{"id":33220,"date":"2025-03-04T11:45:46","date_gmt":"2025-03-04T03:45:46","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=33220"},"modified":"2025-03-04T11:45:46","modified_gmt":"2025-03-04T03:45:46","slug":"%e5%a6%82%e4%bd%95%e9%80%9a%e8%bf%87%e5%85%a8%e6%99%af%e6%80%a7%e8%83%bd%e7%9b%91%e6%8e%a7%e4%bc%98%e5%8c%96%e6%9c%8d%e5%8a%a1%e5%99%a8%e8%b5%84%e6%ba%90%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/33220.html","title":{"rendered":"\u5982\u4f55\u901a\u8fc7\u5168\u666f\u6027\u80fd\u76d1\u63a7\u4f18\u5316\u670d\u52a1\u5668\u8d44\u6e90\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/aonknXe.jpg\" alt=\"\u5982\u4f55\u901a\u8fc7\u5168\u666f\u6027\u80fd\u76d1\u63a7\u4f18\u5316\u670d\u52a1\u5668\u8d44\u6e90\uff1f\" ><\/p>\n<\/p>\n<p><strong>\u524d\u8a00<\/strong><br \/>\n\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u670d\u52a1\u5668\u8d44\u6e90\u7684\u9ad8\u6548\u5229\u7528\u5df2\u6210\u4e3a\u4f01\u4e1a\u6280\u672f\u7ade\u4e89\u529b\u7684\u6838\u5fc3\u6307\u6807\u3002\u7136\u800c\uff0c\u8bb8\u591a\u8fd0\u7ef4\u56e2\u961f\u9762\u4e34\u4e00\u4e2a\u5171\u540c\u7684\u75db\u70b9\uff1a<strong>\u8d44\u6e90\u6d6a\u8d39\u4e0e\u6027\u80fd\u74f6\u9888\u5e76\u5b58<\/strong>\u3002\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u5f80\u5f80\u5c40\u9650\u4e8e\u5355\u4e00\u6307\u6807\u6216\u5c40\u90e8\u89c6\u89d2\uff0c\u5bfc\u81f4\u201c\u76f2\u4eba\u6478\u8c61\u201d\u5f0f\u7684\u51b3\u7b56\u3002\u5982\u4f55\u6253\u7834\u6570\u636e\u5b64\u5c9b\uff0c\u5b9e\u73b0\u8d44\u6e90\u7684\u5168\u5c40\u4f18\u5316\uff1f\u7b54\u6848\u6216\u8bb8\u85cf\u5728<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u666f\u6027\u80fd\u76d1\u63a7<\/a>\uff08Full-Stack Performance Monitoring\uff09<\/strong>\u7684\u7406\u5ff5\u4e2d\u2014\u2014\u901a\u8fc7\u5168\u94fe\u8def\u3001\u591a\u7ef4\u5ea6\u7684\u6570\u636e\u6d1e\u5bdf\uff0c\u8ba9\u6bcf\u4e00\u4efd\u7b97\u529b\u90fd\u7269\u5c3d\u5176\u7528\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u5168\u666f\u6027\u80fd\u76d1\u63a7-\u4ece-\u788e\u7247\u5316-\u5230-\u4e00\u4f53\u5316-\u7684\u8fdb\u5316\">\u4e00\u3001<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u666f\u6027\u80fd\u76d1\u63a7<\/a>\uff1a\u4ece\u201c\u788e\u7247\u5316\u201d\u5230\u201c\u4e00\u4f53\u5316\u201d\u7684\u8fdb\u5316<\/strong><\/h3>\n<p>\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u901a\u5e38\u805a\u7126\u4e8eCPU\u3001\u5185\u5b58\u3001\u78c1\u76d8\u7b49\u786c\u4ef6\u6307\u6807\uff0c\u6216\u5355\u72ec\u5206\u6790\u5e94\u7528\u5c42\u7684\u54cd\u5e94\u65f6\u95f4\u3002\u8fd9\u79cd\u5272\u88c2\u7684\u89c6\u89d2\u5bb9\u6613\u5ffd\u7565<strong>\u8d44\u6e90\u95f4\u7684\u5173\u8054\u6027<\/strong>\u3002\u4f8b\u5982\uff0c\u6570\u636e\u5e93\u67e5\u8be2\u7f13\u6162\u53ef\u80fd\u662f\u7531\u4e8e\u5185\u5b58\u4e0d\u8db3\uff0c\u800c\u5185\u5b58\u4e0d\u8db3\u7684\u80cc\u540e\u53ef\u80fd\u9690\u85cf\u7740\u672a\u4f18\u5316\u7684\u4ee3\u7801\u903b\u8f91\u3002<\/p>\n<p><strong>\u5168\u666f\u6027\u80fd\u76d1\u63a7\u7684\u6838\u5fc3<\/strong>\u5728\u4e8e\u6574\u5408\u4e09\u4e2a\u7ef4\u5ea6\uff1a<\/p>\n<ol>\n<li><strong>\u57fa\u7840\u8bbe\u65bd\u5c42<\/strong>\uff1a\u670d\u52a1\u5668\u786c\u4ef6\u3001\u7f51\u7edc\u5e26\u5bbd\u3001\u5b58