{"id":36012,"date":"2025-03-26T14:06:24","date_gmt":"2025-03-26T06:06:24","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=36012"},"modified":"2025-03-26T14:06:24","modified_gmt":"2025-03-26T06:06:24","slug":"%e9%9b%b6%e4%be%b5%e6%89%b0%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%e5%9c%a8-devops-%e6%b5%81%e7%a8%8b%e4%b8%ad%e7%9a%84%e5%85%b7%e4%bd%93%e5%ba%94%e7%94%a8%e6%9c%89%e5%93%aa%e4%ba%9b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/36012.html","title":{"rendered":"\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u5728 DevOps \u6d41\u7a0b\u4e2d\u7684\u5177\u4f53\u5e94\u7528\u6709\u54ea\u4e9b\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/walh7iF.jpg\" alt=\"\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u5728 DevOps \u6d41\u7a0b\u4e2d\u7684\u5177\u4f53\u5e94\u7528\u6709\u54ea\u4e9b\uff1f\" ><\/p>\n<\/p>\n<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c&rdquo;\u5f00\u53d1\u4e0e\u8fd0\u7ef4\u7684\u754c\u9650\u6b63\u5728\u6d88\u5931&rdquo;\u5df2\u6210\u4e3a\u884c\u4e1a\u5171\u8bc6\u3002\u5f53\u4f01\u4e1a\u4ee5\u6bcf\u5468\u6570\u767e\u6b21\u90e8\u7f72\u7684\u9891\u7387\u63a8\u8fdb\u4e1a\u52a1\u65f6\uff0c\u4f20\u7edf\u7684\u76d1\u63a7\u624b\u6bb5\u5c31\u50cf\u7528\u671b\u8fdc\u955c\u89c2\u5bdf\u5fae\u751f\u7269\u2014\u2014\u65e2\u65e0\u6cd5\u6355\u6349\u7ec6\u8282\uff0c\u53c8\u53ef\u80fd\u56e0\u9891\u7e41\u63d2\u88c5\u4ee3\u7801\u62d6\u6162\u4ea4\u4ed8\u901f\u5ea6\u3002\u8fd9\u79cd\u77db\u76fe\u50ac\u751f\u4e86<strong>\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027<\/strong>\u7684\u9769\u547d\u6027\u7406\u5ff5\uff1a\u5728\u4e0d\u4fee\u6539\u4ee3\u7801\u7684\u524d\u63d0\u4e0b\uff0c\u901a\u8fc7\u7cfb\u7edf\u81ea\u52a8\u751f\u6210\u7684\u6570\u636e\u6d41\u5b9e\u73b0\u5168\u94fe\u8def\u900f\u89c6\u3002\u8fd9\u79cd\u6280\u672f\u4e0d\u4ec5\u6b63\u5728\u91cd\u5851DevOps\u7684\u5b9e\u8df5\u8303\u5f0f\uff0c\u66f4\u5728\u91cd\u6784\u8f6f\u4ef6\u4ea4\u4ed8\u4ef7\u503c\u94fe\u7684\u6bcf\u4e2a\u73af\u8282\u3002<\/p>\n<h3 