{"id":37038,"date":"2025-04-18T10:40:09","date_gmt":"2025-04-18T02:40:09","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=37038"},"modified":"2025-04-18T10:40:09","modified_gmt":"2025-04-18T02:40:09","slug":"%e5%a6%82%e4%bd%95%e5%9c%a8%e5%a4%8d%e6%9d%82%e7%b3%bb%e7%bb%9f%e4%b8%ad%e8%bf%9b%e8%a1%8c%e6%95%85%e9%9a%9c%e6%a0%b9%e5%9b%a0%e5%88%86%e6%9e%90%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/37038.html","title":{"rendered":"\u5982\u4f55\u5728\u590d\u6742\u7cfb\u7edf\u4e2d\u8fdb\u884c\u6545\u969c\u6839\u56e0\u5206\u6790\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/04\/10sD1T3.jpg\" alt=\"\u5982\u4f55\u5728\u590d\u6742\u7cfb\u7edf\u4e2d\u8fdb\u884c\u6545\u969c\u6839\u56e0\u5206\u6790\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p><strong>\u524d\u8a00<\/strong><br \/>\n\u6570\u5b57\u5316\u6d6a\u6f6e\u4e0b\uff0c\u4ece\u4e91\u8ba1\u7b97\u5e73\u53f0\u5230\u5de5\u4e1a\u7269\u8054\u7f51\uff0c\u4ece\u91d1\u878d\u4ea4\u6613\u7cfb\u7edf\u5230\u667a\u80fd\u7535\u7f51\uff0c\u590d\u6742\u7cfb\u7edf\u5df2\u6210\u4e3a\u73b0\u4ee3\u793e\u4f1a\u7684\u6838\u5fc3\u652f\u6491\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u7684\u9ad8\u5ea6\u4e92\u8054\u6027\u3001\u52a8\u6001\u53d8\u5316\u6027\u4ee5\u53ca\u7ec4\u4ef6\u95f4\u7684\u975e\u7ebf\u6027\u4f9d\u8d56\u5173\u7cfb\uff0c\u4f7f\u5f97<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6545\u969c<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a><\/a>\uff08RCA, Root Cause Analysis\uff09<\/strong>\u53d8\u5f97\u5f02\u5e38\u56f0\u96be\u3002\u4e00\u6b21\u5fae\u5c0f\u7684\u670d\u52a1\u5ef6\u8fdf\u53ef\u80fd\u5f15\u53d1\u8fde\u9501\u53cd\u5e94\uff0c\u5bfc\u81f4\u5168\u5c40\u6027\u762b\u75ea\uff1b\u4e00\u4e2a\u914d\u7f6e\u9519\u8bef\u53ef\u80fd\u9690\u85cf\u6570\u6708\uff0c\u6700\u7ec8\u6f14\u53d8\u4e3a\u707e\u96be\u6027\u4e8b\u4ef6\u3002\u9762\u5bf9\u8fd9\u6837\u7684\u6311\u6218\uff0c\u5982\u4f55\u7cbe\u51c6\u5b9a\u4f4d\u95ee\u9898\u6e90\u5934\uff0c\u907f\u514d\u201c\u6cbb\u6807\u4e0d\u6cbb\u672c\u201d\uff1f\u672c\u6587\u5c06\u6df1\u5165\u89e3\u6790\u590d\u6742\u7cfb\u7edf\u4e2d\u7684<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6545\u969c<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a><\/a>\u65b9\u6cd5\u8bba\uff0c\u63d0\u4f9b\u4e00\u5957\u53ef\u843d\u5730\u7684\u5b9e\u8df5\u6846\u67b6\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u590d\u6742\u7cfb\u7edf\u7684\u7279\u6027\u4e0e\u6545\u969c\u5206\u6790\u96be\u70b9\">\u4e00\u3001\u590d\u6742\u7cfb\u7edf\u7684\u7279\u6027\u4e0e\u6545\u969c\u5206\u6790\u96be\u70b9<\/h3>\n<p><strong>