\u50a8IO\u7684\u5b9e\u65f6\u72b6\u6001\uff1b\n<\/li>\n<li><strong>\u5e94\u7528\u670d\u52a1\u5c42<\/strong>\uff1a\u5fae<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u670d\u52a1\u8c03\u7528\u94fe<\/a>\u3001API\u54cd\u5e94\u6548\u7387\u3001\u7ebf\u7a0b\u6c60\u5229\u7528\u7387\uff1b\n<\/li>\n<li><strong>\u4e1a\u52a1\u903b\u8f91\u5c42<\/strong>\uff1a\u7528\u6237\u884c\u4e3a\u8def\u5f84\u3001\u4ea4\u6613\u6210\u529f\u7387\u3001\u5173\u952e\u4e1a\u52a1\u6307\u6807\uff08\u5982\u7535\u5546\u7684\u8ba2\u5355\u8f6c\u5316\u7387\uff09\u3002\n<\/li>\n<\/ol>\n<p>\u901a\u8fc7\u8de8\u5c42\u6570\u636e\u5173\u8054\uff0c\u4f01\u4e1a\u80fd\u591f\u5feb\u901f\u5b9a\u4f4d\u201c<strong>\u6839\u56e0\u95ee\u9898<\/strong>\u201d\u3002\u4f8b\u5982\uff0c\u67d0\u7535\u5546\u5e73\u53f0\u53d1\u73b0\u4fc3\u9500\u671f\u95f4\u8ba2\u5355\u5904\u7406\u5ef6\u8fdf\uff0c\u5168\u666f\u76d1\u63a7\u7cfb\u7edf\u663e\u793a\uff1a\u524d\u7aef\u6d41\u91cf\u6fc0\u589e\u5bfc\u81f4\u8d1f\u8f7d\u5747\u8861\u4e0d\u5747\uff0c\u8fdb\u800c\u89e6\u53d1\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u8017\u5c3d\u3002\u8fd9\u79cd\u7acb\u4f53\u5316\u5206\u6790\u80fd\u529b\uff0c\u662f\u4f20\u7edf\u5de5\u5177\u96be\u4ee5\u5b9e\u73b0\u7684\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u8d44\u6e90\u4f18\u5316\u7684\u56db\u5927\u5b9e\u8df5\u8def\u5f84\">\u4e8c\u3001<strong>\u8d44\u6e90\u4f18\u5316\u7684\u56db\u5927\u5b9e\u8df5\u8def\u5f84<\/strong><\/h3>\n<h4 id=\"1-\u52a8\u6001\u8d44\u6e90\u5206\u914d-\u4ece-\u9759\u6001\u9884\u8bbe-\u5230-\u667a\u80fd\u5f39\u6027\">1. <strong>\u52a8\u6001\u8d44\u6e90\u5206\u914d\uff1a\u4ece\u201c\u9759\u6001\u9884\u8bbe\u201d\u5230\u201c\u667a\u80fd\u5f39\u6027\u201d<\/strong><\/h4>\n<p>\u670d\u52a1\u5668\u8d44\u6e90\u6d6a\u8d39\u7684\u5e38\u89c1\u573a\u666f\u662f\u201c\u8fc7\u5ea6\u914d\u7f6e\u201d\u3002\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u66fe\u4e3a\u5e94\u5bf9\u6d41\u91cf\u9ad8\u5cf0\uff0c\u957f\u671f\u9884\u755930%\u7684\u5197\u4f59\u8ba1\u7b97\u8d44\u6e90\uff0c\u4f46\u5b9e\u9645\u5229\u7528\u7387\u4e0d\u8db350%\u3002\u901a\u8fc7\u5f15\u5165<strong>\u57fa\u4e8eAI\u7684\u9884\u6d4b\u6a21\u578b<\/strong>\uff0c\u7cfb\u7edf\u80fd\u6839\u636e\u5386\u53f2\u6d41\u91cf\u3001\u8282\u5047\u65e5\u56e0\u7d20\u3001\u4e1a\u52a1\u589e\u957f\u8d8b\u52bf\uff0c\u52a8\u6001\u8c03\u6574\u4e91\u670d\u52a1\u5668\u5b9e\u4f8b\u89c4\u6a21\u3002\u7ed3\u679c\u663e\u793a\uff0c\u8d44\u6e90\u6210\u672c\u964d\u4f4e22%\uff0c\u4e14\u672a\u5f71\u54cdSLA\uff08\u670d\u52a1\u7b49\u7ea7\u534f\u8bae\uff09\u3002<\/p>\n<p><strong>\u5173\u952e\u52a8\u4f5c<\/strong>\uff1a<\/p>\n<ul>\n<li>\u5229\u7528\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u9884\u6d4b\u8d1f\u8f7d\u6ce2\u52a8\uff1b\n<\/li>\n<li>\u7ed3\u5408Kubernetes\u7b49\u5bb9\u5668\u7f16\u6392\u5de5\u5177\u5b9e\u73b0\u81ea\u52a8\u6269\u7f29\u5bb9\uff1b\n<\/li>\n<li>\u8bbe\u7f6e\u5f02\u5e38\u9608\u503c\u544a\u8b66\uff0c\u907f\u514d\u7a81\u53d1\u6d41\u91cf\u5bfc\u81f4\u7684\u96ea\u5d29\u6548\u5e94\u3002\n<\/li>\n<\/ul>\n<h4 