{"id":34195,"date":"2025-03-10T16:51:22","date_gmt":"2025-03-10T08:51:22","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=34195"},"modified":"2025-03-10T16:51:22","modified_gmt":"2025-03-10T08:51:22","slug":"%e4%ba%91%e5%8e%9f%e7%94%9fapm%e5%a6%82%e4%bd%95%e8%af%86%e5%88%ab%e5%92%8c%e8%a7%a3%e5%86%b3%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\/34195.html","title":{"rendered":"\u4e91\u539f\u751fAPM\u5982\u4f55\u8bc6\u522b\u548c\u89e3\u51b3\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\/03\/B1qXGJ.jpg\" alt=\"\u4e91\u539f\u751fAPM\u5982\u4f55\u8bc6\u522b\u548c\u89e3\u51b3\u6027\u80fd\u74f6\u9888\uff1f\" ><\/p>\n<\/p>\n<p><strong>\u524d\u8a00<\/strong><br \/>\n\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u7eb7\u7eb7\u62e5\u62b1\u4e91\u539f\u751f\u67b6\u6784\u4ee5\u5b9e\u73b0\u654f\u6377\u5f00\u53d1\u4e0e\u5f39\u6027\u6269\u5c55\u3002\u7136\u800c\uff0c\u968f\u7740\u5fae\u670d\u52a1\u3001\u5bb9\u5668\u5316\u4ee5\u53ca\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u666e\u53ca\uff0c\u5e94\u7528\u6027\u80fd\u95ee\u9898\u53d8\u5f97\u6108\u53d1\u590d\u6742\uff1a\u4e00\u6b21\u7528\u6237\u8bf7\u6c42\u53ef\u80fd\u8de8\u8d8a\u6570\u5341\u4e2a\u670d\u52a1\u8282\u70b9\uff0c\u8d44\u6e90\u52a8\u6001\u8c03\u5ea6\u5bfc\u81f4\u74f6\u9888\u96be\u4ee5\u5b9a\u4f4d\uff0c\u77ac\u65f6\u6d41\u91cf\u6fc0\u589e\u5f15\u53d1\u8fde\u9501\u6545\u969c\u2026\u2026\u8fd9\u4e9b\u95ee\u9898\u8ba9\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u675f\u624b\u65e0\u7b56\u3002<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>\u6b63\u662f\u5728\u8fd9\u4e00\u80cc\u666f\u4e0b\u5d1b\u8d77\uff0c\u5b83\u4e0d\u4ec5\u662f\u6027\u80fd\u7684\u201c\u542c\u8bca\u5668\u201d\uff0c\u66f4\u662f\u4e00\u628a\u80fd\u591f\u7cbe\u51c6\u89e3\u5256\u7cfb\u7edf\u5065\u5eb7\u72b6\u6001\u7684\u201c\u624b\u672f\u5200\u201d\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u4e91\u539f\u751fAPM\u5982\u4f55\u901a\u8fc7<strong>\u5168\u94fe\u8def\u8ffd\u8e2a\u3001\u667a\u80fd<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\u3001\u52a8\u6001\u57fa\u7ebf\u9884\u8b66<\/strong>\u4e09\u5927\u6838\u5fc3\u80fd\u529b\uff0c\u5e2e\u52a9\u4f01\u4e1a\u4ece\u6d77\u91cf\u6570\u636e\u4e2d\u62bd\u4e1d\u5265\u8327\uff0c\u5b9e\u73b0\u6027\u80fd\u74f6\u9888\u7684\u5feb\u901f\u8bc6\u522b\u4e0e\u6839\u6cbb\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