{"id":33755,"date":"2025-03-07T11:07:25","date_gmt":"2025-03-07T03:07:25","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=33755"},"modified":"2025-03-07T11:07:25","modified_gmt":"2025-03-07T03:07:25","slug":"%e5%a6%82%e4%bd%95%e5%88%a9%e7%94%a8%e5%ba%94%e7%94%a8%e6%80%a7%e8%83%bd%e7%ae%a1%e7%90%86%e8%bf%9b%e8%a1%8c%e5%ae%9e%e6%97%b6%e6%80%a7%e8%83%bd%e7%9b%91%e6%8e%a7%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/33755.html","title":{"rendered":"\u5982\u4f55\u5229\u7528\u5e94\u7528\u6027\u80fd\u7ba1\u7406\u8fdb\u884c\u5b9e\u65f6\u6027\u80fd\u76d1\u63a7\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/4GPLD.jpg\" alt=\"\u5982\u4f55\u5229\u7528\u5e94\u7528\u6027\u80fd\u7ba1\u7406\u8fdb\u884c\u5b9e\u65f6\u6027\u80fd\u76d1\u63a7\uff1f\" ><\/p>\n<\/p>\n<p><strong>\u524d\u8a00<\/strong><br \/>\n\u5728\u6570\u5b57\u5316\u6d6a\u6f6e\u5e2d\u5377\u5168\u7403\u7684\u4eca\u5929\uff0c\u5e94\u7528\u7a0b\u5e8f\u5df2\u6210\u4e3a\u4f01\u4e1a\u4e1a\u52a1\u589e\u957f\u7684\u6838\u5fc3\u5f15\u64ce\u3002\u65e0\u8bba\u662f\u7535\u5546\u5e73\u53f0\u7684\u79d2\u6740\u6d3b\u52a8\uff0c\u8fd8\u662f\u91d1\u878d\u670d\u52a1\u7684\u5b9e\u65f6\u4ea4\u6613\uff0c\u7528\u6237\u5bf9\u7cfb\u7edf\u6027\u80fd\u7684\u5bb9\u5fcd\u5ea6\u5df2\u964d\u81f3\u6beb\u79d2\u7ea7\u3002\u4e00\u6b21\u9875\u9762\u52a0\u8f7d\u5ef6\u8fdf\u6216\u670d\u52a1\u4e2d\u65ad\uff0c\u90fd\u53ef\u80fd\u76f4\u63a5\u5bfc\u81f4\u7528\u6237\u6d41\u5931\u548c\u54c1\u724c\u4fe1\u4efb\u5371\u673a\u3002\u7136\u800c\uff0c\u590d\u6742\u7684\u7cfb\u7edf\u67b6\u6784\u3001\u5206\u5e03\u5f0f\u7684\u670d\u52a1\u8282\u70b9\u4ee5\u53ca\u6d77\u91cf\u6570\u636e\u4ea4\u4e92\uff0c\u8ba9\u6027\u80fd\u95ee\u9898\u7684\u5b9a\u4f4d\u548c\u4fee\u590d\u53d8\u5f97\u5f02\u5e38\u56f0\u96be\u3002\u5982\u4f55\u6253\u7834\u8fd9\u79cd\u88ab\u52a8\u5c40\u9762\uff1f<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5e94\u7528\u6027\u80fd\u7ba1\u7406<\/a>\uff08APM\uff09<\/strong>\u901a\u8fc7\u5b9e\u65f6\u76d1\u63a7\u4e0e\u667a\u80fd\u5206\u6790\uff0c\u6b63\u5728\u6210\u4e3a\u4f01\u4e1a\u4fdd\u969c\u7528\u6237\u4f53\u9a8c\u3001\u4f18\u5316\u4e1a\u52a1\u6548\u7387\u7684\u201c\u6570\u5b57\u5b88\u62a4\u8005\u201d\u3002\u672c\u6587\u5c06\u4ece\u6280\u672f\u5b9e\u8df5\u4e0e\u4e1a\u52a1\u4ef7\u503c\u53cc\u91cd\u89c6\u89d2\uff0c\u63ed\u793a\u5b9e\u65f6\u6027\u80fd\u76d1\u63a7\u7684\u843d\u5730\u8def\u5f84\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