id=\"\u4e00-\u53ef\u89c2\u6d4b\u6027\u8303\u5f0f\u7684\u8fdb\u5316\u903b\u8f91\">\u4e00\u3001\u53ef\u89c2\u6d4b\u6027\u8303\u5f0f\u7684\u8fdb\u5316\u903b\u8f91<\/h3>\n<p>\u4f20\u7edf\u76d1\u63a7\u4f53\u7cfb\u5efa\u7acb\u5728\u5bf9\u5df2\u77e5\u6545\u969c\u6a21\u5f0f\u7684\u9884\u8bbe\u4e0a\uff0c\u5c31\u50cf\u5728\u9ad8\u901f\u516c\u8def\u4e0a\u53ea\u8bbe\u7f6e\u56fa\u5b9a\u4f4d\u7f6e\u7684\u6d4b\u901f\u4eea\u3002\u800c\u4e91\u539f\u751f\u73af\u5883\u4e0b\uff0c\u5fae\u670d\u52a1\u67b6\u6784\u7684\u52a8\u6001\u6027\u548c\u5206\u5e03\u5f0f\u7279\u6027\u4f7f\u5f97<strong>99%\u7684\u6545\u969c\u53d1\u751f\u5728\u610f\u60f3\u4e0d\u5230\u7684\u4f4d\u7f6e<\/strong>\u3002\u96f6\u4fb5\u6270\u65b9\u6848\u901a\u8fc7\u91c7\u96c6\u57fa\u7840\u8bbe\u65bd\u5c42\u3001\u8fd0\u884c\u65f6\u73af\u5883\u3001\u7f51\u7edc\u534f\u8bae\u6808\u7b49\u539f\u751f\u6570\u636e\uff0c\u6784\u5efa\u8d77\u4e09\u7ef4\u89c2\u6d4b\u77e9\u9635\uff1a<\/p>\n<ol>\n<li><strong>Metric\u6d41<\/strong>\uff1a\u81ea\u52a8\u6355\u83b7CPU\u3001\u5185\u5b58\u3001\u7ebf\u7a0b\u6c60\u7b49200+\u57fa\u7840\u6307\u6807\n<\/li>\n<li><strong>Trace\u6811<\/strong>\uff1a\u501f\u52a9<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">eBPF<\/a>\u6280\u672f\u5b9e\u73b0\u65e0\u57cb\u70b9\u7684\u8c03\u7528\u94fe\u8ffd\u8e2a\n<\/li>\n<li><strong>Log\u6d41<\/strong>\uff1a\u901a\u8fc7\u65c1\u8def\u6293\u53d6\u5bb9\u5668\u6807\u51c6\u8f93\u51fa\u65e5\u5fd7\n<\/li>\n<\/ol>\n<p>\u67d0\u5934\u90e8\u7535\u5546\u7684\u5b9e\u8df5\u663e\u793a\uff0c\u91c7\u7528\u96f6\u4fb5\u6270\u65b9\u6848\u540e\uff0c\u5176\u652f\u4ed8\u7cfb\u7edf\u7684\u76d1\u63a7\u8986\u76d6\u7387\u4ece68%\u8dc3\u5347\u81f397%\uff0c\u800c\u4ee3\u7801\u4fb5\u5165\u5ea6\u964d\u4f4e92%\u3002\u8fd9\u79cd\u8f6c\u53d8\u4f7f\u5f97\u8fd0\u7ef4\u56e2\u961f\u80fd\u591f<strong>\u5728\u9700\u6c42\u8bc4\u5ba1\u9636\u6bb5\u5c31\u5efa\u7acb\u53ef\u89c2\u6d4b\u6027\u6807\u51c6<\/strong>\uff0c\u800c\u975e\u5728\u4e8b\u6545\u53d1\u751f\u540e\u8865\u4e01\u5f0f\u57cb\u70b9\u3002<\/p>\n<h3 id=\"\u4e8c-ci-cd\u6d41\u6c34\u7ebf\u7684\u900f\u89c6\u9769\u547d\">\u4e8c\u3001CI\/CD\u6d41\u6c34\u7ebf\u7684\u900f\u89c6\u9769\u547d<\/h3>\n<p>\u5728\u6301\u7eed\u96c6\u6210\u73af\u8282\uff0c\u96f6\u4fb5\u6270\u6280\u672f\u6b63\u89e3\u6784\u7740&rdquo;\u6d4b\u8bd5\u73af\u5883\u6c38\u8fdc\u5e72\u51c0&rdquo;\u7684\u5e7b\u60f3\u3002\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u901a\u8fc7\u6784\u5efa\u9636\u6bb5\u6ce8\u5165\u8f7b\u91cf\u7ea7\u63a2\u9488\uff0c\u5b9e\u73b0\u4e86\uff1a<\/p>\n<ul>\n<li><strong>\u6784\u5efa\u4f9d\u8d56\u56fe\u8c31\u53ef\u89c6\u5316<\/strong>\uff1a\u81ea\u52a8\u8bc6\u522bnpm\u5305\u7248\u672c\u51b2\u7a81\u7b49\u9690\u5f62