id=\"2-\u4ee3\u7801\u7ea7\u6027\u80fd\u5256\u6790-\u63ea\u51fa-\u9690\u5f62\u6740\u624b\">2. <strong>\u4ee3\u7801\u7ea7\u6027\u80fd\u5256\u6790\uff1a\u63ea\u51fa\u201c\u9690\u5f62\u6740\u624b\u201d<\/strong><\/h4>\n<p>\u8d44\u6e90\u6d88\u8017\u7684\u5143\u51f6\u5e38\u9690\u85cf\u5728\u4ee3\u7801\u4e2d\u3002\u67d0\u89c6\u9891\u5e73\u53f0\u66fe\u56e0\u89c6\u9891\u8f6c\u7801\u670d\u52a1CPU\u5360\u7528\u7387\u8fc7\u9ad8\uff0c\u88ab\u8feb\u9891\u7e41\u6269\u5bb9\u3002\u901a\u8fc7<strong>\u5168\u94fe\u8def\u8ffd\u8e2a\u5de5\u5177\uff08\u5982OpenTelemetry\uff09<\/strong>\uff0c\u56e2\u961f\u53d1\u73b0\u67d0\u5f00\u6e90\u7f16\u89e3\u7801\u5e93\u5b58\u5728\u5185\u5b58\u6cc4\u6f0f\u95ee\u9898\u3002\u66ff\u6362\u4f18\u5316\u540e\uff0c\u5355\u8282\u70b9\u5904\u7406\u80fd\u529b\u63d0\u534740%\u3002<\/p>\n<p><strong>\u4f18\u5316\u5efa\u8bae<\/strong>\uff1a<\/p>\n<ul>\n<li>\u5728\u5173\u952e\u670d\u52a1\u4e2d\u5d4c\u5165APM\uff08\u5e94\u7528\u6027\u80fd\u76d1\u63a7\uff09\u63a2\u9488\uff1b\n<\/li>\n<li>\u5b9a\u671f\u751f\u6210\u706b\u7130\u56fe\uff08Flame Graph\uff09\uff0c\u5b9a\u4f4d\u9ad8\u8017\u80fd\u51fd\u6570\uff1b\n<\/li>\n<li>\u5bf9\u7b2c\u4e09\u65b9\u4f9d\u8d56\u5e93\u8fdb\u884c\u6027\u80fd\u8bc4\u4f30\u4e0e\u7248\u672c\u7ba1\u7406\u3002\n<\/li>\n<\/ul>\n<h4 id=\"3-\u5b58\u50a8\u4e0e\u7f51\u7edc\u7684\u534f\u540c\u4f18\u5316\">3. <strong>\u5b58\u50a8\u4e0e\u7f51\u7edc\u7684\u534f\u540c\u4f18\u5316<\/strong><\/h4>\n<p>\u78c1\u76d8IO\u548c\u7f51\u7edc\u5ef6\u8fdf\u662f\u670d\u52a1\u5668\u6027\u80fd\u7684\u5e38\u89c1\u74f6\u9888\u3002\u67d0\u6e38\u620f\u516c\u53f8\u66fe\u56e0\u6570\u636e\u5e93\u8bfb\u5199\u5ef6\u8fdf\u8fc7\u9ad8\uff0c\u5bfc\u81f4\u73a9\u5bb6\u767b\u5f55\u8d85\u65f6\u3002\u5168\u666f\u76d1\u63a7\u663e\u793a\uff0cSSD\u78c1\u76d8\u7684\u968f\u673a\u5199\u64cd\u4f5c\u9891\u7e41\u89e6\u53d1\u201c\u5199\u5165\u653e\u5927\u201d\u73b0\u8c61\u3002\u901a\u8fc7\u6539\u7528<strong>\u65e5\u5fd7\u7ed3\u6784\u5408\u5e76\u6811\uff08LSM-Tree\uff09<\/strong>\u7684\u5b58\u50a8\u5f15\u64ce\uff0c\u5e76\u5c06\u51b7\u6570\u636e\u8fc1\u79fb\u81f3\u5bf9\u8c61\u5b58\u50a8\uff0c\u78c1\u76d8\u541e\u5410\u91cf\u63d0\u5347\u4e863\u500d\u3002<\/p>\n<p><strong>\u7ecf\u9a8c\u603b\u7ed3<\/strong>\uff1a<\/p>\n<ul>\n<li>\u533a\u5206\u70ed\u6570\u636e\u4e0e\u51b7\u6570\u636e\uff0c\u91c7\u7528\u5206\u5c42\u5b58\u50a8\u7b56\u7565\uff1b\n<\/li>\n<li>\u4f7f\u7528RDMA\uff08\u8fdc\u7a0b\u76f4\u63a5\u5185\u5b58\u8bbf\u95ee\uff09\u6280\u672f\u964d\u4f4e\u7f51\u7edc\u5ef6\u8fdf\uff1b\n<\/li>\n<li>\u5bf9\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u8de8\u8282\u70b9\u901a\u4fe1\u8fdb\u884c\u6d41\u91cf\u6574\u5f62\u3002\n<\/li>\n<\/ul>\n<h4 id=\"4-\u6210\u672c\u4e0e\u6548\u80fd\u7684\u5e73\u8861\u827a\u672f\">4. <strong>\u6210\u672c\u4e0e\u6548\u80fd\u7684\u5e73\u8861\u827a\u672f<\/strong><\/h4>\n<p>\u8d44\u6e90\u4f18\u5316\u5e76\u975e\u4e00\u5473\u8ffd\u6c42\u201c\u538b\u69a8\u786c\u4ef6\u201d\uff0c\u800c\u662f\u9700\u5e73\u8861\u6027\u80fd\u3001\u6210\u672c\u4e0e\u7a33\u5b9a\u6027\u3002\u4f8b\u5982\uff0c\u67d0\u793e\u4ea4\u5e73\u53f0\u901a\u8fc7<strong>\u6df7\u5408\u4e91\u67b6\u6784<\/strong>\uff0c\u5c06\u9ad8\u5e76\u53d1\u8bf7\u6c42\u5206\u53d1\u81f3\u516c\u6709\u4e91\uff0c\u6838\u5fc3\u6570\u636e\u5e93\u4fdd\u7559\u5728\u79c1\u6709\u4e91\uff0c\u65e2\u907f\u514d\u4e86\u6d41\u91cf\u6d6a\u6d8c\u4e0b\u7684\u5b95\u673a\u98ce\u9669\uff0c\u53c8\u8282\u7701\u4e8615%\u7684\u