4f<strong>\u53ef\u89c6\u5316\u6d1e\u5bdf<\/strong>\uff0c\u5bfc\u81f4\u51b3\u7b56\u4f9d\u8d56\u7ecf\u9a8c\u800c\u975e\u6570\u636e\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-apm\u7684\u6838\u5fc3\u80fd\u529b-\u4ece\u6570\u636e\u5230\u884c\u52a8\u7684\u95ed\u73af\"><strong>\u4e8c\u3001APM\u7684\u6838\u5fc3\u80fd\u529b\uff1a\u4ece\u6570\u636e\u5230\u884c\u52a8\u7684\u95ed\u73af<\/strong><\/h3>\n<p><strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5e94\u7528\u6027\u80fd\u7ba1\u7406<\/a>\uff08APM\uff09<\/strong>\u5e76\u975e\u7b80\u5355\u7684\u76d1\u63a7\u5de5\u5177\uff0c\u800c\u662f\u901a\u8fc7<strong>\u7aef\u5230\u7aef\u8ffd\u8e2a<\/strong>\u3001<strong>\u5b9e\u65f6\u6570\u636e\u5206\u6790<\/strong>\u548c<strong>\u667a\u80fd\u544a\u8b66<\/strong>\uff0c\u6784\u5efa\u8986\u76d6\u4ee3\u7801\u5c42\u3001\u4e2d\u95f4\u4ef6\u3001\u57fa\u7840\u8bbe\u65bd\u7684\u5168\u6808\u89c2\u6d4b\u4f53\u7cfb\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4f53\u73b0\u5728\u4e09\u4e2a\u7ef4\u5ea6\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u7cbe\u51c6\u5b9a\u4f4d\u74f6\u9888<\/strong><br \/>\nAPM\u5de5\u5177\uff08\u5982Dynatrace\u3001New Relic\uff09\u901a\u8fc7\u5206\u5e03\u5f0f\u94fe\u8def\u8ffd\u8e2a\uff0c\u53ef\u7cbe\u786e\u8bc6\u522b\u6162\u8bf7\u6c42\u7684\u6839\u6e90\u3002\u4f8b\u5982\uff0c\u67d0\u91d1\u878dApp\u7684\u652f\u4ed8\u529f\u80fd\u5ef6\u8fdf\uff0c\u7ecfAPM\u5206\u6790\u53d1\u73b0\u662f\u7b2c\u4e09\u65b9API\u54cd\u5e94\u7f13\u6162\uff0c\u800c\u975e\u81ea\u8eab\u670d\u52a1\u5668\u95ee\u9898\u3002\u4f01\u4e1a\u56e0\u6b64\u907f\u514d\u4e86\u5bf9\u6570\u636e\u5e93\u7684\u65e0\u610f\u4e49\u6269\u5bb9\uff0c\u8282\u7701\u4e8630%\u7684\u4e91\u8d44\u6e90\u6210\u672c\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u52a8\u6001\u8d44\u6e90\u8c03\u5ea6<\/strong><br \/>\n\u57fa\u4e8eAPM\u63d0\u4f9b\u7684\u5b9e\u65f6\u8d1f\u8f7d\u6570\u636e\uff0c\u4f01\u4e1a\u53ef\u7ed3\u5408Kubernetes\u7b49\u5bb9\u5668\u7f16\u6392\u5de5\u5177\uff0c\u5b9e\u73b0<strong>\u5f39\u6027\u4f38\u7f29<\/strong>\u3002\u4f8b\u5982\uff0c\u5728\u7ebf\u6559\u80b2\u5e73\u53f0\u5728\u8bfe\u7a0b\u9ad8\u5cf0\u671f\u81ea\u52a8\u6269\u5bb9\u670d\u52a1\u5668\uff0c\u4f4e\u8c37\u671f\u7f29\u5bb9\u81f3\u57fa\u7ebf\u6c34\u5e73\uff0c\u4f7f\u8d44\u6e90\u5229\u7528\u7387\u4ece40%\u63d0\u5347\u81f375%\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u9884\u9632\u6027\u4f18\u5316<\/strong><br \/>\n\u901a\u8fc7\u5206\u6790\u5386\u53f2\u6027\u80fd\u6570\u636e\uff0cAPM\u80fd\u9884\u6d4b\u6f5c\u5728\u98ce\u9669\u3002\u6bd4\u5982\uff0c\u67d0\u6e38\u620f\u516c\u53f8\u901a\u8fc7APM\u53d1\u73b0\u5185\u5b58\u5360\u7528\u66f2\u7ebf\u6bcf\u5468\u4e94\u5468\u671f\u6027\u98d9\u5347\uff0c\u8fdb\u4e00\u6b65\u6392\u67e5\u53d1\u73b0\u662f\u6d3b\u52a8\u4efb\u52a1\u4ee3\u7801\u5b58\u5728\u5185\u5b58\u6cc4\u6f0f\uff0c\u63d0\u524d\u4fee\u590d\u540e\u907f\u514d\u4e86\u670d\u52a1\u5668\u5d29\u6e83\u98ce\u9669\u3002<\/p>\n<\/li>\n<\/ol>\n<hr>\n<h3 id=\"\u4e09-\u964d\u672c\u5b9e\u8df5-apm\u9a71\u52a8\u7684\u56db\u6b65\u4f18\u5316\u6cd5\"><strong>\u4e09\u3001\u964d\u672c\u5b9e\u8df5\uff1aAPM\u9a71\u52a8\u7684\u56db\u6b65\u4f18\u5316\u6cd5<\/strong><\/h3>\n<p>\u8981\u5c06APM\u7684\u4ef7\u503c\u8f6c\u5316\u4e3a\u5b9e\u9645\u6536\u76ca\uff0c\u9700\u9075\u5faa\u7cfb\u7edf\u5316\u7684\u5b9e\u65bd\u8def\u5f84\uff1a<\/p>\n<p><strong>1. \u5efa\u7acb\u57fa\u7ebf\u6307\u6807<\/strong><br \/>\n\u660e\u786e\u5173\u952e\u6027\u80fd\u6307\u6807\uff08\u5982\u54cd\u5e94\u65f6\u95f4\u3001\u9519\u8bef\u7387\u3001CPU\/\u5185\u5b58\u5360\u7528\uff09\uff0c\u901a\u8fc7APM\u5de5\u5177\u6301\u7eed\u91c7\u96c6\u6570\u636e\uff0c\u5f62\u6210\u8d44\u6e90\u6d88\u8017\u7684\u57fa\u51c6\u53c2\u8003\u3002\u4f8b\u5982\uff0c\u67d0\u7269\u6d41\u4f01\u4e1a\u5c06API\u5e73\u5747\u54cd\u5e94\u65f6\u95f4\u8bbe\u5b9a\u4e3a500ms\uff0c\u8d85\u51fa\u9608\u503c\u5373\u89e6\u53d1\u544a\u8b66\u3002<\/p>\n<p><strong>2. \u6df1\u5ea6<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a><\/strong><br \/>\n\u5f53\u5f02\u5e38\u53d1\u751f\u65f6\uff0c\u5229\u7528APM\u7684<strong>\u4ee3\u7801\u7ea7\u8bca\u65ad<\/strong>\u529f\u80fd\u7a7f\u900f\u8868\u8c61\u3002\u4f8b\u5982\uff0c\u67d0\u89c6\u9891\u7f51\u7ad9\u5361\u987f\u95ee\u9898\u6700\u7ec8\u8ffd\u6eaf\u81f3CDN\u8282\u70b9\u914d\u7f6e\u9519\u8bef\uff0c\u800c\u975e\u6e90\u7ad9\u5e26\u5bbd\u4e0d\u8db3\u3002<\/p>\n<p><strong>3. \u4f18\u5316\u7b56\u7565\u843d\u5730<\/strong><\/p>\n<ul>\n<li><strong>\u4ee3\u7801\u5c42\u9762<\/strong>\uff1a\u91cd\u6784\u4f4e\u6548SQL\u67e5\u8be2\u3001\u5f15\u5165\u7f13\u5b58\u673a\u5236\uff08\u5982Redis\uff09\uff1b\n<\/li>\n<li><strong>\u67b6\u6784\u5c42\u9762<\/strong>\uff1a\u91c7\u7528\u5f02\u6b65\u5904\u7406\u3001\u670d\u52a1\u62c6\u5206\u6216\u8fb9\u7f18\u8ba1\u7b97\uff1b\n<\/li>\n<li><strong>\u8fd0\u7ef4\u5c42\u9762<\/strong>\uff1a\u7ed3\u5408APM\u6570\u636e\u5236\u5b9a\u81ea\u52a8\u6269\u7f29\u5bb9\u7b56\u7565\u3002\n<\/li>\n<\/ul>\n<p><strong>4. \u6301\u7eed\u53cd\u9988\u8fed\u4ee3<\/strong><br \/>\n\u901a\u8fc7APM\u7684A\/B\u6d4b\u8bd5\u529f\u80fd\uff0c\u5bf9\u6bd4\u4f18\u5316\u524d\u540e\u7684\u6027\u80fd\u6570\u636e\u3002\u4f8b\u5982\uff0c\u67d0\u793e\u4ea4App\u4f18\u5316\u56fe\u7247\u538b\u7f29\u7b97\u6cd5\u540e\uff0cCDN\u6d41\u91cf\u6210\u672c\u4e0b\u964d22%\uff0c\u4e14\u7528\u6237\u505c\u7559\u65f6\u957f\u672a\u53d7\u5f71\u54cd\u3002<\/p>\n<hr>\n<h3 id=\"\u56db-\u6280\u672f\u9009\u578b\u4e0e\u843d\u5730\u6311\u6218\"><strong>\u56db\u3001\u6280\u672f\u9009\u578b\u4e0e\u843d\u5730\u6311\u6218<\/strong><\/h3>\n<p>\u9009\u62e9\u5408\u9002\u7684APM\u5de5\u5177\u9700\u517c\u987e<strong>\u517c\u5bb9\u6027<\/strong>\u3001<strong>\u6269\u5c55\u6027<\/strong>\u548c<strong>\u6210\u672c\u6548\u76ca<\/strong>\u3002\u5f00\u6e90\u65b9\u6848\uff08\u5982<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">SkyWalking<\/a>\uff09\u9002\u5408\u5b9a\u5236\u5316\u9700\u6c42\u9ad8\u7684\u573a\u666f\uff0c\u800c\u5546\u4e1a\u4ea7\u54c1\uff08\u5982Datadog\uff09\u5219\u63d0\u4f9b\u5f00\u7bb1\u5373\u7528\u7684\u5206\u6790\u80fd\u529b\u3002<\/p>\n<p><strong>\u5e38\u89c1\u6311\u6218\u4e0e\u5bf9\u7b56<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u6570\u636e\u8fc7\u8f7d<\/strong>\uff1a\u805a\u7126\u6838\u5fc3\u4e1a\u52a1\u6307\u6807\uff0c\u907f\u514d\u9677\u5165\u65e0\u5173\u7ec6\u8282\uff1b\n<\/li>\n<li><strong>\u56e2\u961f\u534f\u4f5c<\/strong>\uff1a\u5efa\u7acb\u5f00\u53d1\u3001\u8fd0\u7ef4\u3001\u4e1a\u52a1\u90e8\u95e8\u8054\u52a8\u7684\u6027\u80fd\u6cbb\u7406\u6d41\u7a0b\uff1b\n<\/li>\n<li><strong>\u5b89\u5168\u5408\u89c4<\/strong>\uff1a\u786e\u4fddAPM\u5de5\u5177\u7684\u6570\u636e\u91c7\u96c6\u7b26\u5408\u9690\u79c1\u4fdd\u62a4\u6cd5\u89c4\uff08\u5982GDPR\uff09\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u4e94-\u672a\u6765\u8d8b\u52bf-ai\u589e\u5f3a\u7684\u667a\u80fd\u8fd0\u7ef4\"><strong>\u4e94\u3001\u672a\u6765\u8d8b\u52bf\uff1aAI\u589e\u5f3a\u7684\u667a\u80fd\u8fd0\u7ef4<\/strong><\/h3>\n<p>\u968f\u7740AI\u6280\u672f\u7684\u6e17\u900f\uff0c\u4e0b\u4e00\u4ee3APM\u6b63\u4ece\u201c\u76d1\u6d4b-\u54cd\u5e94\u201d\u5411\u201c\u9884\u6d4b-\u81ea\u6cbb\u201d\u6f14\u8fdb\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u5206\u6790\u5386\u53f2\u6570\u636e\uff0c\u7cfb\u7edf\u53ef\u81ea\u52a8\u63a8\u8350\u6700\u4f18\u8d44\u6e90\u914d\u6bd4\uff0c\u751a\u81f3\u9884\u5224\u786c\u4ef6\u6545\u969c\u3002\u67d0\u96f6\u552e\u4f01\u4e1a\u5f15\u5165AI\u9a71\u52a8\u7684APM\u540e\uff0c\u670d\u52a1\u5668\u5b95\u673a\u7387\u964d\u4f4e\u4e8667%\uff0c\u5e74\u5ea6IT\u652f\u51fa\u51cf\u5c1118%\u3002<\/p>\n<hr>\n<p><strong>\u5199\u5728\u6700\u540e<\/strong><br 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