\u590d\u6742\u7cfb\u7edf<\/strong>\u901a\u5e38\u5177\u5907\u4ee5\u4e0b\u7279\u5f81\uff1a<\/p>\n<ul>\n<li><strong>\u7ec4\u4ef6\u5f02\u6784\u6027<\/strong>\uff1a\u786c\u4ef6\u3001\u8f6f\u4ef6\u3001\u7f51\u7edc\u534f\u8bae\u7b49\u591a\u5143\u6280\u672f\u6808\u4ea4\u7ec7\uff1b\n<\/li>\n<li><strong>\u52a8\u6001\u884c\u4e3a<\/strong>\uff1a\u8d1f\u8f7d\u6ce2\u52a8\u3001\u81ea\u52a8\u6269\u7f29\u5bb9\u3001\u5b9e\u65f6\u6570\u636e\u6d41\u7b49\u5bfc\u81f4\u72b6\u6001\u6301\u7eed\u53d8\u5316\uff1b\n<\/li>\n<li><strong>\u9690\u6027\u4f9d\u8d56<\/strong>\uff1a\u975e\u663e\u5f0f\u5173\u8054\uff08\u5982\u5171\u4eab\u8d44\u6e90\u7ade\u4e89\u3001\u5206\u5e03\u5f0f\u4e8b\u52a1\u9501\uff09\u6613\u88ab\u5ffd\u89c6\uff1b\n<\/li>\n<li><strong>\u8774\u8776\u6548\u5e94<\/strong>\uff1a\u5c40\u90e8\u5f02\u5e38\u901a\u8fc7\u7ea7\u8054\u53cd\u5e94\u6269\u6563\u81f3\u5168\u5c40\u3002\n<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u7279\u6027\u4f7f\u5f97\u4f20\u7edf\u6545\u969c\u6392\u67e5\u65b9\u6cd5\uff08\u5982\u65e5\u5fd7\u9010\u884c\u5ba1\u67e5\uff09\u6548\u7387\u4f4e\u4e0b\u3002\u4f8b\u5982\uff0c\u67d0\u7535\u5546\u5e73\u53f0\u7684\u8ba2\u5355\u652f\u4ed8\u5931\u8d25\u4e8b\u4ef6\uff0c\u53ef\u80fd\u6d89\u53ca\u652f\u4ed8\u7f51\u5173\u3001\u5e93\u5b58\u670d\u52a1\u3001\u98ce\u63a7\u7cfb\u7edf\u7b49\u591a\u4e2a\u6a21\u5757\u7684\u4ea4\u4e92\uff0c<strong>\u4ec5\u51ed\u7ecf\u9a8c\u5047\u8bbe\u53ef\u80fd\u9677\u5165\u201c\u76f2\u4eba\u6478\u8c61\u201d\u7684\u56f0\u5883<\/strong>\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u6784\u5efa\u6545\u969c\u6839\u56e0\u5206\u6790\u7684\u56db\u5927\u652f\u67f1\">\u4e8c\u3001\u6784\u5efa\u6545\u969c\u6839\u56e0\u5206\u6790\u7684\u56db\u5927\u652f\u67f1<\/h3>\n<h4 id=\"1-\u6570\u636e\u9a71\u52a8\u7684\u89c2\u6d4b\u4f53\u7cfb\">1. <strong>\u6570\u636e\u9a71\u52a8\u7684\u89c2\u6d4b\u4f53\u7cfb<\/strong><\/h4>\n<p><em>\u201c\u6ca1\u6709\u5ea6\u91cf\uff0c\u5c31\u6ca1\u6709\u6539\u8fdb\u3002\u201d<\/em> \u590d\u6742\u7cfb\u7edf\u7684\u53ef\u89c2\u6d4b\u6027\uff08Observability\uff09\u662f\u6839\u56e0\u5206\u6790\u7684\u57fa\u7840\uff0c\u9700\u6db5\u76d6\uff1a<\/p>\n<ul>\n<li><strong>\u591a\u7ef4\u5ea6\u6307\u6807<\/strong>\uff1aCPU\/\u5185\u5b58\u5229\u7528\u7387\u3001\u8bf7\u6c42\u5ef6\u8fdf\u3001\u9519\u8bef\u7387\u7b49\uff1b\n<\/li>\n<li><strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a><\/strong>\uff1a\u8bb0\u5f55\u8bf7\u6c42\u8de8\u670d\u52a1\u7684\u5b8c\u6574\u751f\u547d\u5468\u671f\uff08\u5982OpenTelemetry\uff09\uff1b\n<\/li>\n<li><strong>\u65e5\u5fd7\u7ed3\u6784\u5316<\/strong>\uff1a\u901a\u8fc7\u8bed\u4e49\u5316\u6807\u7b7e\uff08\u5982\u9519\u8bef\u7801\u3001\u4e8b\u52a1ID\uff09\u63d0\u5347\u68c0\u7d22\u6548\u7387\u3002\n<\/li>\n<\/ul>\n<p>\u5de5\u5177\u5c42\u9762\uff0c\u53ef\u7ec4\u5408\u4f7f\u7528Prometheus\uff08\u6307\u6807\u6536\u96c6\uff09\u3001Grafana\uff08\u53ef\u89c6\u5316\uff09\u3001ELK