\u98ce\u9669\n<\/li>\n<li><strong>\u6d41\u6c34\u7ebf\u6548\u80fd\u5206\u6790<\/strong>\uff1a\u7cbe\u786e\u5230\u7ebf\u7a0b\u7ea7\u7684\u8d44\u6e90\u6d88\u8017\u70ed\u529b\u56fe\n<\/li>\n<li><strong>\u5236\u54c1\u6eaf\u6e90<\/strong>\uff1a\u5173\u8054\u4e8c\u8fdb\u5236\u6587\u4ef6\u4e0e\u4ee3\u7801\u63d0\u4ea4\u3001\u6d4b\u8bd5\u7528\u4f8b\u7684DNA\u56fe\u8c31\n<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u6df1\u5ea6\u900f\u89c6\u4f7f\u5f97\u5e73\u5747\u6784\u5efa\u65f6\u95f4\u7f29\u77ed40%\uff0c\u4e1480%\u7684\u8d28\u91cf\u95ee\u9898\u5728\u5408\u5e76\u8bf7\u6c42\u9636\u6bb5\u5c31\u88ab\u62e6\u622a\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u6240\u6709\u6570\u636e\u91c7\u96c6\u5bf9\u5f00\u53d1\u8005\u5b8c\u5168\u900f\u660e\uff0c\u907f\u514d\u4e86\u4f20\u7edf\u63d2\u88c5\u5bfc\u81f4\u7684&rdquo;\u5de5\u5177\u6050\u60e7\u75c7&rdquo;\u3002<\/p>\n<h3 id=\"\u4e09-\u6df7\u6c8c\u5de5\u7a0b\u7684\u5168\u65b0\u6253\u5f00\u65b9\u5f0f\">\u4e09\u3001\u6df7\u6c8c\u5de5\u7a0b\u7684\u5168\u65b0\u6253\u5f00\u65b9\u5f0f<\/h3>\n<p>\u5f53\u6545\u969c\u6ce8\u5165\u5b9e\u9a8c\u9047\u4e0a\u96f6\u4fb5\u6270\u89c2\u6d4b\uff0c\u53ef\u9760\u6027\u5de5\u7a0b\u8fdb\u5165\u91cf\u5b50\u529b\u5b66\u822c\u7684\u53e0\u52a0\u6001\u3002\u67d0\u4e91\u670d\u52a1\u5546\u5728Kubernetes\u96c6\u7fa4\u5b9e\u65bd\u7684\u81ea\u52a8\u5316\u6df7\u6c8c\u5de5\u7a0b\u663e\u793a\uff1a<\/p>\n<ol>\n<li>\u65e0\u63d2\u88c5\u7684\u6570\u636e\u91c7\u96c6\u4f7f\u5b9e\u9a8c\u5e72\u6270\u5ea6\u964d\u4f4e87%\n<\/li>\n<li>\u5b9e\u65f6\u6355\u83b7\u5230etcd\u9009\u4e3e\u8fc7\u7a0b\u4e2d\u7684\u8111\u88c2\u73b0\u8c61\n<\/li>\n<li>\u53d1\u73b0Service Mesh\u5c42\u7ea7\u7684\u7ea7\u8054\u6545\u969c\u4f20\u64ad\u6a21\u5f0f\n<\/li>\n<\/ol>\n<p>\u901a\u8fc7\u5c06\u89c2\u6d4b\u6570\u636e\u4e0e\u6545\u969c\u5267\u672c\u81ea\u52a8\u5173\u8054\uff0c\u56e2\u961f\u6784\u5efa\u8d77<strong>\u6545\u969c\u6a21\u5f0f\u77e5\u8bc6\u56fe\u8c31<\/strong>\uff0c\u4f7f\u5f97\u5e73\u5747\u6545\u969c\u5b9a\u4f4d\u65f6\u95f4\uff08MTTR\uff09\u4ece53\u5206\u949f\u538b\u7f29\u81f39\u5206\u949f\u3002\u8fd9\u79cd\u6539\u53d8\u8ba9&rdquo;\u9884\u9632\u6027\u8fd0\u7ef4&rdquo;\u4ece\u6982\u5ff5\u8d70\u5411\u843d\u5730\u2014\u2014\u7cfb\u7edf\u4f1a\u5728\u8d44\u6e90\u6c34\u4f4d\u8fbe\u5230\u4e34\u754c\u9608\u503c\u524d\u81ea\u52a8\u89e6\u53d1\u5f39\u6027\u4f38\u7f29\u3002<\/p>\n<h3 