u4e91\u539f\u751f\u73af\u5883\u4e0b\u7684\u6027\u80fd\u6311\u6218-\u4e3a\u4ec0\u4e48\u9700\u8981apm\"><strong>\u4e00\u3001\u4e91\u539f\u751f\u73af\u5883\u4e0b\u7684\u6027\u80fd\u6311\u6218\uff1a\u4e3a\u4ec0\u4e48\u9700\u8981APM\uff1f<\/strong><\/h3>\n<p>\u4e91\u539f\u751f\u67b6\u6784\u7684<strong>\u5f39\u6027\u4f38\u7f29<\/strong>\u3001<strong>\u670d\u52a1\u7f51\u683c\u5316<\/strong>\u7279\u6027\u5728\u63d0\u5347\u7075\u6d3b\u6027\u7684\u540c\u65f6\uff0c\u4e5f\u5e26\u6765\u4e86\u65b0\u7684\u76d1\u63a7\u76f2\u533a\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li><strong>\u52a8\u6001\u73af\u5883\u5bfc\u81f4\u6307\u6807\u6ce2\u52a8\u5267\u70c8<\/strong>\uff1a\u5bb9\u5668\u751f\u547d\u5468\u671f\u77ed\uff08\u5982K8s Pod\u5e73\u5747\u5b58\u6d3b\u65f6\u95f4\u4e0d\u8db32\u5929\uff09\uff0c\u4f20\u7edf\u57fa\u4e8e\u9759\u6001IP\u7684\u76d1\u63a7\u65b9\u5f0f\u5931\u6548\uff1b\n<\/li>\n<li><strong>\u4f9d\u8d56\u5173\u7cfb\u590d\u6742<\/strong>\uff1a\u4e00\u6b21\u7535\u5546\u4e0b\u5355\u64cd\u4f5c\u53ef\u80fd\u8c03\u7528\u652f\u4ed8\u3001\u5e93\u5b58\u3001\u7269\u6d41\u7b49\u5fae\u670d\u52a1\uff0c\u8de8\u670d\u52a1\u7684\u5ef6\u8fdf\u7d2f\u52a0\u76f4\u63a5\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\uff1b\n<\/li>\n<li><strong>\u8d44\u6e90\u7ade\u4e89\u9690\u853d<\/strong>\uff1a\u5171\u4eab\u96c6\u7fa4\u4e2d\u67d0\u5e94\u7528\u8fc7\u5ea6\u5360\u7528CPU\/\u5185\u5b58\uff0c\u53ef\u80fd\u201c\u6084\u65e0\u58f0\u606f\u201d\u5730\u62d6\u57ae\u76f8\u90bb\u670d\u52a1\u3002\n<\/li>\n<\/ul>\n<p>Gartner\u7814\u7a76\u6307\u51fa\uff0c<strong>75%\u7684\u4e91\u539f\u751f\u5e94\u7528\u6545\u969c\u6e90\u4e8e\u4e0a\u4e0b\u6e38\u4f9d\u8d56\u5f02\u5e38<\/strong>\uff0c\u800c\u4ec5\u4f9d\u8d56\u57fa\u7840\u8d44\u6e90\u76d1\u63a7\uff08\u5982CPU\/\u5185\u5b58\u4f7f\u7528\u7387\uff09\u7684\u4f01\u4e1a\uff0c\u5e73\u5747\u6545\u969c\u4fee\u590d\u65f6\u95f4\uff08MTTR\uff09\u6bd4\u91c7\u7528APM\u5de5\u5177\u7684\u4f01\u4e1a\u9ad8\u51fa3\u500d\u4ee5\u4e0a\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u4e91\u539f\u751fapm\u7684\u6838\u5fc3\u80fd\u529b-\u4ece\u6570\u636e\u91c7\u96c6\u5230\u667a\u80fd\u6d1e\u5bdf\"><strong>\u4e8c\u3001\u4e91\u539f\u751fAPM\u7684\u6838\u5fc3\u80fd\u529b\uff1a\u4ece\u6570\u636e\u91c7\u96c6\u5230\u667a\u80fd\u6d1e\u5bdf<\/strong><\/h3>\n<h4 