Stack\uff08\u65e5\u5fd7\u5206\u6790\uff09\u6784\u5efa\u5168\u94fe\u8def\u76d1\u63a7\u3002\u4f8b\u5982\uff0c\u67d0\u793e\u4ea4\u5e73\u53f0\u901a\u8fc7\u5bf9\u6bd4<strong>\u540c\u4e00\u65f6\u95f4\u6bb5\u7684API\u54cd\u5e94\u5ef6\u8fdf\u4e0e\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u5229\u7528\u7387<\/strong>\uff0c\u5feb\u901f\u5b9a\u4f4d\u5230\u56e0\u7f13\u5b58\u51fb\u7a7f\u5bfc\u81f4\u7684\u6570\u636e\u5e93\u8fc7\u8f7d\u3002<\/p>\n<h4 id=\"2-\u57fa\u4e8e\u5047\u8bbe\u7684\u63a8\u7406\u6846\u67b6\">2. <strong>\u57fa\u4e8e\u5047\u8bbe\u7684\u63a8\u7406\u6846\u67b6<\/strong><\/h4>\n<p>\u5f53\u7cfb\u7edf\u544a\u8b66\u89e6\u53d1\u65f6\uff0c\u9700\u901a\u8fc7\u79d1\u5b66\u65b9\u6cd5\u7f29\u5c0f\u6392\u67e5\u8303\u56f4\uff1a<\/p>\n<ul>\n<li><strong>5Why\u5206\u6790\u6cd5<\/strong>\uff1a\u8fde\u7eed\u8ffd\u95ee\u201c\u4e3a\u4ec0\u4e48\u201d\u76f4\u81f3\u53d1\u73b0\u6839\u672c\u539f\u56e0\u3002\u4f8b\u5982\uff1a\n<\/li>\n<li>Q1: \u4e3a\u4f55\u6570\u636e\u5e93\u67e5\u8be2\u8d85\u65f6\uff1f \u2192 \u7d22\u5f15\u7f3a\u5931\uff1b\n<\/li>\n<li>Q2: \u4e3a\u4f55\u7d22\u5f15\u672a\u88ab\u521b\u5efa\uff1f \u2192 \u90e8\u7f72\u811a\u672c\u6f0f\u6267\u884c\uff1b\n<\/li>\n<li>Q3: \u4e3a\u4f55\u811a\u672c\u672a\u88ab\u6267\u884c\uff1f \u2192 \u8fd0\u7ef4\u6d41\u7a0b\u7f3a\u4e4f\u81ea\u52a8\u5316\u9a8c\u8bc1\u3002\n<\/li>\n<li><strong>\u6545\u969c\u6811\u5206\u6790\uff08FTA\uff09<\/strong>\uff1a\u5c06\u9876\u5c42\u6545\u969c\u4e8b\u4ef6\u62c6\u89e3\u4e3a\u903b\u8f91\u95e8\uff08AND\/OR\uff09\u8fde\u63a5\u7684\u5b50\u4e8b\u4ef6\uff0c\u91cf\u5316\u5173\u952e\u8def\u5f84\u6982\u7387\u3002\n<\/li>\n<\/ul>\n<p><em>\u5173\u952e\u70b9\uff1a\u907f\u514d\u8fc7\u65e9\u4e0b\u7ed3\u8bba\uff0c\u9700\u7528\u6570\u636e\u9a8c\u8bc1\u6bcf\u4e00\u6b65\u5047\u8bbe\u3002<\/em><\/p>\n<h4 id=\"3-\u81ea\u52a8\u5316\u4e0eai\u7684\u8d4b\u80fd\">3. <strong>\u81ea\u52a8\u5316\u4e0eAI\u7684\u8d4b\u80fd<\/strong><\/h4>\n<p>\u4eba\u5de5\u5206\u6790\u96be\u4ee5\u5e94\u5bf9\u6d77\u91cf\u6570\u636e\uff0c\u9700\u501f\u52a9\u6280\u672f\u624b\u6bb5\u589e\u6548\uff1a<\/p>\n<ul>\n<li><strong>\u5f02\u5e38\u68c0\u6d4b\u7b97\u6cd5<\/strong>\uff1a\u57fa\u4e8e\u7edf\u8ba1\u5b66\uff08\u5982\u6807\u51c6\u5dee\uff09\u6216\u673a\u5668\u5b66\u4e60\uff08\u5982\u5b64\u7acb\u68ee