u5e94\u7528\u6027\u80fd\u7ba1\u7406-apm-\u7684\u6838\u5fc3\u80fd\u529b\">\u4e00\u3001<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5e94\u7528\u6027\u80fd\u7ba1\u7406<\/a>\uff08APM\uff09\u7684\u6838\u5fc3\u80fd\u529b<\/strong><\/h3>\n<p>\u5e94\u7528\u6027\u80fd\u7ba1\u7406\u5e76\u975e\u7b80\u5355\u7684\u201c\u6545\u969c\u62a5\u8b66\u5668\u201d\uff0c\u800c\u662f\u8d2f\u7a7f\u5e94\u7528\u5168\u751f\u547d\u5468\u671f\u7684<strong>\u6027\u80fd\u4f18\u5316\u4f53\u7cfb<\/strong>\u3002\u5176\u6838\u5fc3\u80fd\u529b\u53ef\u5206\u4e3a\u4e09\u4e2a\u5c42\u6b21\uff1a<\/p>\n<ol>\n<li><strong>\u5b9e\u65f6\u6570\u636e\u91c7\u96c6\u4e0e\u53ef\u89c6\u5316<\/strong>\uff1a\u901a\u8fc7\u57cb\u70b9\u3001\u65e5\u5fd7\u5206\u6790\u3001\u4ee3\u7801\u6ce8\u5165\u7b49\u6280\u672f\uff0cAPM\u5de5\u5177\u80fd\u591f\u5b9e\u65f6\u6355\u83b7\u670d\u52a1\u5668\u54cd\u5e94\u65f6\u95f4\u3001\u6570\u636e\u5e93\u67e5\u8be2\u6548\u7387\u3001API\u8c03\u7528\u94fe\u8def\u7b49\u5173\u952e\u6307\u6807\uff0c\u5e76\u4ee5\u52a8\u6001\u4eea\u8868\u76d8\u5f62\u5f0f\u76f4\u89c2\u5448\u73b0\u3002\n<\/li>\n<li><strong>\u5f02\u5e38\u68c0\u6d4b\u4e0e<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a><\/strong>\uff1a\u501f\u52a9\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0cAPM\u7cfb\u7edf\u53ef\u8bc6\u522b\u6027\u80fd\u6ce2\u52a8\u6a21\u5f0f\uff0c\u81ea\u52a8\u5173\u8054\u5f02\u5e38\u4e8b\u4ef6\u3002\u4f8b\u5982\uff0c\u67d0\u6b21\u6570\u636e\u5e93\u6162\u67e5\u8be2\u53ef\u80fd\u4e0e\u4ee3\u7801\u903b\u8f91\u7f3a\u9677\u6216\u8d44\u6e90\u7ade\u4e89\u76f4\u63a5\u76f8\u5173\uff0c\u7cfb\u7edf\u53ef\u5feb\u901f\u5b9a\u4f4d\u5e76\u751f\u6210\u4fee\u590d\u5efa\u8bae\u3002\n<\/li>\n<li><strong>\u7528\u6237\u4f53\u9a8c\u5173\u8054\u5206\u6790<\/strong>\uff1a\u901a\u8fc7\u8ffd\u8e2a\u7528\u6237\u884c\u4e3a\u8def\u5f84\uff08\u5982\u9875\u9762\u70b9\u51fb\u3001\u4ea4\u6613\u6d41\u7a0b\uff09\uff0cAPM\u5c06\u6280\u672f\u6307\u6807\u4e0e\u4e1a\u52a1\u6307\u6807\uff08\u5982\u8f6c\u5316\u7387\u3001\u5ba2\u5355\u4ef7\uff09\u7ed3\u5408\uff0c\u5e2e\u52a9\u4f01\u4e1a\u53d1\u73b0\u6027\u80fd\u74f6\u9888\u5bf9\u8425\u6536\u7684\u5b9e\u9645\u5f71\u54cd\u3002\n<\/li>\n<\/ol>\n<p><em>\u4ee5\u67d0\u5934\u90e8\u7535\u5546\u5e73\u53f0\u4e3a\u4f8b\uff0c\u5176\u5728\u5927\u4fc3\u671f\u95f4\u901a\u8fc7APM\u5b9e\u65f6\u76d1\u63a7\u53d1\u73b0\uff0c\u67d0\u5546\u54c1\u8be6\u60c5\u9875\u7684\u52a0\u8f7d\u5ef6\u8fdf\u6bcf\u589e\u52a0100\u6beb\u79d2\uff0c\u7528\u6237\u8df3\u51fa\u7387\u4e0a\u53475%\u3002\u901a\u8fc7\u52a8\u6001\u6269\u5bb9CDN\u8282\u70b9\u4e0e\u4f18\u5316\u56fe\u7247\u538b\u7f29\u7b56\u7565\uff0c\u6700\u7ec8\u5c06\u9875\u9762\u52a0\u8f7d\u65f6\u95f4\u7f29\u77ed40%\uff0c\u5927\u4fc3GMV\u63d0\u534712%\u3002<\/em><\/p>\n<hr>\n<h3 