id=\"1-\u5168\u6808\u6307\u6807\u91c7\u96c6-\u6784\u5efa\u6027\u80fd\u6570\u636e-\u5168\u666f\u56fe\"><strong>1. \u5168\u6808\u6307\u6807\u91c7\u96c6\uff1a\u6784\u5efa\u6027\u80fd\u6570\u636e\u201c\u5168\u666f\u56fe\u201d<\/strong><\/h4>\n<p>\u4e91\u539f\u751fAPM\u901a\u8fc7<strong>\u65e0\u4fb5\u5165\u5f0f\u63a2\u9488<\/strong>\u81ea\u52a8\u6293\u53d6\u56db\u5c42\u6570\u636e\uff1a<\/p>\n<ul>\n<li><strong>\u57fa\u7840\u8bbe\u65bd\u5c42<\/strong>\uff1a\u5bb9\u5668\/Pod\u7684CPU\u3001\u5185\u5b58\u3001\u7f51\u7edcI\/O\uff1b\n<\/li>\n<li><strong>\u8fd0\u884c\u65f6\u73af\u5883<\/strong>\uff1aJVM\u5806\u6808\u3001GC\u9891\u7387\u3001Python\u89e3\u91ca\u5668\u72b6\u6001\uff1b\n<\/li>\n<li><strong>\u5e94\u7528\u903b\u8f91\u5c42<\/strong>\uff1aAPI\u54cd\u5e94\u65f6\u95f4\u3001SQL\u6267\u884c\u6548\u7387\u3001\u7f13\u5b58\u547d\u4e2d\u7387\uff1b\n<\/li>\n<li><strong>\u7528\u6237\u4f53\u9a8c\u5c42<\/strong>\uff1a\u524d\u7aef\u9875\u9762\u52a0\u8f7d\u8017\u65f6\u3001\u79fb\u52a8\u7aefANR\uff08\u5e94\u7528\u65e0\u54cd\u5e94\uff09\u7387\u3002\n<\/li>\n<\/ul>\n<p>\u4ee5\u67d0\u5934\u90e8\u7535\u5546\u5e73\u53f0\u4e3a\u4f8b\uff0c\u5176APM\u7cfb\u7edf\u901a\u8fc7<strong>OpenTelemetry\u6807\u51c6<\/strong>\u5bf9\u63a52000+\u5fae\u670d\u52a1\uff0c\u6bcf\u65e5\u5904\u7406\u8d85\u8fc750TB\u7684\u8de8\u5ea6\uff08Span\uff09\u6570\u636e\uff0c\u4f7f\u5f97\u4ece\u7528\u6237\u70b9\u51fb\u5230\u6570\u636e\u5e93\u5199\u5165\u7684\u5b8c\u6574\u94fe\u8def\u53ef\u8ffd\u6eaf\u3002<\/p>\n<h4 id=\"2-\u5206\u5e03\u5f0f\u8ffd\u8e2a-\u5b9a\u4f4d-\u7f6a\u9b41\u7978\u9996-\u670d\u52a1\"><strong>2. <a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\uff1a\u5b9a\u4f4d\u201c\u7f6a\u9b41\u7978\u9996\u201d\u670d\u52a1<\/strong><\/h4>\n<p>\u5f53\u8ba2\u5355\u652f\u4ed8\u8d85\u65f6\u544a\u8b66\u89e6\u53d1\u65f6\uff0c\u4f20\u7edf\u65b9\u5f0f\u9700\u8981\u8fd0\u7ef4\u4eba\u5458\u9010\u5c42\u6392\u67e5Nginx\u65e5\u5fd7\u3001\u5e94\u7528\u670d\u52a1\u5668\u3001\u6570\u636e\u5e93\u3002\u800c\u4e91\u539f\u751fAPM\u7684<strong>TraceID\u4e32\u8054\u6280\u672f<\/strong>\u80fd\u5728\u79d2\u7ea7\u5b9a\u4f4d\u95ee\u9898\uff1a<\/p>\n<ul>\n<li><strong>\u706b\u7130\u56fe\u53ef\u89c6\u5316<\/strong>\uff1a\u5c55\u793a\u5404\u670d\u52a1\u8c03\u7528\u8017\u65f6\u5360\u6bd4\uff0c\u5feb\u901f\u8bc6\u522b\u5f02\u5e38\u8282\u70b9\uff08\u5982\u67d0\u4e2a\u5546\u54c1\u670d\u52a1\u54cd\u5e94\u65f6\u95f4\u7a81\