id=\"\u56db-\u751f\u4ea7\u73af\u5883\u4e0b\u7684\u7cbe\u51c6\u624b\u672f\u5200\">\u56db\u3001\u751f\u4ea7\u73af\u5883\u4e0b\u7684\u7cbe\u51c6\u624b\u672f\u5200<\/h3>\n<p>\u4f20\u7edfAPM\u5de5\u5177\u5728\u751f\u4ea7\u73af\u5883\u8bca\u65ad\u65f6\uff0c\u5e38\u5e38\u9762\u4e34&rdquo;\u89c2\u6d4b\u5373\u7834\u574f&rdquo;\u7684\u56f0\u5883\u3002\u96f6\u4fb5\u6270\u65b9\u6848\u901a\u8fc7\u667a\u80fd\u91c7\u6837\u548c\u8fb9\u7f18\u8ba1\u7b97\uff0c\u5b9e\u73b0\u4e86<strong>\u8bca\u65ad\u7cbe\u5ea6\u7684\u8dc3\u5347<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u52a8\u6001\u57fa\u7ebf\u7cfb\u7edf<\/strong>\uff1a\u57fa\u4e8e\u65f6\u5e8f\u6570\u636e\u5e93\u81ea\u52a8\u5b66\u4e60\u4e1a\u52a1\u6a21\u5f0f\n<\/li>\n<li><strong>\u5f02\u5e38\u68c0\u6d4b\u5f15\u64ce<\/strong>\uff1a\u4f7f\u7528\u8c31\u805a\u7c7b\u7b97\u6cd5\u8bc6\u522b\u5fae\u89c2\u670d\u52a1\u5f02\u5e38\n<\/li>\n<li><strong>\u6839\u56e0\u5b9a\u4f4d<\/strong>\uff1a\u7ed3\u5408\u62d3\u6251\u5206\u6790\u4e0e\u56e0\u679c\u63a8\u7406\u6a21\u578b\n<\/li>\n<\/ul>\n<p>\u67d0\u89c6\u9891\u5e73\u53f0\u7684\u6848\u4f8b\u663e\u793a\uff0c\u5728\u6625\u8282\u6d41\u91cf\u6d2a\u5cf0\u671f\u95f4\uff0c\u7cfb\u7edf\u81ea\u52a8\u8bc6\u522b\u51faCDN\u8fb9\u7f18\u8282\u70b9\u7684TCP\u91cd\u4f20\u7387\u5f02\u5e38\uff0c\u5e76\u5173\u8054\u5230\u67d0\u7701\u4efd\u8fd0\u8425\u5546\u7684\u8def\u7531\u7b56\u7565\u53d8\u66f4\u3002\u6574\u4e2a\u8fc7\u7a0b\u65e0\u9700\u4efb\u4f55\u4eba\u5de5\u57cb\u70b9\uff0c\u95ee\u9898\u4ece\u53d1\u751f\u5230\u89e3\u51b3\u4ec5\u8017\u65f611\u5206\u949f\u3002<\/p>\n<h3 id=\"\u4e94-\u5de5\u5177\u751f\u6001\u7684\u8303\u5f0f\u8fc1\u79fb\">\u4e94\u3001\u5de5\u5177\u751f\u6001\u7684\u8303\u5f0f\u8fc1\u79fb<\/h3>\n<p>\u96f6\u4fb5\u6270\u7406\u5ff5\u6b63\u5728\u91cd\u5851\u53ef\u89c2\u6d4b\u6027\u5de5\u5177\u94fe\u7684DNA\u3002<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">OpenTelemetry<\/a>\u6807\u51c6\u901a\u8fc7\u81ea\u52a8\u63d2\u88c5\u5b9e\u73b080%\u4ee5\u4e0a\u7684\u6307\u6807\u91c7\u96c6\uff0c<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a>\u7684<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">eBPF<\/a> exporter\u53ef\u76f4\u63a5\u83b7\u53d6\u5185\u6838\u6001\u6307\u6807\uff0c\u800cFluentBit\u7684\u5904\u7406\u5668\u94fe\u5b9e\u73b0\u4e86\u65e5\u5fd7\u7684\u667a\u80fd\u8fc7\u6ee4\u3002\u8fd9\u4