id=\"\u4e8c-\u5b9e\u65f6\u6027\u80fd\u76d1\u63a7\u7684\u56db\u5927\u4e1a\u52a1\u4ef7\u503c\">\u4e8c\u3001<strong>\u5b9e\u65f6\u6027\u80fd\u76d1\u63a7\u7684\u56db\u5927\u4e1a\u52a1\u4ef7\u503c<\/strong><\/h3>\n<h4 id=\"1-\u9884\u9632\u6027\u8fd0\u7ef4-\u4ece-\u6551\u706b-\u5230-\u9632\u706b\">1. <strong>\u9884\u9632\u6027\u8fd0\u7ef4\uff1a\u4ece\u201c\u6551\u706b\u201d\u5230\u201c\u9632\u706b\u201d<\/strong><\/h4>\n<p>\u4f20\u7edf\u7684\u8fd0\u7ef4\u6a21\u5f0f\u4f9d\u8d56\u4e8b\u540e\u65e5\u5fd7\u5206\u6790\uff0c\u800c\u5b9e\u65f6\u76d1\u63a7\u80fd\u63d0\u524d\u9884\u8b66\u6f5c\u5728\u98ce\u9669\u3002\u4f8b\u5982\uff0c\u5f53\u67d0\u4e2a\u5fae\u670d\u52a1\u7684CPU\u4f7f\u7528\u7387\u6301\u7eed\u8d85\u8fc7\u9608\u503c\u65f6\uff0c\u7cfb\u7edf\u53ef\u81ea\u52a8\u89e6\u53d1\u5f39\u6027\u6269\u5bb9\u6216\u6d41\u91cf\u964d\u7ea7\uff0c\u907f\u514d\u670d\u52a1\u96ea\u5d29\u3002<\/p>\n<h4 id=\"2-\u4f18\u5316\u8d44\u6e90\u5229\u7528\u7387-\u964d\u4f4e\u8fd0\u8425\u6210\u672c\">2. <strong>\u4f18\u5316\u8d44\u6e90\u5229\u7528\u7387\uff0c\u964d\u4f4e\u8fd0\u8425\u6210\u672c<\/strong><\/h4>\n<p>\u901a\u8fc7\u5b9e\u65f6\u76d1\u63a7\u5bb9\u5668\u5316\u73af\u5883\u7684\u8d44\u6e90\u6d88\u8017\uff0c\u4f01\u4e1a\u53ef\u7cbe\u51c6\u8bc6\u522b\u95f2\u7f6e\u8d44\u6e90\u3002\u67d0\u89c6\u9891\u6d41\u5a92\u4f53\u5e73\u53f0\u66fe\u501f\u52a9APM\u5de5\u5177\u53d1\u73b0\uff0c\u517630%\u7684\u670d\u52a1\u5668\u5728\u975e\u9ad8\u5cf0\u65f6\u6bb5\u8d1f\u8f7d\u4e0d\u8db310%\u3002\u901a\u8fc7\u52a8\u6001\u8c03\u5ea6\u7b56\u7565\uff0c\u6bcf\u5e74\u8282\u7701\u57fa\u7840\u8bbe\u65bd\u6210\u672c\u8d85\u5343\u4e07\u3002<\/p>\n<h4 id=\"3-\u63d0\u5347\u5f00\u53d1\u6548\u7387-\u52a0\u901f\u8fed\u4ee3\u5468\u671f\">3. <strong>\u63d0\u5347\u5f00\u53d1\u6548\u7387\uff0c\u52a0\u901f\u8fed\u4ee3\u5468\u671f<\/strong><\/h4>\n<p>APM\u7684\u4ee3\u7801\u7ea7\u6027\u80fd\u5206\u6790\u529f\u80fd\uff0c\u53ef\u5e2e\u52a9\u5f00\u53d1\u56e2\u961f\u5feb\u901f\u5b9a\u4f4d\u4f4e\u6548\u4ee3\u7801\u3002\u4f8b\u5982\uff0c\u67d0\u91d1\u878dApp\u5728\u7248\u672c\u66f4\u65b0\u540e\u51fa\u73b0\u4ea4\u6613\u8d85\u65f6\u95ee\u9898\uff0cAPM\u7cfb\u7edf\u901a\u8fc7\u8ffd\u8e2a\u4ee3\u7801\u6267\u884c\u94fe\u8def\uff0c\u53d1\u73b0\u67d0\u7b2c\u4e09\u65b9\u52a0\u5bc6\u5e93\u7684\u8c03\u7528\u8017\u65f6\u5360\u6bd4\u8fbe70%\uff0c\u66ff\u6362\u4f18\u5316\u540e\u6027\u80fd\u63d0\u53473\u500d\u3002<\/p>\n<h4 