{"id":35395,"date":"2025-03-19T09:47:58","date_gmt":"2025-03-19T01:47:58","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=35395"},"modified":"2025-03-19T09:47:58","modified_gmt":"2025-03-19T01:47:58","slug":"%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%e5%b9%b3%e5%8f%b0%e5%a6%82%e4%bd%95%e6%94%af%e6%8c%81%e4%ba%91%e5%8e%9f%e7%94%9f%e5%ba%94%e7%94%a8%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/35395.html","title":{"rendered":"\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u5982\u4f55\u652f\u6301\u4e91\u539f\u751f\u5e94\u7528\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/cYzjj01.jpg\" alt=\"\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u5982\u4f55\u652f\u6301\u4e91\u539f\u751f\u5e94\u7528\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p>\u5f53\u67d0\u7535\u5546\u5e73\u53f0\u7684\u79d2\u6740\u6d3b\u52a8\u56e0\u6d41\u91cf\u66b4\u589e\u5bfc\u81f4\u670d\u52a1\u5668\u5d29\u6e83\u65f6\uff0c\u8fd0\u7ef4\u56e2\u961f\u5374\u5728\u76d1\u63a7\u4eea\u8868\u76d8\u4e0a\u770b\u5230\u6240\u6709\u6307\u6807&rdquo;\u6b63\u5e38&rdquo;\u3002\u8fd9\u79cd\u9ed1\u8272\u5e7d\u9ed8\u6b63\u5728\u5168\u7403\u6570\u767e\u4e07\u4e91\u539f\u751f\u73af\u5883\u4e2d\u771f\u5b9e\u4e0a\u6f14\u2014\u2014\u4f20\u7edf\u7684\u76d1\u63a7\u624b\u6bb5\u5728\u5bb9\u5668\u5316\u3001\u5fae\u670d\u52a1\u5316\u7684\u67b6\u6784\u4e2d\uff0c\u5c31\u50cf\u7528\u4f53\u6e29\u8ba1\u6d4b\u91cf\u98d3\u98ce\uff0c\u5b8c\u5168\u5931\u53bb\u4e86\u5e94\u6709\u7684\u9884\u8b66\u80fd\u529b\u3002<strong>\u4e91\u539f\u751f\u5e94\u7528\u7684\u7206\u70b8\u5f0f\u589e\u957f\uff0c\u6b63\u5728\u5012\u903c\u53ef\u89c2\u6d4b\u6027\u6280\u672f\u5b8c\u6210\u4ece&rdquo;\u4e8b\u540e\u8bca\u65ad&rdquo;\u5230&rdquo;\u4e8b\u524d\u9884\u6d4b&rdquo;\u7684\u9769\u547d\u6027\u8de8\u8d8a<\/strong>\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u4e91\u539f\u751f\u67b6\u6784\u7684\u76d1\u63a7\u56f0\u5883\">\u4e00\u3001\u4e91\u539f\u751f\u67b6\u6784\u7684\u76d1\u63a7\u56f0\u5883<\/h3>\n<p>\u5728\u865a\u62df\u673a\u65f6\u4ee3\uff0c\u76d1\u63a7\u7cfb\u7edf\u5173\u6ce8\u7684\u662fCPU\u3001\u5185\u5b58\u3001\u78c1\u76d8\u7b49\u7269\u7406\u6307\u6807\u3002\u4f46\u968f\u7740<strong>Kubernetes<\/strong>\u7684\u666e\u53ca\uff0c\u57fa\u7840\u8bbe\u65bd\u53d8\u5f97\u50cf\u6db2\u4f53\u822c\u6d41\u52a8\u2014\u2014\u5bb9\u5668\u968f\u65f6\u521b\u5efa\u9500\u6bc1\uff0c\u5fae\u670d\u52a1\u95f4\u4ea7\u751f\u6307\u6570\u7ea7\u589e\u957f\u7684\u4ea4\u4e92\u8def\u5f84\u3002\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u66fe\u7edf\u8ba1\uff0c\u5176\u751f\u4ea7\u73af\u5883\u6bcf\u5929\u4ea7\u751f2.3\u4ebf\u6761\u65e5\u5fd7\uff0c\u5374\u4ecd\u670935%\u7684\u6545\u969c\u65e0\u6cd5\u51c6\u786e\u5b9a\u4f4d\u3002<\/p>\n<p><strong>\u670d\u52a1\u7f51\u683c(Service