u589e300ms\uff09\uff1b\n<\/li>\n<li><strong>\u667a\u80fd\u6807\u8bb0\u6162\u8c03\u7528<\/strong>\uff1a\u7ed3\u5408\u5386\u53f2\u57fa\u7ebf\uff0c\u81ea\u52a8\u6807\u6ce8\u54cd\u5e94\u65f6\u95f4\u8d85\u8fc7P99\u9608\u503c\u7684\u8bf7\u6c42\uff1b\n<\/li>\n<li><strong>\u8de8\u670d\u52a1\u4f9d\u8d56\u5206\u6790<\/strong>\uff1a\u901a\u8fc7\u62d3\u6251\u56fe\u53d1\u73b0\u9690\u85cf\u7684\u5faa\u73af\u8c03\u7528\uff08\u5982\u670d\u52a1A\u2192B\u2192C\u2192A\uff09\u3002\n<\/li>\n<\/ul>\n<p>\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u901a\u8fc7\u5f15\u5165<strong>\u52a8\u6001\u91c7\u6837\u6280\u672f<\/strong>\uff0c\u5728\u4fdd\u8bc1\u5173\u952e\u4e1a\u52a1\u94fe\u8def100%\u8ffd\u8e2a\u7684\u540c\u65f6\uff0c\u5c06\u5b58\u50a8\u6210\u672c\u964d\u4f4e60%\u3002<\/p>\n<h4 id=\"3-\u6839\u56e0\u5206\u6790-rca-\u4ece\u73b0\u8c61\u5230\u672c\u8d28\u7684\u63a8\u7406\u5f15\u64ce\"><strong>3. <a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\uff08RCA\uff09\uff1a\u4ece\u73b0\u8c61\u5230\u672c\u8d28\u7684\u63a8\u7406\u5f15\u64ce<\/strong><\/h4>\n<p>\u5f53\u7cfb\u7edf\u51fa\u73b0CPU\u5c16\u5cf0\u65f6\uff0c\u53ef\u80fd\u662f\u4ee3\u7801\u7f3a\u9677\u3001\u914d\u7f6e\u9519\u8bef\u6216\u8d44\u6e90\u4e0d\u8db3\u5bfc\u81f4\u3002\u4e91\u539f\u751fAPM\u7684<strong>AI\u63a8\u7406\u5f15\u64ce<\/strong>\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u5b9a\u4f4d\u6839\u56e0\uff1a<\/p>\n<ol>\n<li><strong>\u5173\u8054\u5206\u6790<\/strong>\uff1a\u5c06\u540c\u4e00\u65f6\u95f4\u6bb5\u7684JVM Full GC\u65e5\u5fd7\u3001\u7ebf\u7a0b\u6c60\u961f\u5217\u5806\u79ef\u6570\u3001Kafka\u6d88\u8d39\u5ef6\u8fdf\u7b49\u6307\u6807\u5173\u8054\uff1b\n<\/li>\n<li><strong>\u6a21\u5f0f\u8bc6\u522b<\/strong>\uff1a\u5bf9\u6bd4\u5386\u53f2\u6545\u969c\u7279\u5f81\u5e93\uff08\u5982\u5185\u5b58\u6cc4\u6f0f\u901a\u5e38\u4f34\u968fOld\u533a\u6301\u7eed\u589e\u957f\uff09\uff1b\n<\/li>\n<li><strong>\u5b9e\u65f6\u5f52\u56e0<\/strong>\uff1a\u8f93\u51fa\u6982\u7387\u5316\u7ed3\u8bba\uff08\u5982\u201c83%\u7684\u53ef\u80fd\u6027\u662f\u7f13\u5b58\u7a7f\u900f\u5bfc\u81f4\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u8017\u5c3d\u201d\uff09\u3002\n<\/li>\n<\/ol>\n<p>\u5b9e\u8df5\u4e2d\uff0c\u67d0\u89c6\u9891\u6d41\u5a92\u4f53\u5e73\u53f0\u901a\u8fc7\u8be5\u6280\u672f\u5c06\u6545\u969c\u5b9a\u4f4d\u65f6\u95f4\u4ece\u5c0f\u65f6\u7ea7\u7f29\u77ed\u81f35\u5206\u949f\u5185\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u6027\u80fd\u74f6\u9888\u7834\u89e3\u5b9e\u6218-\u4ece\u8bc6\u522b\u5230\u4f18\u5316\"><strong>\u4e09\u3001\u6027\u80fd\u74f6\u9888\u7834\u89e3\u5b9e\u6218\uff1a\u4ece\u8bc6\u522b\u5230\u4f18\u5316<\/strong><\/h3>\n<h4 