id=\"4-\u589e\u5f3a\u7528\u6237\u4f53\u9a8c-\u9a71\u52a8\u4e1a\u52a1\u589e\u957f\">4. <strong>\u589e\u5f3a\u7528\u6237\u4f53\u9a8c\uff0c\u9a71\u52a8\u4e1a\u52a1\u589e\u957f<\/strong><\/h4>\n<p>Gartner\u7814\u7a76\u8868\u660e\uff0c<strong>\u9875\u9762\u52a0\u8f7d\u65f6\u95f4\u6bcf\u51cf\u5c111\u79d2\uff0c\u7528\u6237\u7559\u5b58\u7387\u5e73\u5747\u63d0\u53477%<\/strong>\u3002\u5b9e\u65f6\u76d1\u63a7\u7528\u6237\u7aef\u6027\u80fd\uff08\u5982\u9996\u5c4f\u65f6\u95f4\u3001\u4ea4\u4e92\u5ef6\u8fdf\uff09\uff0c\u53ef\u9488\u5bf9\u6027\u4f18\u5316\u524d\u7aef\u6e32\u67d3\u903b\u8f91\u6216\u7f51\u7edc\u4f20\u8f93\u7b56\u7565\uff0c\u76f4\u63a5\u63d0\u5347\u7528\u6237\u6ee1\u610f\u5ea6\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u6784\u5efa\u5b9e\u65f6\u6027\u80fd\u76d1\u63a7\u4f53\u7cfb\u7684\u5b9e\u8df5\u6b65\u9aa4\">\u4e09\u3001<strong>\u6784\u5efa\u5b9e\u65f6\u6027\u80fd\u76d1\u63a7\u4f53\u7cfb\u7684\u5b9e\u8df5\u6b65\u9aa4<\/strong><\/h3>\n<h4 id=\"step-1-\u660e\u786e\u76d1\u63a7\u76ee\u6807\u4e0e\u6307\u6807\u4f18\u5148\u7ea7\"><strong>Step 1\uff1a\u660e\u786e\u76d1\u63a7\u76ee\u6807\u4e0e\u6307\u6807\u4f18\u5148\u7ea7<\/strong><\/h4>\n<ul>\n<li><strong>\u4e1a\u52a1\u5173\u952e\u8def\u5f84<\/strong>\uff1a\u4f18\u5148\u76d1\u63a7\u76f4\u63a5\u5f71\u54cd\u8425\u6536\u7684\u6838\u5fc3\u529f\u80fd\uff08\u5982\u652f\u4ed8\u3001\u641c\u7d22\uff09\u3002\n<\/li>\n<li><strong>\u6280\u672f\u5173\u952e\u5c42\u7ea7<\/strong>\uff1a\u8986\u76d6\u57fa\u7840\u8bbe\u65bd\uff08CPU\/\u5185\u5b58\uff09\u3001\u4e2d\u95f4\u4ef6\uff08\u6570\u636e\u5e93\u3001\u6d88\u606f\u961f\u5217\uff09\u3001\u5e94\u7528\u4ee3\u7801\uff08API\u54cd\u5e94\u65f6\u95f4\uff09\u3001\u7528\u6237\u4f53\u9a8c\uff08\u7aef\u5230\u7aef\u5ef6\u8fdf\uff09\u56db\u4e2a\u7ef4\u5ea6\u3002\n<\/li>\n<\/ul>\n<h4 id=\"step-2-\u9009\u62e9\u9002\u914d\u7684apm\u5de5\u5177\"><strong>Step 