5e74\u5ea6IT\u652f\u51fa\u3002<\/p>\n<p><strong>\u51b3\u7b56\u6846\u67b6<\/strong>\uff1a<\/p>\n<ul>\n<li>\u5efa\u7acbTCO\uff08\u603b\u62e5\u6709\u6210\u672c\uff09\u6a21\u578b\uff0c\u91cf\u5316\u8d44\u6e90\u6295\u5165\u4e0e\u4e1a\u52a1\u6536\u76ca\uff1b\n<\/li>\n<li>\u91c7\u7528\u6df7\u6c8c\u5de5\u7a0b\u6a21\u62df\u6545\u969c\uff0c\u9a8c\u8bc1\u8d44\u6e90\u5197\u4f59\u8bbe\u8ba1\u7684\u5408\u7406\u6027\uff1b\n<\/li>\n<li>\u5b9a\u671f\u8fdb\u884c\u8de8\u90e8\u95e8\u8bc4\u5ba1\uff0c\u5bf9\u9f50\u6280\u672f\u4f18\u5316\u4e0e\u4e1a\u52a1\u76ee\u6807\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u4e09-\u5168\u666f\u76d1\u63a7\u843d\u5730\u7684\u6311\u6218\u4e0e\u5bf9\u7b56\">\u4e09\u3001<strong>\u5168\u666f\u76d1\u63a7\u843d\u5730\u7684\u6311\u6218\u4e0e\u5bf9\u7b56<\/strong><\/h3>\n<p>\u5c3d\u7ba1\u5168\u666f\u6027\u80fd\u76d1\u63a7\u6f5c\u529b\u5de8\u5927\uff0c\u4f46\u5b9e\u65bd\u8fc7\u7a0b\u4e2d\u5e38\u9762\u4e34\u4e09\u5927\u969c\u788d\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u6570\u636e\u8fc7\u8f7d\u4e0e\u566a\u58f0\u5e72\u6270<\/strong><br \/>\n\u76d1\u63a7\u6307\u6807\u8fc7\u591a\u53ef\u80fd\u5bfc\u81f4\u201c\u8b66\u62a5\u75b2\u52b3\u201d\u3002\u67d0\u96f6\u552e\u4f01\u4e1a\u521d\u671f\u63a5\u5165\u4e862000+\u6307\u6807\uff0c\u4f4680%\u7684\u544a\u8b66\u672a\u88ab\u5904\u7406\u3002\u89e3\u51b3\u65b9\u6848\u662f<strong>\u5efa\u7acb\u6307\u6807\u5206\u7ea7\u4f53\u7cfb<\/strong>\uff0c\u5c06\u6838\u5fc3\u6307\u6807\uff08\u5982\u9519\u8bef\u7387\u3001\u5ef6\u8fdf\uff09\u8bbe\u4e3aP0\u7ea7\uff0c\u5e76\u5f15\u5165AI\u81ea\u52a8\u964d\u566a\u529f\u80fd\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6280\u672f\u6808\u5f02\u6784\u6027<\/strong><br \/>\n\u5fae\u670d\u52a1\u67b6\u6784\u4e0b\uff0cJava\u3001Go\u3001Python\u7b49\u591a\u79cd\u8bed\u8a00\u6df7\u7528\uff0c\u76d1\u63a7\u6570\u636e\u683c\u5f0f\u4e0d\u4e00\u3002\u901a\u8fc7<strong>\u7edf\u4e00\u6570\u636e\u91c7\u96c6\u6807\u51c6<\/strong>\uff08\u5982<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a> + Grafana\u751f\u6001\uff09\uff0c\u5e76\u5b9a\u4e49\u901a\u7528\u6807\u7b7e\uff08\u5982service_name\u3001env\uff09\uff0c\u53ef\u5b9e\u73b0\u8de8\u6280\u672f\u6808\u7684\u53ef\u89c2\u6d4b\u6027\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u7ec4\u7ec7\u534f\u4f5c\u58c1\u5792<\/strong><br \/>\n\u8fd0\u7ef4\u3001\u5f00\u53d1\u3001\u4e1a\u52a1\u56e2\u961f\u7684\u76ee\u6807\u5206\u6b67\u53ef\u80fd\u963b\u788d\u4f18\u5316\u8fdb\u7a0b\u3002\u5efa\u8bae\u901a\u8fc7<strong>SRE\uff08\u7ad9\u70b9\u53ef\u9760\u6027\u5de5\u7a0b\uff09\u673a\u5236<\/strong>\uff0c\u5c06\u8d44\u6e90\u5229\u7528\u7387\u7eb3\u5165\u8de8\u56e2\u961fKPI\uff0c\u5e76\u5b9a\u671f\u53ec\u5f00\u201c\u6027\u80fd\u590d\u76d8\u4f1a\u201d\u5171\u4eab\u6570\u636e\u6d1e\u5bdf\u3002<\/p>\n<\/li>\n<\/ol>\n<hr>\n<h3 