e9b\u5de5\u5177\u5171\u540c\u6784\u5efa\u8d77<strong>\u81ea\u9002\u5e94\u7684\u89c2\u6d4b\u77e9\u9635<\/strong>\uff1a<\/p>\n<ol>\n<li>\u6570\u636e\u91c7\u96c6\u5c42\uff1a\u57fa\u4e8e\u667a\u80fd\u63a2\u9488\u7684\u52a8\u6001\u542f\u505c\n<\/li>\n<li>\u4f20\u8f93\u5c42\uff1a\u91c7\u7528NATS\u7b49\u9ad8\u6027\u80fd\u6d88\u606f\u4e2d\u95f4\u4ef6\n<\/li>\n<li>\u5206\u6790\u5c42\uff1a\u5185\u7f6e\u65f6\u5e8f\u9884\u6d4b\u3001\u5f02\u5e38\u68c0\u6d4b\u7b49AI\u6a21\u578b\n<\/li>\n<li>\u53ef\u89c6\u5316\u5c42\uff1a\u652f\u6301\u4e09\u7ef4\u62d3\u6251\u4e0e\u65f6\u7a7a\u5173\u8054\u5206\u6790\n<\/li>\n<\/ol>\n<p>\u8fd9\u79cd\u67b6\u6784\u8f6c\u53d8\u4f7f\u5f97\u5de5\u5177\u94fe\u7684\u7ef4\u62a4\u6210\u672c\u964d\u4f4e65%\uff0c\u800c\u6570\u636e\u4ef7\u503c\u5bc6\u5ea6\u63d0\u53473\u500d\u4ee5\u4e0a\u3002\u8fd0\u7ef4\u56e2\u961f\u5f00\u59cb\u4ece&rdquo;\u6570\u636e\u7ba1\u9053\u5de5&rdquo;\u8f6c\u578b\u4e3a&rdquo;\u7cfb\u7edf\u8bca\u65ad\u4e13\u5bb6&rdquo;\u3002<\/p>\n<p>\u5728DevOps\u7684\u7ec8\u6781\u613f\u666f\u4e2d\uff0c\u53ef\u89c2\u6d4b\u6027\u5e94\u8be5\u50cf\u7a7a\u6c14\u822c\u65e0\u5904\u4e0d\u5728\u5374\u53c8\u65e0\u6cd5\u5bdf\u89c9\u3002\u96f6\u4fb5\u6270\u6280\u672f\u6b63\u662f\u8fd9\u79cd\u7406\u5ff5\u7684\u5de5\u7a0b\u5316\u5b9e\u8df5\u2014\u2014\u5b83\u8ba9\u8d28\u91cf\u4fdd\u969c\u4ece\u88ab\u52a8\u9632\u5fa1\u8f6c\u5411\u4e3b\u52a8\u611f\u77e5\uff0c\u4f7f\u8f6f\u4ef6\u4ea4\u4ed8\u6d41\u6c34\u7ebf\u771f\u6b63\u5177\u5907\u751f\u7269\u4f53\u822c\u7684\u81ea\u6108\u80fd\u529b\u3002\u5f53\u6bcf\u4e2a\u5fae\u670d\u52a1\u90fd\u80fd\u81ea\u53d1&rdquo;\u547c\u5438&rdquo;\u51fa\u81ea\u8eab\u7684\u5065\u5eb7\u72b6\u6001\u65f6\uff0c\u6211\u4eec\u8ddd\u79bb\u667a\u80fd\u8fd0\u7ef4\u7684\u5723\u676f\u53c8\u8fd1\u4e86\u4e00\u6b65\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c&rdquo;\u5f00\u53d1\u4e0e\u8fd0\u7ef4\u7684\u754c\u9650\u6b63\u5728\u6d88\u5931&rdquo;\u5df2\u6210\u4e3a\u884c\u4e1a\u5171\u8bc6\u3002\u5f53\u4f01\u4e1a\u4ee5\u6bcf\u5468\u6570\u767e\u6b21\u90e8\u7f72\u7684\u9891\u7387\u63a8\u8fdb\u4e1a\u52a1\u65f6\uff0c\u4f20\u7edf\u7684\u76d1\u63a7\u624b\u6bb5\u5c31\u50cf\u7528\u671b\u8fdc\u955c\u89c2\u5bdf\u5fae\u751f\u7269\u2014\u2014\u65e2\u65e0\u6cd5\u6355\u6349\u7ec6\u8282\uff0c\u53c8\u53ef\u80fd\u56e0\u9891\u7e41\u63d2\u88c5\u4ee3\u7801\u62d6\u6162\u4ea4\u4ed8\u901f\u5ea6\u3002\u