2\uff1a\u9009\u62e9\u9002\u914d\u7684APM\u5de5\u5177<\/strong><\/h4>\n<ul>\n<li><strong>\u5f00\u6e90\u65b9\u6848<\/strong>\uff1a\u5982<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">SkyWalking<\/a>\u3001Prometheus\u9002\u5408\u6280\u672f\u50a8\u5907\u8f83\u5f3a\u7684\u56e2\u961f\uff0c\u9700\u81ea\u4e3b\u642d\u5efa\u6570\u636e\u7ba1\u9053\u4e0e\u544a\u8b66\u89c4\u5219\u3002\n<\/li>\n<li><strong>\u5546\u4e1a\u65b9\u6848<\/strong>\uff1a\u5982Dynatrace\u3001New Relic\u63d0\u4f9b\u5f00\u7bb1\u5373\u7528\u7684\u5168\u6808\u76d1\u63a7\u80fd\u529b\uff0c\u652f\u6301\u4e91\u539f\u751f\u73af\u5883\u7684\u81ea\u52a8\u53d1\u73b0\u4e0e\u62d3\u6251\u6620\u5c04\u3002\n<\/li>\n<\/ul>\n<h4 id=\"step-3-\u90e8\u7f72\u63a2\u9488\u4e0e\u6570\u636e\u96c6\u6210\"><strong>Step 3\uff1a\u90e8\u7f72\u63a2\u9488\u4e0e\u6570\u636e\u96c6\u6210<\/strong><\/h4>\n<ul>\n<li><strong>\u65e0\u4fb5\u5165\u5f0f\u63a2\u9488<\/strong>\uff1a\u901a\u8fc7\u5bb9\u5668Sidecar\u6216\u670d\u52a1\u7f51\u683c\uff08\u5982Istio\uff09\u91c7\u96c6\u6570\u636e\uff0c\u907f\u514d\u4ee3\u7801\u4fee\u6539\u3002\n<\/li>\n<li><strong>\u65e5\u5fd7\u7edf\u4e00\u7ba1\u7406<\/strong>\uff1a\u5c06APM\u6570\u636e\u4e0eELK\uff08Elasticsearch\u3001Logstash\u3001Kibana\uff09\u6808\u6574\u5408\uff0c\u5b9e\u73b0\u4e0a\u4e0b\u6587\u5173\u8054\u5206\u6790\u3002\n<\/li>\n<\/ul>\n<h4 id=\"step-4-\u5efa\u7acb\u667a\u80fd\u544a\u8b66\u4e0e\u54cd\u5e94\u673a\u5236\"><strong>Step 4\uff1a\u5efa\u7acb\u667a\u80fd\u544a\u8b66\u4e0e\u54cd\u5e94\u673a\u5236<\/strong><\/h4>\n<ul>\n<li><strong>\u5206\u7ea7\u544a\u8b66\u7b56\u7565<\/strong>\uff1a\u6839\u636e\u5f71\u54cd\u8303\u56f4\u8bbe\u7f6e\u4e0d\u540c\u4f18\u5148\u7ea7\uff08\u5982P0\u7ea7\uff1a\u5168\u7ad9\u4e0d\u53ef\u7528\uff1bP1\u7ea7\uff1a\u6838\u5fc3\u529f\u80fd\u964d\u7ea7\uff09\u3002\n<\/li>\n<li><strong>\u81ea\u52a8\u5316\u54cd\u5e94<\/strong>\uff1a\u4e0e\u8fd0\u7ef4\u7f16\u6392\u5de5\u5177\uff08\u5982Ansible\u3001Rundeck\uff09\u96c6\u6210\uff0c\u5b9e\u73b0\u6545\u969c\u81ea\u6108\uff08\u5982\u91cd\u542f\u670d\u52a1\u3001\u5207\u6362\u5907\u4efd\u96c6\u7fa4\uff09\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u56db-\u907f\u514d\u5e38\u89c1\u8bef\u533a-\u4ece\u5de5\u5177\u5230\u4ef7\u503c\u7684\u8de8\u8d8a\">\u56db\u3001<strong>\u907f\u514d\u5e38\u89c1\u8bef\u533a\uff1a\u4ece\u5de5\u5177\u5230\u4ef7\u503c\u7684\u8de8\u8d8a<\/strong><\/h3>\n<ol>\n<li><strong>\u76f2\u76ee\u8ffd\u6c42\u201c\u5168\u91cf\u76d1\u63a7\u201d<\/strong>\uff1a\u76d1\u63a7\u6307\u6807\u8fc7\u591a\u4f1a\u5bfc\u81f4\u566a\u97f3\u5e72\u6270\u3002\u5efa\u8bae\u9075\u5faa\u201c\u4e8