id=\"\u56db-\u672a\u6765\u5c55\u671b-\u4ece-\u4f18\u5316\u8d44\u6e90-\u5230-\u9a71\u52a8\u4e1a\u52a1\">\u56db\u3001<strong>\u672a\u6765\u5c55\u671b\uff1a\u4ece\u201c\u4f18\u5316\u8d44\u6e90\u201d\u5230\u201c\u9a71\u52a8\u4e1a\u52a1\u201d<\/strong><\/h3>\n<p>\u968f\u7740AIOps\u6280\u672f\u7684\u6210\u719f\uff0c\u5168\u666f\u6027\u80fd\u76d1\u63a7\u6b63\u4ece\u201c\u6210\u672c\u4e2d\u5fc3\u201d\u8f6c\u5411\u201c\u4ef7\u503c\u4e2d\u5fc3\u201d\u3002\u4f8b\u5982\uff0c\u67d0\u51fa\u884c\u5e73\u53f0\u901a\u8fc7\u5206\u6790API\u54cd\u5e94\u65f6\u95f4\u4e0e\u7528\u6237\u6d41\u5931\u7387\u7684\u5173\u8054\uff0c\u53d1\u73b0\u652f\u4ed8\u63a5\u53e3\u5ef6\u8fdf\u8d85\u8fc72\u79d2\u4f1a\u5bfc\u81f4\u8ba2\u5355\u53d6\u6d88\u7387\u4e0a\u534711%\u3002\u636e\u6b64\uff0c\u56e2\u961f\u4f18\u5148\u4f18\u5316\u652f\u4ed8\u94fe\u8def\uff0c\u6700\u7ec8\u62c9\u52a8\u8425\u6536\u589e\u957f5%\u3002<\/p>\n<p>\u8fd9\u4e00\u6848\u4f8b\u63ed\u793a\u4e86\u4e00\u4e2a\u8d8b\u52bf\uff1a<strong>\u670d\u52a1\u5668\u8d44\u6e90\u4f18\u5316\u4e0d\u518d\u662f\u5355\u7eaf\u7684\u6280\u672f\u95ee\u9898\uff0c\u800c\u662f\u4e0e\u7528\u6237\u4f53\u9a8c\u3001\u5546\u4e1a\u7ed3\u679c\u7d27\u5bc6\u6302\u94a9\u7684\u6218\u7565\u7ea7\u4efb\u52a1<\/strong>\u3002\u5f53\u4f01\u4e1a\u80fd\u591f\u5c06\u6027\u80fd\u6570\u636e\u8f6c\u5316\u4e3a\u4e1a\u52a1\u6d1e\u5bdf\u65f6\uff0c\u6bcf\u4e00\u4efd\u7b97\u529b\u7684\u4ef7\u503c\u5c06\u88ab\u65e0\u9650\u653e\u5927\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u670d\u52a1\u5668\u8d44\u6e90\u7684\u9ad8\u6548\u5229\u7528\u5df2\u6210\u4e3a\u4f01\u4e1a\u6280\u672f\u7ade\u4e89\u529b\u7684\u6838\u5fc3\u6307\u6807\u3002\u7136\u800c\uff0c\u8bb8\u591a\u8fd0\u7ef4\u56e2\u961f\u9762\u4e34\u4e00\u4e2a\u5171\u540c\u7684\u75db\u70b9\uff1a\u8d44\u6e90\u6d6a\u8d39\u4e0e\u6027\u80fd\u74f6\u9888\u5e76\u5b58\u3002\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u5f80\u5f80\u5c40\u9650\u4e8e\u5355\u4e00\u6307\u6807\u6216\u5c40\u90e8\u89c6\u89d2\uff0c\u5bfc\u81f4\u201c\u76f2\u4eba\u6478\u8c61\u201d\u5f0f\u7684\u51b3\u7b56\u3002\u5982\u4f55\u6253\u7834\u6570\u636e\u5b64\u5c9b\uff0c\u5b9e\u73b0\u8d44\u6e90\u7684\u5168\u5c40\u4f18\u5316\uff1f\u7b54\u6848\u6216\u8bb8\u85cf\u5728\u5168\u666f\u6027\u80fd\u76d1\u63a7\uff08Full-Stack Performance Monitoring\uff09\u7684\u7406\u5ff5\u4e2d\u2014\u2014\u901a\u8fc7\u5168\u94fe\u8def\u3001\u591a\u7ef4\u5ea6\u7684\u6570\u636e\u6d1e\u5bdf\uff0c\u8ba9\u6bcf\u4e00\u4efd\u7b97\u529b\u90fd\u7269\u5c3d\u5176\u7528\u3002 \u4e00\u3001\u5168\u666f\u6027\u80fd\u76d1\u63a7\uff1a\u4ece\u201c\u788e\u7247\u5316\u201d\u5230\u201c\u4e00\u4f53\u5316\u201d\u7684\u8fdb\u5316 \u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u901a\u5e38\u805a\u7126\u4e8eCPU\u3001\u5185\u5b58\u3001\u78c1\u76d8\u7b49\u786c\u4ef6\u6307\u6807\uff0c\u6216\u5355\u72ec\u5206\u6790\u5e94\u7528\u5c42\u7684\u54cd\u5e94\u65f6\u95f4\u3002\u8fd9\u79cd\u5272\u88c2\u7684\u89c6\u89d2\u5bb9\u6613\u5ffd\u7565\u8d44\u6e90\u95f4\u7684\u5173\u8054\u6027\u3002\u4f8b\u5982\uff0c\u6570\u636e\u5e93\u67e5\u8be2\u7f13\u6162\u53ef\u80fd\u662f\u7531\u4e8e\u5185\u5b58\u4e0d\u8db3\uff0c\u800c\u5185\u5b58\u4e0d\u8db3\u7684\u80cc\u540e\u53ef\u80fd\u9690\u85cf\u7740\u672a\u4f18\u5316\u7684\u4ee3\u7801\u903b\u8f91\u3002 \u5168\u666f\u6027\u80fd\u76d1\u63a7\u7684\u6838\u5fc3\u5728\u4e8e\u6574\u5408\u4e09\u4e2a\u7ef4\u5ea6\uff1a \u57fa\u7840\u8bbe\u65bd\u5c42\uff1a\u670d\u52a1\u5668\u786c\u4ef6\u3001\u7f51\u7edc\u5e26\u5bbd\u3001\u5b58\u50a8IO\u7684\u5b9e\u65f6\u72b6\u6001\uff1b \u5e94\u7528\u670d\u52a1\u5c42\uff1a\u5fae\u670d\u52a1\u8c03\u7528\u94fe\u3001API\u54cd\u5e94\u6548\u7387\u3001\u7ebf\u7a0b\u6c60\u5229\u7528\u7387\uff1b \u4e1a\u52a1\u903b\u8f91\u5c42\uff1a\u7528\u6237\u884c\u4e3a\u8def\u5f84\u3001\u4ea4\u6613\u6210\u529f\u7387\u3001\u5173\u952e\u4e1a\u52a1\u6307\u6807\uff08\u5982\u7535\u5546\u7684\u8ba2\u5355\u8f6c\u5316\u7387\uff09\u3002 \u901a\u8fc7\u8de8\u5c42\u6570\u636e\u5173\u8054\uff0c\u4f01\u4e1a\u80fd\u591f\u5feb\u901f\u5b9a\u4f4d\u201c\u6839\u56e0\u95ee\u9898\u201d\u3002\u4f8b\u5982\uff0c\u67d0\u7535\u5546\u5e73\u53f0\u53d1\u73b0\u4fc3\u9500\u671f\u95f4\u8ba2\u5355\u5904\u7406\u5ef6\u8fdf\uff0c\u5168\u666f\u76d1\u63a7\u7cfb\u7edf\u663e\u793a\uff1a\u524d\u7aef\u6d41\u91cf\u6fc0\u589e\u5bfc\u81f4\u8d1f\u8f7d\u5747\u8861\u4e0d\u5747\uff0c\u8fdb\u800c\u89e6\u53d1\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u8017\u5c3d\u3002\u8fd9\u79cd\u7acb\u4f53\u5316\u5206\u6790\u80fd\u529b\uff0c\u662f\u4f20\u7edf\u5de5\u5177\u96be\u4ee5\u5b9e\u73b0\u7684\u3002 \u4e8c\u3001\u8d44\u6e90\u4f18\u5316\u7684\u56db\u5927\u5b9e\u8df5\u8def\u5f84 1. \u52a8\u6001\u8d44\u6e90\u5206\u914d\uff1a\u4ece\u201c\u9759\u6001\u9884\u8bbe\u201d\u5230\u201c\u667a\u80fd\u5f39\u6027\u201d \u670d\u52a1\u5668\u8d44\u6e90\u6d6a\u8d39\u7684\u5e38\u89c1\u573a\u666f\u662f\u201c\u8fc7\u5ea6\u914d\u7f6e\u201d\u3002\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u66fe\u4e3a\u5e94\u5bf9\u6d41\u91cf\u9ad8\u5cf0\uff0c\u957f\u671f\u9884\u755930%\u7684\u5197\u4f59\u8ba1\u7b97\u8d44\u6e90\uff0c\u4f46\u5b9e\u9645\u5229\u7528\u7387\u4e0d\u8db350%\u3002\u901a\u8fc7\u5f15\u5165\u57fa\u4e8eAI\u7684\u9884\u6d4b\u6a21\u578b\uff0c\u7cfb\u7edf\u80fd\u6839\u636e\u5386\u53f2\u6d41\u91cf\u3001\u8282\u5047\u65e5\u56e0\u7d20\u3001\u4e1a\u52a1\u589e\u957f\u8d8b\u52bf\uff0c\u52a8\u6001\u8c03\u6574\u4e91\u670d\u52a1\u5668\u5b9e\u4f8b\u89c4\u6a21\u3002\u7ed3\u679c\u663e\u793a\uff0c\u8d44\u6e90\u6210\u672c\u964d\u4f4e22%\uff0c\u4e14\u672a\u5f71\u54cdSLA\uff08\u670d\u52a1\u7b49\u7ea7\u534f\u8bae\uff09\u3002 \u5173\u952e\u52a8\u4f5c\uff1a \u5229\u7528\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u9884\u6d4b\u8d1f\u8f7d\u6ce2\u52a8\uff1b \u7ed3\u5408Kubernetes\u7b49\u5bb9\u5668\u7f16\u6392\u5de5\u5177\u5b9e\u73b0\u81ea\u52a8\u6269\u7f29\u5bb9\uff1b \u8bbe\u7f6e\u5f02\u5e38\u9608\u503c\u544a\u8b66\uff0c\u907f\u514d\u7a81\u53d1\u6d41\u91cf\u5bfc\u81f4\u7684\u96ea\u5d29\u6548\u5e94\u3002 2. \u4ee3\u7801\u7ea7\u6027\u80fd\u5256\u6790\uff1a\u63ea\u51fa\u201c\u9690\u5f62\u6740\u624b\u201d \u8d44\u6e90\u6d88\u8017\u7684\u5143\u51f6\u5e38\u9690\u85cf\u5728\u4ee3\u7801\u4e2d\u3002\u67d0\u89c6\u9891\u5e73\u53f0\u66fe\u56e0\u89c6\u9891\u8f6c\u7801\u670d\u52a1CPU\u5360\u7528\u7387\u8fc7\u9ad8\uff0c\u88ab\u8feb\u9891\u7e41\u6269\u5bb9\u3002\u901a\u8fc7\u5168\u94fe\u8def\u8ffd\u8e2a\u5de5\u5177\uff08\u5982OpenTelemetry\uff09\uff0c\u56e2\u961f\u53d1\u73b0\u67d0\u5f00\u6e90\u7f16\u89e3\u7801\u5e93\u5b58\u5728\u5185\u5b58\u6cc4\u6f0f\u95ee\u9898\u3002\u66ff\u6362\u4f18\u5316\u540e\uff0c\u5355\u8282\u70b9\u5904\u7406\u80fd\u529b\u63d0\u534740%\u3002 \u4f18\u5316\u5efa\u8bae\uff1a \u5728\u5173\u952e\u670d\u52a1\u4e2d\u5d4c\u5165APM\uff08\u5e94\u7528\u6027\u80fd\u76d1\u63a7\uff09\u63a2\u9488\uff1b \u5b9a\u671f\u751f\u6210\u706b\u7130\u56fe\uff08Flame Graph\uff09\uff0c\u5b9a\u4f4d\u9ad8\u8017\u80fd\u51fd\u6570\uff1b \u5bf9\u7b2c\u4e09\u65b9\u4f9d\u8d56\u5e93\u8fdb\u884c\u6027\u80fd\u8bc4\u4f30\u4e0e\u7248\u672c\u7ba1\u7406\u3002 3. \u5b58\u50a8\u4e0e\u7f51\u7edc\u7684\u534f\u540c\u4f18\u5316 \u78c1\u76d8IO\u548c\u7f51\u7edc\u5ef6\u8fdf\u662f\u670d\u52a1\u5668\u6027\u80fd\u7684\u5e38\u89c1\u74f6\u9888\u3002\u67d0\u6e38\u620f\u516c\u53f8\u66fe\u56e0\u6570\u636e\u5e93\u8bfb\u5199\u5ef6\u8fdf\u8fc7\u9ad8\uff0c\u5bfc\u81f4\u73a9\u5bb6\u767b\u5f55\u8d85\u65f6\u3002\u5168\u666f\u76d1\u63a7\u663e\u793a\uff0cSSD\u78c1\u76d8\u7684\u968f\u673a\u5199\u64cd\u4f5c\u9891\u7e41\u89e6\u53d1\u201c\u5199\u5165\u653e\u5927\u201d\u73b0\u8c61\u3002\u901a\u8fc7\u6539\u7528\u65e5\u5fd7\u7ed3\u6784\u5408\u5e76\u6811\uff08LSM-Tree\uff09\u7684\u5b58\u50a8\u5f15\u64ce\uff0c\u5e76\u5c06\u51b7\u6570\u636e\u8fc1\u79fb\u81f3\u5bf9\u8c61\u5b58\u50a8\uff0c\u78c1\u76d8\u541e\u5410\u91cf\u63d0\u5347\u4e863\u500d\u3002 \u7ecf\u9a8c\u603b\u7ed3\uff1a \u533a\u5206\u70ed\u6570\u636e\u4e0e\u51b7\u6570\u636e\uff0c\u91c7\u7528\u5206\u5c42\u5b58\u50a8\u7b56\u7565\uff1b \u4f7f\u7528RDMA\uff08\u8fdc\u7a0b\u76f4\u63a5\u5185\u5b58\u8bbf\u95ee\uff09\u6280\u672f\u964d\u4f4e\u7f51\u7edc\u5ef6\u8fdf\uff1b \u5bf9\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u8de8\u8282\u70b9\u901a\u4fe1\u8fdb\u884c\u6d41\u91cf\u6574\u5f62\u3002 4. \u6210\u672c\u4e0e\u6548\u80fd\u7684\u5e73\u8861\u827a\u672f \u8d44\u6e90\u4f18\u5316\u5e76\u975e\u4e00\u5473\u8ffd\u6c42\u201c\u538b\u69a8\u786c\u4ef6\u201d\uff0c\u800c\u662f\u9700\u5e73\u8861\u6027\u80fd\u3001\u6210\u672c\u4e0e\u7a33\u5b9a\u6027\u3002\u4f8b\u5982\uff0c\u67d0\u793e\u4ea4\u5e73\u53f0\u901a\u8fc7\u6df7\u5408\u4e91\u67b6\u6784\uff0c\u5c06\u9ad8\u5e76\u53d1\u8bf7\u6c42\u5206\u53d1\u81f3\u516c\u6709\u4e91\uff0c\u6838\u5fc3\u6570\u636e\u5e93\u4fdd\u7559\u5728\u79c1\u6709\u4e91\uff0c\u65e2\u907f\u514d\u4e86\u6d41\u91cf\u6d6a\u6d8c\u4e0b\u7684\u5b95\u673a\u98ce\u9669\uff0c\u53c8\u8282\u7701\u4e8615%\u7684\u5e74\u5ea6IT\u652f\u51fa\u3002 \u51b3\u7b56\u6846\u67b6\uff1a \u5efa\u7acbTCO\uff08\u603b\u62e5\u6709\u6210\u672c\uff09\u6a21\u578b\uff0c\u91cf\u5316\u8d44\u6e90\u6295\u5165\u4e0e\u4e1a\u52a1\u6536\u76ca\uff1b \u91c7\u7528\u6df7\u6c8c\u5de5\u7a0b\u6a21\u62df\u6545\u969c\uff0c\u9a8c\u8bc1\u8d44\u6e90\u5197\u4f59\u8bbe\u8ba1\u7684\u5408\u7406\u6027\uff1b \u5b9a\u671f\u8fdb\u884c\u8de8\u90e8\u95e8\u8bc4\u5ba1\uff0c\u5bf9\u9f50\u6280\u672f\u4f18\u5316\u4e0e\u4e1a\u52a1\u76ee\u6807\u3002 \u4e09\u3001\u5168\u666f\u76d1\u63a7\u843d\u5730\u7684\u6311\u6218\u4e0e\u5bf9\u7b56 \u5c3d\u7ba1\u5168\u666f\u6027\u80fd\u76d1\u63a7\u6f5c\u529b\u5de8\u5927\uff0c\u4f46\u5b9e\u65bd\u8fc7\u7a0b\u4e2d\u5e38\u9762\u4e34\u4e09\u5927\u969c\u788d\uff1a \u6570\u636e\u8fc7\u8f7d\u4e0e\u566a\u58f0\u5e72\u6270 \u76d1\u63a7\u6307\u6807\u8fc7\u591a\u53ef\u80fd\u5bfc\u81f4\u201c\u8b66\u62a5\u75b2\u52b3\u201d\u3002\u67d0\u96f6\u552e\u4f01\u4e1a\u521d\u671f\u63a5\u5165\u4e862000+\u6307\u6807\uff0c\u4f4680%\u7684\u544a\u8b66\u672a\u88ab\u5904\u7406\u3002\u89e3\u51b3\u65b9\u6848\u662f\u5efa\u7acb\u6307\u6807\u5206\u7ea7\u4f53\u7cfb\uff0c\u5c06\u6838\u5fc3\u6307\u6807\uff08\u5982\u9519\u8bef\u7387\u3001\u5ef6\u8fdf\uff09\u8bbe\u4e3aP0\u7ea7\uff0c\u5e76\u5f15\u5165AI\u81ea\u52a8\u964d\u566a\u529f\u80fd\u3002 \u6280\u672f\u6808\u5f02\u6784\u6027 \u5fae\u670d\u52a1\u67b6\u6784\u4e0b\uff0cJava\u3001Go\u3001Python\u7b49\u591a\u79cd\u8bed\u8a00\u6df7\u7528\uff0c\u76d1\u63a7\u6570\u636e\u683c\u5f0f\u4e0d\u4e00\u3002\u901a\u8fc7\u7edf\u4e00\u6570\u636e\u91c7\u96c6\u6807\u51c6\uff08\u5982Prometheus + Grafana\u751f\u6001\uff09\uff0c\u5e76\u5b9a\u4e49\u901a\u7528\u6807\u7b7e\uff08\u5982service_name\u3001env\uff09\uff0c\u53ef\u5b9e\u73b0\u8de8\u6280\u672f\u6808\u7684\u53ef\u89c2\u6d4b\u6027\u3002 \u7ec4\u7ec7\u534f\u4f5c\u58c1\u5792 \u8fd0\u7ef4\u3001\u5f00\u53d1\u3001\u4e1a\u52a1\u56e2\u961f\u7684\u76ee\u6807\u5206\u6b67\u53ef\u80fd\u963b\u788d\u4f18\u5316\u8fdb\u7a0b\u3002\u5efa\u8bae\u901a\u8fc7SRE\uff08\u7ad9\u70b9\u53ef\u9760\u6027\u5de5\u7a0b\uff09\u673a\u5236\uff0c\u5c06\u8d44\u6e90\u5229\u7528\u7387\u7eb3\u5165\u8de8\u56e2\u961fKPI\uff0c\u5e76\u5b9a\u671f\u53ec\u5f00\u201c\u6027\u80fd\u590d\u76d8\u4f1a\u201d\u5171\u4eab\u6570\u636e\u6d1e\u5bdf\u3002 \u56db\u3001\u672a\u6765\u5c55\u671b\uff1a\u4ece\u201c\u4f18\u5316\u8d44\u6e90\u201d\u5230\u201c\u9a71\u52a8\u4e1a\u52a1\u201d \u968f\u7740AIOps\u6280\u672f\u7684\u6210\u719f\uff0c\u5168\u666f\u6027\u80fd\u76d1\u63a7\u6b63\u4ece\u201c\u6210\u672c\u4e2d\u5fc3\u201d\u8f6c\u5411\u201c\u4ef7\u503c\u4e2d\u5fc3\u201d\u3002\u4f8b\u5982\uff0c\u67d0\u51fa\u884c\u5e73\u53f0\u901a\u8fc7\u5206\u6790API\u54cd\u5e94\u65f6\u95f4\u4e0e\u7528\u6237\u6d41\u5931\u7387\u7684\u5173\u8054\uff0c\u53d1\u73b0\u652f\u4ed8\u63a5\u53e3\u5ef6\u8fdf\u8d85\u8fc72\u79d2\u4f1a\u5bfc\u81f4\u8ba2\u5355\u53d6\u6d88\u7387\u4e0a\u534711%\u3002\u636e\u6b64\uff0c\u56e2\u961f\u4f18\u5148\u4f18\u5316\u652f\u4ed8\u94fe\u8def\uff0c\u6700\u7ec8\u62c9\u52a8\u8425\u6536\u589e\u957f5%\u3002 \u8fd9\u4e00\u6848\u4f8b\u63ed\u793a\u4e86\u4e00\u4e2a\u8d8b\u52bf\uff1a\u670d\u52a1\u5668\u8d44\u6e90\u4f18\u5316\u4e0d\u518d\u662f\u5355\u7eaf\u7684\u6280\u672f\u95ee\u9898\uff0c\u800c\u662f\u4e0e\u7528\u6237\u4f53\u9a8c\u3001\u5546\u4e1a\u7ed3\u679c\u7d27\u5bc6\u6302\u94a9\u7684\u6218\u7565\u7ea7\u4efb\u52a1\u3002\u5f53\u4f01\u4e1a\u80fd\u591f\u5c06\u6027\u80fd\u6570\u636e\u8f6c\u5316\u4e3a\u4e1a\u52a1\u6d1e\u5bdf\u65f6\uff0c\u6bcf\u4e00\u4efd\u7b97\u529b\u7684\u4ef7\u503c\u5c06\u88ab\u65e0\u9650\u653e\u5927\u3002<\/p>\n","protected":false},"author":4,"featured_media":33221,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[],"class_list":["post-33220","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-product-news"],"_links":{"self":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/33220","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/comments?post=33220"}],"version-history":[{"count":1,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/33220\/revisions"}],"predecessor-version":[{"id":33222,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/33220\/revisions\/33222"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media\/33221"}],"wp:attachment":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media?parent=33220"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/categories?post=33220"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/tags?post=33220"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}