8fd9\u79cd\u77db\u76fe\u50ac\u751f\u4e86\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u7684\u9769\u547d\u6027\u7406\u5ff5\uff1a\u5728\u4e0d\u4fee\u6539\u4ee3\u7801\u7684\u524d\u63d0\u4e0b\uff0c\u901a\u8fc7\u7cfb\u7edf\u81ea\u52a8\u751f\u6210\u7684\u6570\u636e\u6d41\u5b9e\u73b0\u5168\u94fe\u8def\u900f\u89c6\u3002\u8fd9\u79cd\u6280\u672f\u4e0d\u4ec5\u6b63\u5728\u91cd\u5851DevOps\u7684\u5b9e\u8df5\u8303\u5f0f\uff0c\u66f4\u5728\u91cd\u6784\u8f6f\u4ef6\u4ea4\u4ed8\u4ef7\u503c\u94fe\u7684\u6bcf\u4e2a\u73af\u8282\u3002 \u4e00\u3001\u53ef\u89c2\u6d4b\u6027\u8303\u5f0f\u7684\u8fdb\u5316\u903b\u8f91 \u4f20\u7edf\u76d1\u63a7\u4f53\u7cfb\u5efa\u7acb\u5728\u5bf9\u5df2\u77e5\u6545\u969c\u6a21\u5f0f\u7684\u9884\u8bbe\u4e0a\uff0c\u5c31\u50cf\u5728\u9ad8\u901f\u516c\u8def\u4e0a\u53ea\u8bbe\u7f6e\u56fa\u5b9a\u4f4d\u7f6e\u7684\u6d4b\u901f\u4eea\u3002\u800c\u4e91\u539f\u751f\u73af\u5883\u4e0b\uff0c\u5fae\u670d\u52a1\u67b6\u6784\u7684\u52a8\u6001\u6027\u548c\u5206\u5e03\u5f0f\u7279\u6027\u4f7f\u5f9799%\u7684\u6545\u969c\u53d1\u751f\u5728\u610f\u60f3\u4e0d\u5230\u7684\u4f4d\u7f6e\u3002\u96f6\u4fb5\u6270\u65b9\u6848\u901a\u8fc7\u91c7\u96c6\u57fa\u7840\u8bbe\u65bd\u5c42\u3001\u8fd0\u884c\u65f6\u73af\u5883\u3001\u7f51\u7edc\u534f\u8bae\u6808\u7b49\u539f\u751f\u6570\u636e\uff0c\u6784\u5efa\u8d77\u4e09\u7ef4\u89c2\u6d4b\u77e9\u9635\uff1a Metric\u6d41\uff1a\u81ea\u52a8\u6355\u83b7CPU\u3001\u5185\u5b58\u3001\u7ebf\u7a0b\u6c60\u7b49200+\u57fa\u7840\u6307\u6807 Trace\u6811\uff1a\u501f\u52a9eBPF\u6280\u672f\u5b9e\u73b0\u65e0\u57cb\u70b9\u7684\u8c03\u7528\u94fe\u8ffd\u8e2a Log\u6d41\uff1a\u901a\u8fc7\u65c1\u8def\u6293\u53d6\u5bb9\u5668\u6807\u51c6\u8f93\u51fa\u65e5\u5fd7 \u67d0\u5934\u90e8\u7535\u5546\u7684\u5b9e\u8df5\u663e\u793a\uff0c\u91c7\u7528\u96f6\u4fb5\u6270\u65b9\u6848\u540e\uff0c\u5176\u652f\u4ed8\u7cfb\u7edf\u7684\u76d1\u63a7\u8986\u76d6\u7387\u4ece68%\u8dc3\u5347\u81f397%\uff0c\u800c\u4ee3\u7801\u4fb5\u5165\u5ea6\u964d\u4f4e92%\u3002\u8fd9\u79cd\u8f6c\u53d8\u4f7f\u5f97\u8fd0\u7ef4\u56e2\u961f\u80fd\u591f\u5728\u9700\u6c42\u8bc4\u5ba1\u9636\u6bb5\u5c31\u5efa\u7acb\u53ef\u89c2\u6d4b\u6027\u6807\u51c6\uff0c\u800c\u975e\u5728\u4e8b\u6545\u53d1\u751f\u540e\u8865\u4e01\u5f0f\u57cb\u70b9\u3002 \u4e8c\u3001CI\/CD\u6d41\u6c34\u7ebf\u7684\u900f\u89c6\u9769\u547d 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