c\u516b\u6cd5\u5219\u201d\u2014\u201420%\u7684\u6838\u5fc3\u6307\u6807\u8986\u76d680%\u7684\u98ce\u9669\u573a\u666f\u3002\n<\/li>\n<li><strong>\u5ffd\u89c6\u4e1a\u52a1\u4e0a\u4e0b\u6587<\/strong>\uff1a\u8131\u79bb\u4e1a\u52a1\u76ee\u6807\u7684\u6027\u80fd\u6570\u636e\u6beb\u65e0\u610f\u4e49\u3002\u9700\u5efa\u7acb\u201c\u6280\u672f\u6307\u6807\u2192\u7528\u6237\u4f53\u9a8c\u2192\u5546\u4e1a\u7ed3\u679c\u201d\u7684\u5173\u8054\u6a21\u578b\u3002\n<\/li>\n<li><strong>\u7f3a\u4e4f\u6301\u7eed\u4f18\u5316<\/strong>\uff1aAPM\u4e0d\u662f\u4e00\u6b21\u6027\u9879\u76ee\uff0c\u9700\u5b9a\u671f\u590d\u76d8\u76d1\u63a7\u6548\u679c\u3002\u4f8b\u5982\uff0c\u67d0\u793e\u4ea4\u5e73\u53f0\u6bcf\u5b63\u5ea6\u4f1a\u6839\u636e\u7528\u6237\u884c\u4e3a\u53d8\u5316\uff0c\u52a8\u6001\u8c03\u6574\u6027\u80fd\u57fa\u7ebf\u9608\u503c\u3002\n<\/li>\n<\/ol>\n<hr>\n<h3 id=\"\u4e94-\u672a\u6765\u8d8b\u52bf-ai\u9a71\u52a8\u7684\u667a\u80fd\u76d1\u63a7\">\u4e94\u3001<strong>\u672a\u6765\u8d8b\u52bf\uff1aAI\u9a71\u52a8\u7684\u667a\u80fd\u76d1\u63a7<\/strong><\/h3>\n<p>\u968f\u7740AIOps\u6280\u672f\u7684\u6210\u719f\uff0cAPM\u6b63\u4ece\u201c\u76d1\u63a7\u201d\u5411\u201c\u9884\u6d4b\u201d\u6f14\u8fdb\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li><strong>\u5f02\u5e38\u9884\u6d4b<\/strong>\uff1a\u57fa\u4e8e\u65f6\u95f4\u5e8f\u5217\u5206\u6790\uff0c\u63d0\u524d48\u5c0f\u65f6\u9884\u8b66\u670d\u52a1\u5668\u8d44\u6e90\u8017\u5c3d\u98ce\u9669\u3002\n<\/li>\n<li><strong>\u6839\u56e0\u5b9a\u4f4d<\/strong>\uff1a\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u81ea\u52a8\u5173\u8054\u65e5\u5fd7\u3001\u6307\u6807\u3001\u62d3\u6251\u6570\u636e\uff0c\u5c06\u6545\u969c\u5b9a\u4f4d\u65f6\u95f4\u4ece\u5c0f\u65f6\u7ea7\u7f29\u77ed\u81f3\u5206\u949f\u7ea7\u3002\n<\/li>\n<li><strong>\u81ea\u52a8\u5316\u4f18\u5316<\/strong>\uff1a\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u52a8\u6001\u8c03\u6574\u8d1f\u8f7d\u5747\u8861\u7b56\u7565\u6216\u6570\u636e\u5e93\u7d22\u5f15\uff0c\u5b9e\u73b0\u201c\u96f6\u63a5\u89e6\u201d\u6027\u80fd\u8c03\u4f18\u3002\n<\/li>\n<\/ul>\n<p><em>IDC\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c60%\u7684\u4f01\u4e1a\u5c06\u91c7\u7528AI\u589e\u5f3a\u578bAPM\u5de5\u5177\uff0c\u8fd0\u7ef4\u6548\u7387\u63d0\u534750%\u4ee5\u4e0a\u3002<\/em><\/p>\n<hr>\n<p><strong>\u5199\u5728\u6700\u540e<\/strong><br 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