\u6797\uff09\u8bc6\u522b\u504f\u79bb\u57fa\u7ebf\u884c\u4e3a\uff1b\n<\/li>\n<li><strong>\u56e0\u679c\u63a8\u7406\u6a21\u578b<\/strong>\uff1a\u5229\u7528\u8d1d\u53f6\u65af\u7f51\u7edc\u6216\u56fe\u795e\u7ecf\u7f51\u7edc\u63a8\u65ad\u7ec4\u4ef6\u95f4\u7684\u6545\u969c\u4f20\u64ad\u8def\u5f84\uff1b\n<\/li>\n<li><strong>\u667a\u80fd\u8bca\u65ad\u5de5\u5177<\/strong>\uff1a\u5982Netflix\u7684Metacat\uff0c\u53ef\u81ea\u52a8\u5173\u8054\u6307\u6807\u5f02\u5e38\u4e0e\u670d\u52a1\u62d3\u6251\u53d8\u5316\u3002\n<\/li>\n<\/ul>\n<p>\u6848\u4f8b\uff1a\u67d0\u89c6\u9891\u6d41\u5a92\u4f53\u516c\u53f8\u901a\u8fc7\u8bad\u7ec3LSTM\u6a21\u578b\u9884\u6d4bCDN\u8282\u70b9\u8d1f\u8f7d\uff0c\u63d0\u524d15\u5206\u949f\u8bc6\u522b\u6f5c\u5728\u62e5\u585e\u70b9\uff0c\u5c06\u6545\u969c\u54cd\u5e94\u65f6\u95f4\u7f29\u77ed60%\u3002<\/p>\n<h4 id=\"4-\u7ec4\u7ec7\u534f\u540c\u4e0e\u77e5\u8bc6\u6c89\u6dc0\">4. <strong>\u7ec4\u7ec7\u534f\u540c\u4e0e\u77e5\u8bc6\u6c89\u6dc0<\/strong><\/h4>\n<p><em>\u201c\u6839\u56e0\u5206\u6790\u4e0d\u4ec5\u662f\u6280\u672f\u95ee\u9898\uff0c\u66f4\u662f\u534f\u4f5c\u95ee\u9898\u3002\u201d<\/em><\/p>\n<ul>\n<li><strong>\u6807\u51c6\u5316\u6d41\u7a0b<\/strong>\uff1a\u5b9a\u4e49\u4ece\u544a\u8b66\u5230\u95ed\u73af\u7684SOP\uff08\u6807\u51c6\u64cd\u4f5c\u6d41\u7a0b\uff09\uff0c\u660e\u786e\u5404\u89d2\u8272\u804c\u8d23\uff1b\n<\/li>\n<li><strong>\u4e8b\u540e\u590d\u76d8\u673a\u5236<\/strong>\uff1a\u901a\u8fc7\u201c\u6545\u969c\u98ce\u66b4\uff08Incident Storming\uff09\u201d\u4f1a\u8bae\u8fd8\u539f\u65f6\u95f4\u7ebf\uff0c\u751f\u6210\u53ef\u590d\u7528\u7684\u68c0\u67e5\u6e05\u5355\uff1b\n<\/li>\n<li><strong>\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa<\/strong>\uff1a\u5c06\u5386\u53f2\u6545\u969c\u4e0e\u89e3\u51b3\u65b9\u6848\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u6570\u636e\uff0c\u652f\u6301\u8bed\u4e49\u641c\u7d22\u3002\n<\/li>\n<\/ul>\n<p>\u67d0\u94f6\u884c\u5728\u6bcf\u6b21\u6545\u969c\u540e\u66f4\u65b0\u201c\u9ad8\u9891\u6545\u969c\u573a\u666f\u5e93\u201d\uff0c\u5e76\u5d4c\u5165\u8fd0\u7ef4\u5e73\u53f0\uff0c\u4f7f\u65b0\u624b\u5de5\u7a0b\u5e08\u7684\u8bca\u65ad\u51c6\u786e\u7387\u63d0\u534740%\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u5178\u578b\u573a\u666f\u4e0b\u7684\u6839\u56e0\u5206\u6790\u7b56\u7565\">\u4e09\u3001\u5178\u578b\u573a\u666f\u4e0b\u7684\u6839\u56e0\u5206\u6790\u7b56\u7565<\/h3>\n<h4 