Mesh)<\/strong>\u7684\u5f15\u5165\u52a0\u5267\u4e86\u8fd9\u79cd\u590d\u6742\u6027\u3002\u5355\u4e2a\u7528\u6237\u8bf7\u6c42\u53ef\u80fd\u7a7f\u8d8a12\u4e2a\u4ee5\u4e0a\u670d\u52a1\u8282\u70b9\uff0c\u6bcf\u4e2a\u8282\u70b9\u53c8\u6d89\u53ca\u8d1f\u8f7d\u5747\u8861\u3001API\u7f51\u5173\u3001\u6570\u636e\u5e93\u96c6\u7fa4\u7b49\u591a\u4e2a\u7ec4\u4ef6\u3002\u5f53\u54cd\u5e94\u5ef6\u8fdf\u589e\u957f\u65f6\uff0c\u4f20\u7edf\u76d1\u63a7\u5c31\u50cf\u5728\u8ff7\u5bab\u91cc\u70b9\u8721\u70db\uff0c\u96be\u4ee5\u770b\u6e05\u5168\u8c8c\u3002\u8fd9\u6b63\u662f<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0<\/a><\/strong>\u7684\u4ef7\u503c\u6240\u5728\uff1a\u5b83\u4e0d\u518d\u5c40\u9650\u4e8e\u6307\u6807\u6536\u96c6\uff0c\u800c\u662f\u6784\u5efa\u8d77\u7acb\u4f53\u7684\u89c2\u6d4b\u77e9\u9635\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u7684\u4e09\u5927\u7a81\u7834\">\u4e8c\u3001<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0<\/a>\u7684\u4e09\u5927\u7a81\u7834<\/h3>\n<ol>\n<li>\n<p><strong>\u591a\u7ef4\u6570\u636e\u878d\u5408<\/strong><br \/>\n\u73b0\u4ee3\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u901a\u8fc7<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">OpenTelemetry<\/a><\/strong>\u6807\u51c6\uff0c\u7edf\u4e00\u91c7\u96c6\u6307\u6807(metrics)\u3001\u65e5\u5fd7(logs)\u3001\u8ffd\u8e2a(traces)\u4e09\u7c7b\u6570\u636e\u3002\u67d0\u89c6\u9891\u6d41\u5a92\u4f53\u5e73\u53f0\u7684\u5b9e\u8df5\u8868\u660e\uff0c\u8fd9\u79cd\u4e09\u7ef4\u89c2\u6d4b\u80fd\u5c06\u6545\u969c\u5b9a\u4f4d\u65f6\u95f4\u7f29\u77ed83%\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u5e73\u53f0\u4f1a\u667a\u80fd\u5173\u8054Kubernetes\u4e8b\u4ef6\u3001\u4ee3\u7801\u63d0\u4ea4\u8bb0\u5f55\u7b49\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u50cf\u6cd5\u533b\u822c\u8fd8\u539f\u6545\u969c\u73b0\u573a\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u52a8\u6001\u62d3\u6251\u611f\u77e5<\/strong><br \/>\n\u57fa\u4e8e<strong>eBPF\u6280\u672f<\/strong>\u7684\u7f51\u7edc\u6d41\u91cf\u5206\u6790\uff0c\u53ef\u5b9e\u65f6\u7ed8\u5236\u5fae\u670d\u52a1\u4f9d\u8d56\u56fe\u8c31\u3002\u5f53\u67d0\u4e2aPod\u51fa\u73b0\u5f02\u5e38\u65f6\uff0c\u5e73\u53f0\u4e0d\u4ec5\u80fd\u6807\u8bb0\u6545\u969c\u5bb9\u5668\uff0c\u8fd8\u80fd\u8ffd\u6eaf\u4e0a\u6e38\u670d\u52a1\u7684\u5f71\u54cd\u8303\u56f4\u3002\u8fd9\u79cd\u80fd\u529b\u5728\u81ea\u52a8\u6269\u7f29\u5bb9\u573a\u666f\u4e2d\u5c24\u4e3a\u91cd\u8981\u2014\u2014\u67d0\u7535\u5546\u5e73\u53f0\u5728618\u5927\u4fc3\u671f\u95f4\uff0c\u6b63\u662f\u4f9d\u8d56\u52a8\u6001\u62d3\u6251\u53ca\u65f6\u53d1\u73b0\u4e86\u56e0\u5f39\u6027\u4f38\u7f29\u89e6\u53d1\u7684\u6570\u636e\u5e93\u8fde\u63a5\u6cc4\u6f0f\u3002<\/p>\n<\/li>\n<li>\n<p><strong>AI\u9a71\u52a8\u7684<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a><\/strong><br \/>\n\u9886\u5148\u5e73\u53f0\u5f00\u59cb\u96c6\u6210<strong>\u56e0\u679c\u63a8\u65ad\u7b97\u6cd5<\/strong>\uff0c\u4ece\u6d77\u91cf\u6570\u636e\u4e2d\u8bc6\u522b\u5f02\u5e38\u6a21\u5f0f\u3002\u4e0d\u540c\u4e8e\u4f20\u7edf\u9608\u503c\u544a\u8b66\uff0c\u8fd9\u7c7b\u7cfb\u7edf\u53ef\u4ee5\u68c0\u6d4b\u5230&rdquo;\u8ba2\u5355\u652f\u4ed8\u6210\u529f\u7387\u4e0b\u964d0.5%&ldquo;\u8fd9\u79cd\u7ec6\u5fae\u53d8\u5316\uff0c\u5e76\u81ea\u52a8\u5173\u8054\u540c\u671f\u90e8\u7f72\u7684\u4ee3\u7801\u53d8\u66f4\u3002Gartner\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c\u91c7\u7528AIOps\u6280\u672f\u7684\u7ec4\u7ec7\u5c06\u51cf\u5c1140%\u7684MTTR\uff08\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff09\u3002<\/p>\n<\/li>\n<\/ol>\n<hr>\n<h3 id=\"\u4e09-\u4e91\u539f\u751f\u5168\u751f\u547d\u5468\u671f\u7684\u89c2\u6d4b\u5b9e\u8df5\">\u4e09\u3001\u4e91\u539f\u751f\u5168\u751f\u547d\u5468\u671f\u7684\u89c2\u6d4b\u5b9e\u8df5<\/h3>\n<p><strong>\u5728\u5f00\u53d1\u9636\u6bb5<\/strong>\uff0c\u53ef\u89c2\u6d4b\u6027\u6570\u636e\u6b63\u5728\u5de6\u79fb(Shift Left)\u3002\u5de5\u7a0b\u5e08\u5728\u7f16\u5199\u4ee3\u7801\u65f6\uff0c\u5c31\u80fd\u901a\u8fc7\u57cb\u70b9\u6a21\u62df\u770b\u5230\u670d\u52a1\u5728\u5206\u5e03\u5f0f\u73af\u5883\u4e2d\u7684\u8868\u73b0\u3002\u67d0\u4e92\u8054\u7f51\u94f6\u884c\u751a\u81f3\u5c06\u89c2\u6d4b\u6307\u6807\u7eb3\u5165CI\/CD\u6d41\u6c34\u7ebf\uff0c\u81ea\u52a8\u963b\u65ad\u53ef\u80fd\u5f15\u53d1\u76d1\u63a7\u5f02\u5e38\u7684\u4ee3\u7801\u63d0\u4ea4\u3002<\/p>\n<p><strong>\u5728\u8fd0\u884c\u65f6<\/strong>\uff0c\u667a\u80fd\u57fa\u7ebf\u8ba1\u7b97\u6539\u53d8\u4e86\u544a\u8b66\u673a\u5236\u3002\u4e0d\u540c\u4e8e\u56fa\u5b9a\u9608\u503c\uff0c\u5e73\u53f0\u4f1a\u5b66\u4e60\u6bcf\u4e2a\u670d\u52a1\u7684\u52a8\u6001\u6a21\u5f0f\uff1a\u5bf9\u4e8e\u5348\u95f4\u6d41\u91cf\u4f4e\u8c37\u65f6CPU\u4f7f\u7528\u738770%\u53ef\u80fd\u610f\u5473\u7740\u5f02\u5e38\uff0c\u4f46\u5728\u665a\u9ad8\u5cf0\u53ef\u80fd\u5c31\u662f\u6b63\u5e38\u72b6\u6001\u3002\u8fd9\u79cd\u60c5\u5883\u611f\u77e5\u80fd\u529b\uff0c\u8ba9\u67d0\u793e\u4ea4\u5e73\u53f0\u51cf\u5c11\u4e8672%\u7684\u8bef\u62a5\u8b66\u3002<\/p>\n<p><strong>\u5728\u4f18\u5316\u73af\u8282<\/strong>\uff0c\u706b\u7130\u56fe(Flame