{"id":37002,"date":"2025-04-18T10:35:56","date_gmt":"2025-04-18T02:35:56","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=37002"},"modified":"2025-04-18T10:35:56","modified_gmt":"2025-04-18T02:35:56","slug":"%e5%85%a8%e6%a0%88%e9%93%be%e8%b7%af%e8%bf%bd%e8%b8%aa%e5%a6%82%e4%bd%95%e6%94%af%e6%8c%81%e9%ab%98%e5%b9%b6%e5%8f%91%e5%9c%ba%e6%99%af%e4%b8%8b%e7%9a%84%e6%80%a7%e8%83%bd%e5%88%86%e6%9e%90%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/37002.html","title":{"rendered":"\u5168\u6808\u94fe\u8def\u8ffd\u8e2a\u5982\u4f55\u652f\u6301\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\u7684\u6027\u80fd\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\/Px2MODA.jpg\" alt=\"\u5168\u6808\u94fe\u8def\u8ffd\u8e2a\u5982\u4f55\u652f\u6301\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\u7684\u6027\u80fd\u5206\u6790\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p><strong>\u524d\u8a00<\/strong><br \/>\n\u5728\u7535\u5546\u5e73\u53f0\u7684\u201c\u53cc\u5341\u4e00\u201d\u72c2\u6b22\u4e2d\uff0c\u6bcf\u79d2\u6570\u4e07\u7b14\u8ba2\u5355\u6d8c\u5165\uff1b\u5728\u793e\u4ea4\u5a92\u4f53\u7684\u70ed\u70b9\u4e8b\u4ef6\u4e2d\uff0c\u5343\u4e07\u7ea7\u7528\u6237\u540c\u65f6\u5237\u65b0\u52a8\u6001\uff1b\u5728\u91d1\u878d\u4ea4\u6613\u7cfb\u7edf\u4e2d\uff0c\u6beb\u79d2\u7ea7\u7684\u5ef6\u8fdf\u53ef\u80fd\u5bfc\u81f4\u8d44\u91d1\u635f\u5931\u2026\u2026<strong>\u9ad8\u5e76\u53d1\u573a\u666f<\/strong>\u5982\u540c\u4e00\u573a\u6ca1\u6709\u785d\u70df\u7684\u6280\u672f\u6218\u4e89\uff0c\u5f00\u53d1\u8005\u65e2\u9700\u8981\u786e\u4fdd\u7cfb\u7edf\u7a33\u5b9a\uff0c\u53c8\u5fc5\u987b\u7cbe\u51c6\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\u3002\u800c\u5728\u8fd9\u573a\u6218\u4e89\u4e2d\uff0c<strong>\u5168\u6808\u94fe\u8def\u8ffd\u8e2a<\/strong>\uff08Full-stack Distributed Tracing\uff09\u6b63\u9010\u6e10\u6210\u4e3a\u5de5\u7a0b\u5e08\u624b\u4e2d\u7684\u201c\u96f7\u8fbe\u201d\u2014\u2014\u5b83\u4e0d\u4ec5\u80fd\u591f\u7a7f\u900f\u590d\u6742\u7684\u5fae\u670d\u52a1\u67b6\u6784\uff0c\u8fd8\u80fd\u5728\u6d41\u91cf\u6d2a\u5cf0\u4e2d\u6355\u6349\u6bcf\u4e00\u4e2a\u5173\u952e\u8282\u70b9\u7684\u6027\u80fd\u6570\u636e\u3002\u5982\u4f55\u8ba9\u8fd9\u9879\u6280\u672f\u771f\u6b63\u652f\u6491\u8d77\u9ad8\u5e76\u53d1\u4e0b\u7684\u6027\u80fd\u5206\u6790\uff1f\u672c\u6587\u5c06\u6df1\u5165\u89e3\u6790\u5176\u6838\u5fc3\u673a\u5236\u4e0e\u5b9e\u8df5\u4ef7\u503c\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u5168\u6808\u94fe\u8def\u8ffd\u8e2a-\u9ad8\u5e76\u53d1\u7cfb\u7edf\u7684-ct\u626b\u63cf\u4eea\">\u4e00\u3001<strong>\u5168\u6808\u94fe\u8def\u8ffd\u8e2a\uff1a\u9ad8\u5e76\u53d1\u7cfb\u7edf\u7684\u201cCT\u626b\u63cf\u4eea\u201d<\/strong><\/h3>\n<p>\