id=\"\u573a\u666f1-\u6570\u636e\u5e93\u6162\u67e5\u8be2\u5f15\u53d1\u7684\u96ea\u5d29\u6548\u5e94\"><strong>\u573a\u666f1\uff1a\u6570\u636e\u5e93\u6162\u67e5\u8be2\u5f15\u53d1\u7684\u96ea\u5d29\u6548\u5e94<\/strong><\/h4>\n<ul>\n<li><strong>\u73b0\u8c61<\/strong>\uff1a\u67d0\u793e\u4ea4\u5e94\u7528\u665a\u95f4\u9ad8\u5cf0\u65f6\u6bb5\u51fa\u73b0\u5927\u91cf504\u8d85\u65f6\u9519\u8bef\u3002\n<\/li>\n<li><strong>APM\u8bca\u65ad<\/strong>\uff1a\n<\/li>\n<li>\u8ffd\u8e2a\u663e\u793a90%\u7684\u5ef6\u8fdf\u96c6\u4e2d\u5728\u7528\u6237\u52a8\u6001\u67e5\u8be2\u63a5\u53e3\uff1b\n<\/li>\n<li>SQL\u5206\u6790\u53d1\u73b0\u4e00\u6761\u672a\u4f7f\u7528\u7d22\u5f15\u7684<code>SELECT * FROM feeds WHERE uid=xx ORDER BY time DESC LIMIT 100<\/code>\u8bed\u53e5\uff0c\u5355\u6b21\u6267\u884c\u8017\u65f61.2\u79d2\uff1b\n<\/li>\n<li>\u8fdb\u4e00\u6b65\u5173\u8054MySQL\u76d1\u63a7\uff0c\u53d1\u73b0\u78c1\u76d8IOPS\u5df2\u8fbe\u4e0a\u9650\u3002\n<\/li>\n<li><strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a\n<\/li>\n<li>\u7d27\u6025\u4f18\u5316SQL\uff0c\u6dfb\u52a0\u590d\u5408\u7d22\u5f15\uff08uid+time\uff09\uff1b\n<\/li>\n<li>\u542f\u7528\u67e5\u8be2\u7f13\u5b58\uff0c\u5c06\u70ed\u95e8\u7528\u6237\u6570\u636e\u9884\u8f7d\u81f3Redis\uff1b\n<\/li>\n<li>\u8c03\u6574\u6570\u636e\u5e93\u5b9e\u4f8b\u89c4\u683c\uff0c\u589e\u52a0IO\u541e\u5410\u80fd\u529b\u3002\n<\/li>\n<\/ul>\n<h4 id=\"\u573a\u666f2-\u7ebf\u7a0b\u6c60\u914d\u7f6e\u4e0d\u5f53\u5bfc\u81f4\u7684\u8d44\u6e90\u67af\u7aed\"><strong>\u573a\u666f2\uff1a\u7ebf\u7a0b\u6c60\u914d\u7f6e\u4e0d\u5f53\u5bfc\u81f4\u7684\u8d44\u6e90\u67af\u7aed<\/strong><\/h4>\n<ul>\n<li><strong>\u73b0\u8c61<\/strong>\uff1a\u67d0\u652f\u4ed8\u7f51\u5173\u5728\u4fc3\u9500\u671f\u95f4\u9891\u7e41\u51fa\u73b0\u201c\u7cfb\u7edf\u7e41\u5fd9\u201d\u63d0\u793a\u3002\n<\/li>\n<li><strong>APM\u6d1e\u5bdf<\/strong>\uff1a\n<\/li>\n<li>\u7ebf\u7a0b\u6c60\u76d1\u63a7\u663e\u793a\u6838\u5fc3\u7ebf\u7a0b\u6570\u88ab\u8bbe\u7f6e\u4e3a\u56fa\u5b9a50\uff0c\u961f\u5217\u5bb9\u91cf100\uff1b\n<\/li>\n<li>\u6d41\u91cf\u7a81\u589e\