Graph)\u6280\u672f\u5e2e\u52a9\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\u3002\u67d0\u6e38\u620f\u516c\u53f8\u901a\u8fc7\u5206\u6790gRPC\u8c03\u7528\u94fe\uff0c\u53d1\u73b0\u67d0\u4e2a\u5fae\u670d\u52a1\u7684\u5e8f\u5217\u5316\u64cd\u4f5c\u6d88\u8017\u4e8638%\u7684\u8bf7\u6c42\u65f6\u95f4\uff0c\u4f18\u5316\u540eAPI\u5ef6\u8fdf\u76f4\u63a5\u964d\u4f4e56%\u3002<\/p>\n<hr>\n<h3 id=\"\u56db-\u672a\u6765\u6f14\u8fdb\u65b9\u5411\">\u56db\u3001\u672a\u6765\u6f14\u8fdb\u65b9\u5411<\/h3>\n<p>\u968f\u7740<strong>Serverless\u67b6\u6784<\/strong>\u7684\u666e\u53ca\uff0c\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u6b63\u5728\u7a81\u7834&rdquo;\u57fa\u7840\u8bbe\u65bd\u53ef\u89c1&rdquo;\u7684\u8fb9\u754c\u3002FaaS\uff08\u51fd\u6570\u5373\u670d\u52a1\uff09\u7684\u77ac\u65f6\u6267\u884c\u7279\u6027\uff0c\u8981\u6c42\u89c2\u6d4b\u7cfb\u7edf\u5177\u5907\u6beb\u79d2\u7ea7\u7684\u6570\u636e\u6355\u83b7\u80fd\u529b\u3002\u67d0\u4e91\u8ba1\u7b97\u5382\u5546\u7684\u5b9e\u9a8c\u663e\u793a\uff0c\u901a\u8fc7\u6539\u826f\u7684\u6d41\u5f0f\u5904\u7406\u5f15\u64ce\uff0c\u5176\u5e73\u53f0\u5df2\u80fd\u5b8c\u6574\u8bb0\u5f55\u6bcf\u6b21\u51fd\u6570\u6267\u884c\u7684\u51b7\u542f\u52a8\u8017\u65f6\u3001\u5185\u5b58\u5206\u914d\u7b49\u5fae\u89c2\u6307\u6807\u3002<\/p>\n<p>\u66f4\u503c\u5f97\u671f\u5f85\u7684\u662f<strong>\u6570\u5b57\u5b6a\u751f<\/strong>\u6280\u672f\u7684\u878d\u5408\u3002\u901a\u8fc7\u6784\u5efa\u4e91\u539f\u751f\u73af\u5883\u7684\u865a\u62df\u955c\u50cf\uff0c\u8fd0\u7ef4\u4eba\u5458\u53ef\u4ee5\u5728\u6545\u969c\u53d1\u751f\u524d\u8fdb\u884c\u538b\u529b\u6d4b\u8bd5\u63a8\u6f14\u3002\u8fd9\u5c31\u50cf\u7ed9\u6574\u4e2a\u7cfb\u7edf\u88c5\u4e0a&rdquo;\u9884\u5224\u4e4b\u773c&rdquo;\uff0c\u67d0\u6c7d\u8f66\u5236\u9020\u5546\u7684POC\u9879\u76ee\u5df2\u9a8c\u8bc1\uff0c\u8be5\u65b9\u6cd5\u80fd\u63d0\u524d48\u5c0f\u65f6\u9884\u6d4b\u5230\u8d44\u6e90\u67af\u7aed\u98ce\u9669\u3002<\/p>\n<hr>\n<p>\u5f53\u4e91\u539f\u751f\u5e94\u7528\u5f00\u59cb\u5411\u592a\u7a7a\u8ba1\u7b97\u3001\u8fb9\u7f18\u667a\u80fd\u7b49\u573a\u666f\u5ef6\u4f38\uff0c\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u7684\u89d2\u8272\u6b63\u5728\u4ece&rdquo;\u6545\u969c\u8bb0\u5f55\u4eea&rdquo;\u8fdb\u5316\u4e3a&rdquo;\u7cfb\u7edf\u795e\u7ecf\u4e2d\u67a2&rdquo;\u3002\u5b83\u4e0d\u4ec5\u662f\u6280\u672f\u56e2\u961f\u7684\u773c\u775b\u548