u5728\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\uff0c\u4e00\u6b21\u7528\u6237\u8bf7\u6c42\u53ef\u80fd\u8de8\u8d8a\u6570\u5341\u4e2a\u670d\u52a1\u8282\u70b9\uff0c\u6d89\u53ca\u6570\u636e\u5e93\u8c03\u7528\u3001\u7f13\u5b58\u8bfb\u5199\u3001\u6d88\u606f\u961f\u5217\u7b49\u591a\u79cd\u7ec4\u4ef6\u3002<strong>\u9ad8\u5e76\u53d1\u573a\u666f<\/strong>\u4e0b\uff0c\u8fd9\u4e9b\u4ea4\u4e92\u7684\u590d\u6742\u6027\u5448\u6307\u6570\u7ea7\u589e\u957f\uff1a\u7ebf\u7a0b\u963b\u585e\u3001\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u8017\u5c3d\u3001\u7f51\u7edc\u5ef6\u8fdf\u6ce2\u52a8\u7b49\u95ee\u9898\u76f8\u4e92\u4ea4\u7ec7\uff0c\u4f20\u7edf\u65e5\u5fd7\u76d1\u63a7\u5f80\u5f80\u9677\u5165\u201c\u76f2\u4eba\u6478\u8c61\u201d\u7684\u56f0\u5883\u3002<\/p>\n<p><strong>\u5168\u6808\u94fe\u8def\u8ffd\u8e2a<\/strong>\u901a\u8fc7\u4e3a\u6bcf\u4e2a\u8bf7\u6c42\u751f\u6210\u552f\u4e00\u7684<strong>Trace ID<\/strong>\uff0c\u5e76\u5728\u670d\u52a1\u95f4\u4f20\u9012<strong>Span ID<\/strong>\uff0c\u8bb0\u5f55\u6bcf\u4e2a\u8282\u70b9\u7684\u8017\u65f6\u3001\u72b6\u6001\u548c\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u4f8b\u5982\uff0c\u5f53\u4e00\u6b21\u652f\u4ed8\u8bf7\u6c42\u56e0Redis\u7f13\u5b58\u8d85\u65f6\u5bfc\u81f4\u5ef6\u8fdf\u65f6\uff0c\u7cfb\u7edf\u53ef\u4ee5\u5feb\u901f\u5b9a\u4f4d\u5230\u5177\u4f53\u670d\u52a1\u3001\u4ee3\u7801\u884c\u751a\u81f3\u786c\u4ef6\u8d44\u6e90\u74f6\u9888\u3002\u8fd9\u79cd\u201c\u7aef\u5230\u7aef\u201d\u7684\u53ef\u89c2\u6d4b\u6027\uff0c\u4f7f\u5f97\u6027\u80fd\u5206\u6790\u4ece\u201c\u731c\u6d4b\u201d\u5347\u7ea7\u4e3a\u201c\u7cbe\u51c6\u8bca\u65ad\u201d\u3002<\/p>\n<p><em>\u5178\u578b\u6848\u4f8b<\/em>\uff1a\u67d0\u5934\u90e8\u7535\u5546\u5e73\u53f0\u5728\u201c618\u5927\u4fc3\u201d\u671f\u95f4\uff0c\u901a\u8fc7<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u94fe\u8def\u8ffd\u8e2a<\/a>\u53d1\u73b0\uff0c80%\u7684\u5ef6\u8fdf\u96c6\u4e2d\u5728\u5546\u54c1\u63a8\u8350\u670d\u52a1\u7684\u6570\u636e\u5e93\u5206\u9875\u67e5\u8be2\u4e0a\u3002\u4f18\u5316\u7d22\u5f15\u7b56\u7565\u540e\uff0c\u63a5\u53e3\u54cd\u5e94\u65f6\u95f4\u4ece200ms\u964d\u81f350ms\uff0c\u76f4\u63a5\u5e26\u52a8\u8f6c\u5316\u7387\u63d0\u53473%\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u9ad8\u5e76\u53d1\u6027\u80fd\u5206\u6790\u7684\u4e09\u5927\u6838\u5fc3\u6311\u6218\u4e0e\u94fe\u8def\u8ffd\u8e2a\u7684\u5e94\u5bf9\">\u4e8c\u3001<strong>\u9ad8\u5e76\u53d1\u6027\u80fd\u5206\u6790\u7684\u4e09\u5927\u6838\u5fc3\u6311\u6218\u4e0e\u94fe\u8def\u8ffd\u8e2a\u7684\u5e94\u5bf9<\/strong><\/h3>\n<h4 