id=\"\u573a\u666f1-\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\u7684\u96ea\u5d29\u6548\u5e94\">\u573a\u666f1\uff1a\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\u7684\u96ea\u5d29\u6548\u5e94<\/h4>\n<p><strong>\u95ee\u9898\u7279\u5f81<\/strong>\uff1a\u670d\u52a1A\u8d85\u65f6\u5f15\u53d1\u670d\u52a1B\u91cd\u8bd5\uff0c\u6700\u7ec8\u5bfc\u81f4\u8d44\u6e90\u8017\u5c3d\u3002<br \/>\n<strong>\u5e94\u5bf9\u6b65\u9aa4<\/strong>\uff1a<\/p>\n<ol>\n<li>\u901a\u8fc7\u8ffd\u8e2a\u94fe\u8def\u5b9a\u4f4d\u9996\u4e2a\u8d85\u65f6\u8282\u70b9\uff1b\n<\/li>\n<li>\u68c0\u67e5\u8be5\u8282\u70b9\u7684\u4f9d\u8d56\u8d44\u6e90\uff08\u5982\u7ebf\u7a0b\u6c60\u3001\u6570\u636e\u5e93\u8fde\u63a5\uff09\uff1b\n<\/li>\n<li><strong>\u5f15\u5165\u7194\u65ad\u673a\u5236\uff08\u5982Hystrix\uff09<\/strong>\uff0c\u9632\u6b62\u7ea7\u8054\u6545\u969c\u3002\n<\/li>\n<\/ol>\n<h4 id=\"\u573a\u666f2-\u5076\u53d1\u6027\u6027\u80fd\u52a3\u5316\">\u573a\u666f2\uff1a\u5076\u53d1\u6027\u6027\u80fd\u52a3\u5316<\/h4>\n<p><strong>\u95ee\u9898\u7279\u5f81<\/strong>\uff1aCPU\u4f7f\u7528\u7387\u95f4\u6b47\u6027\u98d9\u9ad8\uff0c\u4f46\u65e0\u6cd5\u7a33\u5b9a\u590d\u73b0\u3002<br \/>\n<strong>\u5e94\u5bf9\u6b65\u9aa4<\/strong>\uff1a<\/p>\n<ol>\n<li>\u4f7f\u7528\u6301\u7eed\u5256\u6790\u5de5\u5177\uff08\u5982Pyroscope\uff09\u6355\u83b7\u51fd\u6570\u7ea7\u8d44\u6e90\u6d88\u8017\uff1b\n<\/li>\n<li>\u7ed3\u5408\u65e5\u5fd7\u5206\u6790\u89e6\u53d1\u6761\u4ef6\uff08\u5982\u7279\u5b9a\u65f6\u95f4\u6bb5\u7684\u4efb\u52a1\u8c03\u5ea6\uff09\uff1b\n<\/li>\n<li><strong>\u4f18\u5316\u7b97\u6cd5\u65f6\u95f4\u590d\u6742\u5ea6\u6216\u589e\u52a0\u7f13\u5b58\u5c42<\/strong>\u3002\n<\/li>\n<\/ol>\n<hr>\n<h3 id=\"\u56db-\u907f\u514d\u5e38\u89c1\u8bef\u533a\">\u56db\u3001\u907f\u514d\u5e38\u89c1\u8bef\u533a<\/h3>\n<ul>\n<li><strong>\u8fc7\u5ea6\u4f9d\u8d56\u5355\u4e00\u5de5\u5177<\/strong>\uff1a\u76d1\u63a7\u7cfb\u7edf\u53ef\u80fd\u81ea\u8eab\u5b58\u5728\u76f2\u533a\uff0c\u9700\u4ea4\u53c9\u9a8c\u8bc1\u591a\u6570\u636e\u6e90\uff1b\n<\/li>\n<li><strong>\u5ffd\u89c6\u201c\u7b2c\u4e8c\u5e8f\u6548\u5e94\u201d<\/strong>\uff1a\u4fee\u590d\u4e00\u4e2a\u6545\u969c\u53ef\u80fd\u5f15\u53d1\u65b0\u95ee\u9898\uff08\u5982\u8865\u4e01\u5bfc\u81f4\u517c\u5bb9\u6027\u9519\u8bef\uff09\uff1b\n<\/li>\n<li><strong>\u4f4e\u4f30\u4eba\u4e3a\u56e0\u7d20<\/strong>\uff1a\u636e\u7edf\u8ba1\uff0c70%\u7684\u6545\u969c\u4e0e\u914d\u7f6e\u9519\u8bef\u6216\u64cd\u4f5c\u5931\u8bef\u76f8\u5173\uff0c\u9700\u5f3a\u5316\u6d41\u7a0b\u7ba1\u63a7\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u4e94-\u672a\u6765\u8d8b\u52bf-\u4ece-\u5206\u6790-\u5230-\u81ea\u6cbb\">\u4e94\u3001\u672a\u6765\u8d8b\u52bf\uff1a\u4ece\u201c\u5206\u6790\u201d\u5230\u201c\u81ea\u6cbb\u201d<\/h3>\n<p>\u968f\u7740AIOps\u6280\u