c\u8033\u6735\uff0c\u66f4\u662f\u9a71\u52a8\u4e1a\u52a1\u6301\u7eed\u8fdb\u5316\u7684\u51b3\u7b56\u5927\u8111\u3002\u5728\u8fd9\u4e2a\u6bcf\u79d2\u4ea7\u751f\u6570\u767e\u4e07\u6b21\u670d\u52a1\u4ea4\u4e92\u7684\u65b0\u4e16\u754c\uff0c\u62e5\u6709\u5168\u666f\u89c2\u6d4b\u80fd\u529b\u7684\u4f01\u4e1a\uff0c\u7ec8\u5c06\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6df1\u6c34\u533a\u8d62\u5f97\u5148\u673a\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f53\u67d0\u7535\u5546\u5e73\u53f0\u7684\u79d2\u6740\u6d3b\u52a8\u56e0\u6d41\u91cf\u66b4\u589e\u5bfc\u81f4\u670d\u52a1\u5668\u5d29\u6e83\u65f6\uff0c\u8fd0\u7ef4\u56e2\u961f\u5374\u5728\u76d1\u63a7\u4eea\u8868\u76d8\u4e0a\u770b\u5230\u6240\u6709\u6307\u6807&rdquo;\u6b63\u5e38&rdquo;\u3002\u8fd9\u79cd\u9ed1\u8272\u5e7d\u9ed8\u6b63\u5728\u5168\u7403\u6570\u767e\u4e07\u4e91\u539f\u751f\u73af\u5883\u4e2d\u771f\u5b9e\u4e0a\u6f14\u2014\u2014\u4f20\u7edf\u7684\u76d1\u63a7\u624b\u6bb5\u5728\u5bb9\u5668\u5316\u3001\u5fae\u670d\u52a1\u5316\u7684\u67b6\u6784\u4e2d\uff0c\u5c31\u50cf\u7528\u4f53\u6e29\u8ba1\u6d4b\u91cf\u98d3\u98ce\uff0c\u5b8c\u5168\u5931\u53bb\u4e86\u5e94\u6709\u7684\u9884\u8b66\u80fd\u529b\u3002\u4e91\u539f\u751f\u5e94\u7528\u7684\u7206\u70b8\u5f0f\u589e\u957f\uff0c\u6b63\u5728\u5012\u903c\u53ef\u89c2\u6d4b\u6027\u6280\u672f\u5b8c\u6210\u4ece&rdquo;\u4e8b\u540e\u8bca\u65ad&rdquo;\u5230&rdquo;\u4e8b\u524d\u9884\u6d4b&rdquo;\u7684\u9769\u547d\u6027\u8de8\u8d8a\u3002 \u4e00\u3001\u4e91\u539f\u751f\u67b6\u6784\u7684\u76d1\u63a7\u56f0\u5883 \u5728\u865a\u62df\u673a\u65f6\u4ee3\uff0c\u76d1\u63a7\u7cfb\u7edf\u5173\u6ce8\u7684\u662fCPU\u3001\u5185\u5b58\u3001\u78c1\u76d8\u7b49\u7269\u7406\u6307\u6807\u3002\u4f46\u968f\u7740Kubernetes\u7684\u666e\u53ca\uff0c\u57fa\u7840\u8bbe\u65bd\u53d8\u5f97\u50cf\u6db2\u4f53\u822c\u6d41\u52a8\u2014\u2014\u5bb9\u5668\u968f\u65f6\u521b\u5efa\u9500\u6bc1\uff0c\u5fae\u670d\u52a1\u95f4\u4ea7\u751f\u6307\u6570\u7ea7\u589e\u957f\u7684\u4ea4\u4e92\u8def\u5f84\u3002\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u66fe\u7edf\u8ba1\uff0c\u5176\u751f\u4ea7\u73af\u5883\u6bcf\u5929\u4ea7\u751f2.3\u4ebf\u6761\u65e5\u5fd7\uff0c\u5374\u4ecd\u670935%\u7684\u6545\u969c\u65e0\u6cd5\u51c6\u786e\u5b9a\u4f4d\u3002 \u670d\u52a1\u7f51\u683c(Service