u65f6\uff0c\u7ebf\u7a0b\u7b49\u5f85\u65f6\u95f4\u8d85\u8fc7200ms\uff0c\u89e6\u53d1\u7194\u65ad\u673a\u5236\uff1b\n<\/li>\n<li>\u4e0b\u6e38\u670d\u52a1\u54cd\u5e94\u65f6\u95f4P95\u4ece50ms\u4e0a\u5347\u81f3800ms\u3002\n<\/li>\n<li><strong>\u4f18\u5316\u63aa\u65bd<\/strong>\uff1a\n<\/li>\n<li>\u6539\u7528\u52a8\u6001\u7ebf\u7a0b\u6c60\uff08\u5982Hystrix\uff09\uff0c\u5141\u8bb8\u6700\u5927\u7ebf\u7a0b\u6570\u6269\u5c55\u81f3200\uff1b\n<\/li>\n<li>\u5f15\u5165<strong>\u5f39\u6027\u961f\u5217<\/strong>\uff0c\u6839\u636e\u8d1f\u8f7d\u81ea\u52a8\u8c03\u6574\u961f\u5217\u957f\u5ea6\uff1b\n<\/li>\n<li>\u5bf9\u4e0b\u6e38\u670d\u52a1\u5b9e\u65bd<strong>\u5e76\u53d1\u5ea6\u63a7\u5236<\/strong>\uff0c\u907f\u514d\u7ea7\u8054\u8fc7\u8f7d\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u56db-\u4e91\u539f\u751fapm\u7684\u672a\u6765-aiops\u4e0e\u53ef\u89c2\u6d4b\u6027\u878d\u5408\"><strong>\u56db\u3001\u4e91\u539f\u751fAPM\u7684\u672a\u6765\uff1aAIOps\u4e0e\u53ef\u89c2\u6d4b\u6027\u878d\u5408<\/strong><\/h3>\n<p>\u968f\u7740<strong>Prometheus+Grafana+Jaeger<\/strong>\u7ec4\u6210\u7684\u53ef\u89c2\u6d4b\u6027\u4f53\u7cfb\u6210\u4e3a\u6807\u914d\uff0c\u4e91\u539f\u751fAPM\u6b63\u671d\u7740\u66f4\u667a\u80fd\u7684\u65b9\u5411\u6f14\u8fdb\uff1a<\/p>\n<ul>\n<li><strong>\u9884\u6d4b\u6027\u9632\u62a4<\/strong>\uff1a\u57fa\u4e8e\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\uff08\u5982Prophet\u7b97\u6cd5\uff09\u63d0\u524d\u6269\u5bb9\u8d44\u6e90\uff1b\n<\/li>\n<li><strong>\u81ea\u52a8\u5316\u4fee\u590d<\/strong>\uff1a\u4e0eKubernetes Operator\u96c6\u6210\uff0c\u5b9e\u73b0\u201c\u68c0\u6d4b-\u5206\u6790-\u6269\u5bb9-\u56de\u6eda\u201d\u95ed\u73af\uff1b\n<\/li>\n<li><strong>BizDevOps\u534f\u540c<\/strong>\uff1a\u5c06APM\u6570\u636e\u5d4c\u5165CI\/CD\u6d41\u6c34\u7ebf\uff0c\u5728\u4ee3\u7801\u63d0\u4ea4\u9636\u6bb5\u62e6\u622a\u6027\u80fd\u53cd\u6a21\u5f0f\uff08\u5982N+1\u67e5\u8be2\uff09\u3002\n<\/li>\n<\/ul>\n<p>\u636eIDC\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c<strong>60%\u7684\u4f01\u4e1a\u5c06\u901a\u8fc7AI\u9a71\u52a8\u7684APM\u5de5\u5177\u5b9e\u73b0\u65e0\u4eba\u503c\u5b88\u6545\u969c\u4fee\u590d<\/strong>\uff0c\u4ece\u800c\u5c06\u8fd0\u7ef4\u6548\u7387\u63d0\u5347\u81f3\u65b0\u7684\u7ef4\u5ea6\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 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