672f\u7684\u6210\u719f\uff0c\u6839\u56e0\u5206\u6790\u6b63\u671d\u7740<strong>\u9884\u6d4b\u6027\u7ef4\u62a4<\/strong>\u4e0e<strong>\u81ea\u6108\u7cfb\u7edf<\/strong>\u6f14\u8fdb\u3002\u4f8b\u5982\uff0cKubernetes\u5df2\u652f\u6301\u6839\u636e\u5065\u5eb7\u68c0\u67e5\u81ea\u52a8\u91cd\u542fPod\uff0c\u800c\u4e0b\u4e00\u4ee3\u7cfb\u7edf\u53ef\u80fd\u5b9e\u73b0\uff1a<\/p>\n<ul>\n<li><strong>\u5b9e\u65f6\u56e0\u679c\u53d1\u73b0<\/strong>\uff1a\u52a8\u6001\u6784\u5efa\u670d\u52a1\u4f9d\u8d56\u56fe\u8c31\u5e76\u9884\u6d4b\u6545\u969c\u4f20\u64ad\uff1b\n<\/li>\n<li><strong>\u610f\u56fe\u9a71\u52a8\u4fee\u590d<\/strong>\uff1a\u5c06\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u7684\u95ee\u9898\u81ea\u52a8\u8f6c\u6362\u4e3a\u4fee\u590d\u52a8\u4f5c\uff08\u5982\u6269\u5bb9\u3001\u56de\u6eda\uff09\u3002\n<\/li>\n<\/ul>\n<p>\u5c3d\u7ba1\u6280\u672f\u65e5\u65b0\u6708\u5f02\uff0c<strong>\u5bf9\u7cfb\u7edf\u67b6\u6784\u7684\u6df1\u5ea6\u7406\u89e3\u4e0e\u4e25\u5bc6\u7684\u903b\u8f91\u63a8\u7406\u80fd\u529b<\/strong>\uff0c\u4ecd\u662f\u5de5\u7a0b\u5e08\u4e0d\u53ef\u66ff\u4ee3\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u6570\u5b57\u5316\u6d6a\u6f6e\u4e0b\uff0c\u4ece\u4e91\u8ba1\u7b97\u5e73\u53f0\u5230\u5de5\u4e1a\u7269\u8054\u7f51\uff0c\u4ece\u91d1\u878d\u4ea4\u6613\u7cfb\u7edf\u5230\u667a\u80fd\u7535\u7f51\uff0c\u590d\u6742\u7cfb\u7edf\u5df2\u6210\u4e3a\u73b0\u4ee3\u793e\u4f1a\u7684\u6838\u5fc3\u652f\u6491\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u7684\u9ad8\u5ea6\u4e92\u8054\u6027\u3001\u52a8\u6001\u53d8\u5316\u6027\u4ee5\u53ca\u7ec4\u4ef6\u95f4\u7684\u975e\u7ebf\u6027\u4f9d\u8d56\u5173\u7cfb\uff0c\u4f7f\u5f97\u6545\u969c\u6839\u56e0\u5206\u6790\uff08RCA, Root Cause Analysis\uff09\u53d8\u5f97\u5f02\u5e38\u56f0\u96be\u3002\u4e00\u6b21\u5fae\u5c0f\u7684\u670d\u52a1\u5ef6\u8fdf\u53ef\u80fd\u5f15\u53d1\u8fde\u9501\u53cd\u5e94\uff0c\u5bfc\u81f4\u5168\u5c40\u6027\u762b\u75ea\uff1b\u4e00\u4e2a\u914d\u7f6e\u9519\u8bef\u53ef\u80fd\u9690\u85cf\u6570\u6708\uff0c\u6700\u7ec8\u6f14\u53d8\u4e3a\u707e\u96be\u6027\u4e8b\u4ef6\u3002\u9762\u5bf9\u8fd9\u6837\u7684\u6311\u6218\uff0c\u5982\u4f55\u7cbe\u51c6\u5b9a\u4f4d\u95ee\u9898\u6e90\u5934\uff0c\u907f\u514d\u201c\u6cbb\u6807\u4e0d\u6cbb\u672c\u201d\uff1f\u672c\u6587\u5c06\u6df1\u5165\u89e3\u6790\u590d\u6742\u7cfb\u7edf\u4e2d\u7684\u6545\u969c\u6839\u56e0\u5206\u6790\u65b9\u6cd5\u8bba\uff0c\u63d0\u4f9b\u4e00\u5957\u53ef\u843d\u5730\u7684\u5b9e\u8df5\u6846\u67b6\u3002 \u4e00\u3001\u590d\u6742\u7cfb\u7edf\u7684\u7279\u6027\u4e0e\u6545\u969c\u5206\u6790\u96be\u70b9 \u590d\u6742\u7cfb\u7edf\u901a\u5e38\u5177\u5907\u4ee5\u4e0b\u7279\u5f81\uff1a \u7ec4\u4ef6\u5f02\u6784\u6027\uff1a\u786c\u4ef6\u3001\u8f6f\u4ef6\u3001\u7f51\u7edc\u534f\u8bae\u7b49\u591a\u5143\u6280\u672f\u6808\u4ea4\u7ec7\uff1b \u52a8\u6001\u884c\u4e3a\uff1a\u8d1f\u8f7d\u6ce2\u52a8\u3001\u81ea\u52a8\u6269\u7f29\u5bb9\u3001\u5b9e\u65f6\u6570\u636e\u6d41\u7b49\u5bfc\u81f4\u72b6\u6001\u6301\u7eed\u53d8\u5316\uff1b \u9690\u6027\u4f9d\u8d56\uff1a\u975e\u663e\u5f0f\u5173\u8054\uff08\u5982\u5171\u4eab\u8d44\u6e90\u7ade\u4e89\u3001\u5206\u5e03\u5f0f\u4e8b\u52a1\u9501\uff09\u6613\u88ab\u5ffd\u89c6\uff1b \u8774\u8776\u6548\u5e94\uff1a\u5c40\u90e8\u5f02\u5e38\u901a\u8fc7\u7ea7\u8054\u53cd\u5e94\u6269\u6563\u81f3\u5168\u5c40\u3002 \u8fd9\u4e9b\u7279\u6027\u4f7f\u5f97\u4f20\u7edf\u6545\u969c\u6392\u67e5\u65b9\u6cd5\uff08\u5982\u65e5\u5fd7\u9010\u884c\u5ba1\u67e5\uff09\u6548\u7387\u4f4e\u4e0b\u3002\u4f8b\u5982\uff0c\u67d0\u7535\u5546\u5e73\u53f0\u7684\u8ba2\u5355\u652f\u4ed8\u5931\u8d25\u4e8b\u4ef6\uff0c\u53ef\u80fd\u6d89\u53ca\u652f\u4ed8\u7f51\u5173\u3001\u5e93\u5b58\u670d\u52a1\u3001\u98ce\u63a7\u7cfb\u7edf\u7b49\u591a\u4e2a\u6a21\u5757\u7684\u4ea4\u4e92\uff0c\u4ec5\u51ed\u7ecf\u9a8c\u5047\u8bbe\u53ef\u80fd\u9677\u5165\u201c\u76f2\u4eba\u6478\u8c61\u201d\u7684\u56f0\u5883\u3002 \u4e8c\u3001\u6784\u5efa\u6545\u969c\u6839\u56e0\u5206\u6790\u7684\u56db\u5927\u652f\u67f1 1. \u6570\u636e\u9a71\u52a8\u7684\u89c2\u6d4b\u4f53\u7cfb \u201c\u6ca1\u6709\u5ea6\u91cf\uff0c\u5c31\u6ca1\u6709\u6539\u8fdb\u3002\u201d \u590d\u6742\u7cfb\u7edf\u7684\u53ef\u89c2\u6d4b\u6027\uff08Observability\uff09\u662f\u6839\u56e0\u5206\u6790\u7684\u57fa\u7840\uff0c\u9700\u6db5\u76d6\uff1a \u591a\u7ef4\u5ea6\u6307\u6807\uff1aCPU\/\u5185\u5b58\u5229\u7528\u7387\u3001\u8bf7\u6c42\u5ef6\u8fdf\u3001\u9519\u8bef\u7387\u7b49\uff1b \u5206\u5e03\u5f0f\u8ffd\u8e2a\uff1a\u8bb0\u5f55\u8bf7\u6c42\u8de8\u670d\u52a1\u7684\u5b8c\u6574\u751f\u547d\u5468\u671f\uff08\u5982OpenTelemetry\uff09\uff1b \u65e5\u5fd7\u7ed3\u6784\u5316\uff1a\u901a\u8fc7\u8bed\u4e49\u5316\u6807\u7b7e\uff08\u5982\u9519\u8bef\u7801\u3001\u4e8b\u52a1ID\uff09\u63d0\u5347\u68c0\u7d22\u6548\u7387\u3002 \u5de5\u5177\u5c42\u9762\uff0c\u53ef\u7ec4\u5408\u4f7f\u7528Prometheus\uff08\u6307\u6807\u6536\u96c6\uff09\u3001Grafana\uff08\u53ef\u89c6\u5316\uff09\u3001ELK Stack\uff08\u65e5\u5fd7\u5206\u6790\uff09\u6784\u5efa\u5168\u94fe\u8def\u76d1\u63a7\u3002\u4f8b\u5982\uff0c\u67d0\u793e\u4ea4\u5e73\u53f0\u901a\u8fc7\u5bf9\u6bd4\u540c\u4e00\u65f6\u95f4\u6bb5\u7684API\u54cd\u5e94\u5ef6\u8fdf\u4e0e\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u5229\u7528\u7387\uff0c\u5feb\u901f\u5b9a\u4f4d\u5230\u56e0\u7f13\u5b58\u51fb\u7a7f\u5bfc\u81f4\u7684\u6570\u636e\u5e93\u8fc7\u8f7d\u3002 