Mesh)\u7684\u5f15\u5165\u52a0\u5267\u4e86\u8fd9\u79cd\u590d\u6742\u6027\u3002\u5355\u4e2a\u7528\u6237\u8bf7\u6c42\u53ef\u80fd\u7a7f\u8d8a12\u4e2a\u4ee5\u4e0a\u670d\u52a1\u8282\u70b9\uff0c\u6bcf\u4e2a\u8282\u70b9\u53c8\u6d89\u53ca\u8d1f\u8f7d\u5747\u8861\u3001API\u7f51\u5173\u3001\u6570\u636e\u5e93\u96c6\u7fa4\u7b49\u591a\u4e2a\u7ec4\u4ef6\u3002\u5f53\u54cd\u5e94\u5ef6\u8fdf\u589e\u957f\u65f6\uff0c\u4f20\u7edf\u76d1\u63a7\u5c31\u50cf\u5728\u8ff7\u5bab\u91cc\u70b9\u8721\u70db\uff0c\u96be\u4ee5\u770b\u6e05\u5168\u8c8c\u3002\u8fd9\u6b63\u662f\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u7684\u4ef7\u503c\u6240\u5728\uff1a\u5b83\u4e0d\u518d\u5c40\u9650\u4e8e\u6307\u6807\u6536\u96c6\uff0c\u800c\u662f\u6784\u5efa\u8d77\u7acb\u4f53\u7684\u89c2\u6d4b\u77e9\u9635\u3002 \u4e8c\u3001\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u7684\u4e09\u5927\u7a81\u7834 \u591a\u7ef4\u6570\u636e\u878d\u5408 \u73b0\u4ee3\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u901a\u8fc7OpenTelemetry\u6807\u51c6\uff0c\u7edf\u4e00\u91c7\u96c6\u6307\u6807(metrics)\u3001\u65e5\u5fd7(logs)\u3001\u8ffd\u8e2a(traces)\u4e09\u7c7b\u6570\u636e\u3002\u67d0\u89c6\u9891\u6d41\u5a92\u4f53\u5e73\u53f0\u7684\u5b9e\u8df5\u8868\u660e\uff0c\u8fd9\u79cd\u4e09\u7ef4\u89c2\u6d4b\u80fd\u5c06\u6545\u969c\u5b9a\u4f4d\u65f6\u95f4\u7f29\u77ed83%\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u5e73\u53f0\u4f1a\u667a\u80fd\u5173\u8054Kubernetes\u4e8b\u4ef6\u3001\u4ee3\u7801\u63d0\u4ea4\u8bb0\u5f55\u7b49\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u50cf\u6cd5\u533b\u822c\u8fd8\u539f\u6545\u969c\u73b0\u573a\u3002 \u52a8\u6001\u62d3\u6251\u611f\u77e5 \u57fa\u4e8eeBPF\u6280\u672f\u7684\u7f51\u7edc\u6d41\u91cf\u5206\u6790\uff0c\u53ef\u5b9e\u65f6\u7ed8\u5236\u5fae\u670d\u52a1\u4f9d\u8d56\u56fe\u8c31\u3002\u5f53\u67d0\u4e2aPod\u51fa\u73b0\u5f02\u5e38\u65f6\uff0c\u5e73\u53f0\u4e0d\u4ec5\u80fd\u6807\u8bb0\u6545\u969c\u5bb9\u5668\uff0c\u8fd8\u80fd\u8ffd\u6eaf\u4e0a\u6e38\u670d\u52a1\u7684\u5f71\u54cd\u8303\u56f4\u3002\u8fd9\u79cd\u80fd\u529b\u5728\u81ea\u52a8\u6269\u7f29\u5bb9\u573a\u666f\u4e2d\u5c24\u4e3a\u91cd\u8981\u2014\u2014\u67d0\u7535\u5546\u5e73\u53f0\u5728618\u5927\u4fc3\u671f\u95f4\uff0c\u6b63\u662f\u4f9d\u8d56\u52a8\u6001\u62d3\u6251\u53ca\u65f6\u53d1\u73b0\u4e86\u56e0\u5f39\u6027\u4f38\u7f29\u89e6\u53d1\u7684\u6570\u636e\u5e93\u8fde\u63a5\u6cc4\u6f0f\u3002 AI\u9a71\u52a8\u7684\u6839\u56e0\u5206\u6790 \u9886\u5148\u5e73\u53f0\u5f00\u59cb\u96c6\u6210\u56e0\u679c\u63a8\u65ad\u7b97\u6cd5\uff0c\u4ece\u6d77\u91cf\u6570\u636e\u4e2d\u8bc6\u522b\u5f02\u5e38\u6a21\u5f0f\u3002\u4e0d\u540c\u4e8e\u4f20\u7edf\u9608\u503c\u544a\u8b66\uff0c\u8fd9\u7c7b\u7cfb\u7edf\u53ef\u4ee5\u68c0\u6d4b\u5230&rdquo;\u8ba2\u5355\u652f\u4ed8\u6210\u529f\u7387\u4e0b\u964d0.5%&ldquo;\u8fd9\u79cd\u7ec6\u5fae\u53d8\u5316\uff0c\u5e76\u81ea\u52a8\u5173\u8054\u540c\u671f\u90e8\u7f72\u7684\u4ee3\u7801\u53d8\u66f4\u3002Gartner\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c\u91c7\u7528AIOps\u6280\u672f\u7684\u7ec4\u7ec7\u5c06\u51cf\u5c1140%\u7684MTTR\uff08\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff09\u3002 \u4e09\u3001\u4e91\u539f\u751f\u5168\u751f\u547d\u5468\u671f\u7684\u89c2\u6d4b\u5b9e\u8df5 \u5728\u5f00\u53d1\u9636\u6bb5\uff0c\u53ef\u89c2\u6d4b\u6027\u6570\u636e\u6b63\u5728\u5de6\u79fb(Shift Left)\u3002\u5de5\u7a0b\u5e08\u5728\u7f16\u5199\u4ee3\u7801\u65f6\uff0c\u5c31\u80fd\u901a\u8fc7\u57cb\u70b9\u6a21\u62df\u770b\u5230\u670d\u52a1\u5728\u5206\u5e03\u5f0f\u73af\u5883\u4e2d\u7684\u8868\u73b0\u3002\u67d0\u4e92\u8054\u7f51\u94f6\u884c\u751a\u81f3\u5c06\u89c2\u6d4b\u6307\u6807\u7eb3\u5165CI\/CD\u6d41\u6c34\u7ebf\uff0c\u81ea\u52a8\u963b\u65ad\u53ef\u80fd\u5f15\u53d1\u76d1\u63a7\u5f02\u5e38\u7684\u4ee3\u7801\u63d0\u4ea4\u3002 \u5728\u8fd0\u884c\u65f6\uff0c\u667a\u80fd\u57fa\u7ebf\u8ba1\u7b97\u6539\u53d8\u4e86\u544a\u8b66\u673a\u5236\u3002\u4e0d\u540c\u4e8e\u56fa\u5b9a\u9608\u503c\uff0c\u5e73\u53f0\u4f1a\u5b66\u4e60\u6bcf\u4e2a\u670d\u52a1\u7684\u52a8\u6001\u6a21\u5f0f\uff1a\u5bf9\u4e8e\u5348\u95f4\u6d41\u91cf\u4f4e\u8c37\u65f6CPU\u4f7f\u7528\u738770%\u53ef\u80fd\u610f\u5473\u7740\u5f02\u5e38\uff0c\u4f46\u5728\u665a\u9ad8\u5cf0\u53ef\u80fd\u5c31\u662f\u6b63\u5e38\u72b6\u6001\u3002\u8fd9\u79cd\u60c5\u5883\u611f\u77e5\u80fd\u529b\uff0c\u8ba9\u67d0\u793e\u4ea4\u5e73\u53f0\u51cf\u5c11\u4e8672%\u7684\u8bef\u62a5\u8b66\u3002 \u5728\u4f18\u5316\u73af\u8282\uff0c\u706b\u7130\u56fe(Flame Graph)\u6280\u672f\u5e2e\u52a9\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\u3002\u67d0\u6e38\u620f\u516c\u53f8\u901a\u8fc7\u5206\u6790gRPC\u8c03\u7528\u94fe\uff0c\u53d1\u73b0\u67d0\u4e2a\u5fae\u670d\u52a1\u7684\u5e8f\u5217\u5316\u64cd\u4f5c\u6d88\u8017\u4e8638%\u7684\u8bf7\u6c42\u65f6\u95f4\uff0c\u4f18\u5316\u540eAPI\u5ef6\u8fdf\u76f4\u63a5\u964d\u4f4e56%\u3002 \u56db\u3001\u672a\u6765\u6f14\u8fdb\u65b9\u5411 \u968f\u7740Serverless\u67b6\u6784\u7684\u666e\u53ca\uff0c\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u6b63\u5728\u7a81\u7834&rdquo;\u57fa\u7840\u8bbe\u65bd\u53ef\u89c1&rdquo;\u7684\u8fb9\u754c\u3002FaaS\uff08\u51fd\u6570\u5373\u670d\u52a1\uff09\u7684\u77ac\u65f6\u6267\u884c\u7279\u6027\uff0c\u8981\u6c42\u89c2\u6d4b\u7cfb\u7edf\u5177\u5907\u6beb\u79d2\u7ea7\u7684\u6570\u636e\u6355\u83b7\u80fd\u529b\u3002\u67d0\u4e91\u8ba1\u7b97\u5382\u5546\u7684\u5b9e\u9a8c\u663e\u793a\uff0c\u901a\u8fc7\u6539\u826f\u7684\u6d41\u5f0f\u5904\u7406\u5f15\u64ce\uff0c\u5176\u5e73\u53f0\u5df2\u80fd\u5b8c\u6574\u8bb0\u5f55\u6bcf\u6b21\u51fd\u6570\u6267\u884c\u7684\u51b7\u542f\u52a8\u8017\u65f6\u3001\u5185\u5b58\u5206\u914d\u7b49\u5fae\u89c2\u6307\u6807\u3002 \u66f4\u503c\u5f97\u671f\u5f85\u7684\u662f\u6570\u5b57\u5b6a\u751f\u6280\u672f\u7684\u878d\u5408\u3002\u901a\u8fc7\u6784\u5efa\u4e91\u539f\u751f\u73af\u5883\u7684\u865a\u62df\u955c\u50cf\uff0c\u8fd0\u7ef4\u4eba\u5458\u53ef\u4ee5\u5728\u6545\u969c\u53d1\u751f\u524d\u8fdb\u884c\u538b\u529b\u6d4b\u8bd5\u63a8\u6f14\u3002\u8fd9\u5c31\u50cf\u7ed9\u6574\u4e2a\u7cfb\u7edf\u88c5\u4e0a&rdquo;\u9884\u5224\u4e4b\u773c&rdquo;\uff0c\u67d0\u6c7d\u8f66\u5236\u9020\u5546\u7684POC\u9879\u76ee\u5df2\u9a8c\u8bc1\uff0c\u8be5\u65b9\u6cd5\u80fd\u63d0\u524d48\u5c0f\u65f6\u9884\u6d4b\u5230\u8d44\u6e90\u67af\u7aed\u98ce\u9669\u3002 \u5f53\u4e91\u539f\u751f\u5e94\u7528\u5f00\u59cb\u5411\u592a\u7a7a\u8ba1\u7b97\u3001\u8fb9\u7f18\u667a\u80fd\u7b49\u573a\u666f\u5ef6\u4f38\uff0c\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u7684\u89d2\u8272\u6b63\u5728\u4ece&rdquo;\u6545\u969c\u8bb0\u5f55\u4eea&rdquo;\u8fdb\u5316\u4e3a&rdquo;\u7cfb\u7edf\u795e\u7ecf\u4e2d\u67a2&rdquo;\u3002\u5b83\u4e0d\u4ec5\u662f\u6280\u672f\u56e2\u961f\u7684\u773c\u775b\u548c\u8033\u6735\uff0c\u66f4\u662f\u9a71\u52a8\u4e1a\u52a1\u6301\u7eed\u8fdb\u5316\u7684\u51b3\u7b56\u5927\u8111\u3002\u5728\u8fd9\u4e2a\u6bcf\u79d2\u4ea7\u751f\u6570\u767e\u4e07\u6b21\u670d\u52a1\u4ea4\u4e92\u7684\u65b0\u4e16\u754c\uff0c\u62e5\u6709\u5168\u666f\u89c2\u6d4b\u80fd\u529b\u7684\u4f01\u4e1a\uff0c\u7ec8\u5c06\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6df1\u6c34\u533a\u8d62\u5f97\u5148\u673a\u3002<\/p>\n","protected":false},"author":4,"featured_media":35396,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[],"class_list":["post-35395","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\/35395","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=35395"}],"version-history":[{"count":1,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/35395\/revisions"}],"predecessor-version":[{"id":35397,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/35395\/revisions\/35397"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media\/35396"}],"wp:attachment":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media?parent=35395"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/categories?post=35395"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/tags?post=35395"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}