2. \u57fa\u4e8e\u5047\u8bbe\u7684\u63a8\u7406\u6846\u67b6 \u5f53\u7cfb\u7edf\u544a\u8b66\u89e6\u53d1\u65f6\uff0c\u9700\u901a\u8fc7\u79d1\u5b66\u65b9\u6cd5\u7f29\u5c0f\u6392\u67e5\u8303\u56f4\uff1a 5Why\u5206\u6790\u6cd5\uff1a\u8fde\u7eed\u8ffd\u95ee\u201c\u4e3a\u4ec0\u4e48\u201d\u76f4\u81f3\u53d1\u73b0\u6839\u672c\u539f\u56e0\u3002\u4f8b\u5982\uff1a Q1: \u4e3a\u4f55\u6570\u636e\u5e93\u67e5\u8be2\u8d85\u65f6\uff1f \u2192 \u7d22\u5f15\u7f3a\u5931\uff1b Q2: \u4e3a\u4f55\u7d22\u5f15\u672a\u88ab\u521b\u5efa\uff1f \u2192 \u90e8\u7f72\u811a\u672c\u6f0f\u6267\u884c\uff1b Q3: \u4e3a\u4f55\u811a\u672c\u672a\u88ab\u6267\u884c\uff1f \u2192 \u8fd0\u7ef4\u6d41\u7a0b\u7f3a\u4e4f\u81ea\u52a8\u5316\u9a8c\u8bc1\u3002 \u6545\u969c\u6811\u5206\u6790\uff08FTA\uff09\uff1a\u5c06\u9876\u5c42\u6545\u969c\u4e8b\u4ef6\u62c6\u89e3\u4e3a\u903b\u8f91\u95e8\uff08AND\/OR\uff09\u8fde\u63a5\u7684\u5b50\u4e8b\u4ef6\uff0c\u91cf\u5316\u5173\u952e\u8def\u5f84\u6982\u7387\u3002 \u5173\u952e\u70b9\uff1a\u907f\u514d\u8fc7\u65e9\u4e0b\u7ed3\u8bba\uff0c\u9700\u7528\u6570\u636e\u9a8c\u8bc1\u6bcf\u4e00\u6b65\u5047\u8bbe\u3002 3. \u81ea\u52a8\u5316\u4e0eAI\u7684\u8d4b\u80fd \u4eba\u5de5\u5206\u6790\u96be\u4ee5\u5e94\u5bf9\u6d77\u91cf\u6570\u636e\uff0c\u9700\u501f\u52a9\u6280\u672f\u624b\u6bb5\u589e\u6548\uff1a \u5f02\u5e38\u68c0\u6d4b\u7b97\u6cd5\uff1a\u57fa\u4e8e\u7edf\u8ba1\u5b66\uff08\u5982\u6807\u51c6\u5dee\uff09\u6216\u673a\u5668\u5b66\u4e60\uff08\u5982\u5b64\u7acb\u68ee\u6797\uff09\u8bc6\u522b\u504f\u79bb\u57fa\u7ebf\u884c\u4e3a\uff1b \u56e0\u679c\u63a8\u7406\u6a21\u578b\uff1a\u5229\u7528\u8d1d\u53f6\u65af\u7f51\u7edc\u6216\u56fe\u795e\u7ecf\u7f51\u7edc\u63a8\u65ad\u7ec4\u4ef6\u95f4\u7684\u6545\u969c\u4f20\u64ad\u8def\u5f84\uff1b \u667a\u80fd\u8bca\u65ad\u5de5\u5177\uff1a\u5982Netflix\u7684Metacat\uff0c\u53ef\u81ea\u52a8\u5173\u8054\u6307\u6807\u5f02\u5e38\u4e0e\u670d\u52a1\u62d3\u6251\u53d8\u5316\u3002 \u6848\u4f8b\uff1a\u67d0\u89c6\u9891\u6d41\u5a92\u4f53\u516c\u53f8\u901a\u8fc7\u8bad\u7ec3LSTM\u6a21\u578b\u9884\u6d4bCDN\u8282\u70b9\u8d1f\u8f7d\uff0c\u63d0\u524d15\u5206\u949f\u8bc6\u522b\u6f5c\u5728\u62e5\u585e\u70b9\uff0c\u5c06\u6545\u969c\u54cd\u5e94\u65f6\u95f4\u7f29\u77ed60%\u3002 4. \u7ec4\u7ec7\u534f\u540c\u4e0e\u77e5\u8bc6\u6c89\u6dc0 \u201c\u6839\u56e0\u5206\u6790\u4e0d\u4ec5\u662f\u6280\u672f\u95ee\u9898\uff0c\u66f4\u662f\u534f\u4f5c\u95ee\u9898\u3002\u201d 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