id=\"1-\u6d77\u91cf\u6570\u636e\u7684\u5b9e\u65f6\u91c7\u96c6\u4e0e\u5b58\u50a8\">1. <strong>\u6d77\u91cf\u6570\u636e\u7684\u5b9e\u65f6\u91c7\u96c6\u4e0e\u5b58\u50a8<\/strong><\/h4>\n<p>\u6bcf\u79d2\u6570\u5341\u4e07\u6b21\u8bf7\u6c42\u610f\u5473\u7740TB\u7ea7\u7684\u8ffd\u8e2a\u6570\u636e\u751f\u6210\u3002\u82e5\u5168\u91cf\u91c7\u96c6\uff0c\u5b58\u50a8\u6210\u672c\u4e0e\u67e5\u8be2\u6548\u7387\u5c06\u6210\u707e\u96be\u3002<strong>\u89e3\u51b3\u65b9\u6848<\/strong>\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u52a8\u6001\u91c7\u6837<\/strong>\uff1a\u6839\u636e\u7cfb\u7edf\u8d1f\u8f7d\u81ea\u52a8\u8c03\u6574\u91c7\u6837\u7387\uff08\u59821%\u6b63\u5e38\u6d41\u91cf\uff0c100%\u9519\u8bef\u8bf7\u6c42\uff09\uff1b\n<\/li>\n<li><strong>\u8fb9\u7f18\u8ba1\u7b97<\/strong>\uff1a\u5728\u670d\u52a1\u8282\u70b9\u672c\u5730\u8fdb\u884c\u6570\u636e\u805a\u5408\uff0c\u4ec5\u4e0a\u4f20\u5173\u952e\u6307\u6807\uff08P99\u5ef6\u8fdf\u3001\u9519\u8bef\u7387\uff09\uff1b\n<\/li>\n<li><strong>\u5206\u5c42\u5b58\u50a8<\/strong>\uff1a\u539f\u59cb\u65e5\u5fd7\u5b58\u4e8e\u4f4e\u6210\u672c\u5bf9\u8c61\u5b58\u50a8\uff0c\u70ed\u70b9\u6570\u636e\u5b58\u4e8eElasticsearch\u6216ClickHouse\u4f9b\u5b9e\u65f6\u5206\u6790\u3002\n<\/li>\n<\/ul>\n<h4 id=\"2-\u8de8\u670d\u52a1-\u8de8\u7ec4\u4ef6\u7684\u4e0a\u4e0b\u6587\u5173\u8054\">2. <strong>\u8de8\u670d\u52a1\u3001\u8de8\u7ec4\u4ef6\u7684\u4e0a\u4e0b\u6587\u5173\u8054<\/strong><\/h4>\n<p>\u4e00\u6b21\u7528\u6237\u767b\u5f55\u53ef\u80fd\u6d89\u53ca\u8ba4\u8bc1\u670d\u52a1\u3001\u6743\u9650\u4e2d\u5fc3\u3001\u65e5\u5fd7\u5ba1\u8ba1\u7b49\u591a\u4e2a\u5b50\u7cfb\u7edf\u3002<strong>\u5168\u6808\u94fe\u8def\u8ffd\u8e2a<\/strong>\u901a\u8fc7\u81ea\u52a8\u6ce8\u5165\u4e0a\u4e0b\u6587\uff08\u5982\u7528\u6237ID\u3001\u8bbe\u5907\u7c7b\u578b\uff09\uff0c\u5c06\u788e\u7247\u5316\u65e5\u5fd7\u4e32\u8054\u4e3a\u5b8c\u6574\u4e1a\u52a1\u6d41\u3002\u4f8b\u5982\uff0c\u5f53\u7f51\u5173\u5c42\u53d1\u73b0\u67d0\u5730\u533a\u7528\u6237\u767b\u5f55\u5931\u8d25\u7387\u6fc0\u589e\u65f6\uff0c\u53ef\u5feb\u901f\u5173\u8054\u5230\u8be5\u533a\u57dfDNS\u89e3\u6790\u5f02\u5e38\u7684\u5386\u53f2\u8bb0\u5f55\u3002<\/p>\n<h4 id=\"3-\u6027\u80fd\u635f\u8017\u4e0e\u4e1a\u52a1\u7a33\u5b9a\u6027\u7684\u5e73\u8861\">3. <strong>\u6027\u80fd\u635f\u8017\u4e0e\u4e1a\u52a1\u7a33\u5b9a\u6027\u7684\u5e73\u8861<\/strong><\/h4>\n<p>\u8ffd\u8e2a\u903b\u8f91\u672c\u8eab\u53ef\u80fd\u589e\u52a0CPU\u4e0e\u5185\u5b58\u5f00\u9500\u3002<strong>\u6700\u4f73\u5b9e\u8df5<\/strong>\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u5f02\u6b65\u4e0a\u62a5<\/strong>\uff1a\u907f\u514d\u963b\u585e\u4e1a\u52a1\u7ebf\u7a0b\uff0c\u901a\u8fc7\u72ec\u7acbAgent\u53d1\u9001\u6570\u636e\uff1b\n<\/li>\n<li><strong>\u8f7b\u91cf\u7ea7SDK<\/strong>\uff1a\u5982<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">OpenTelemetry<\/a>\u901a\u8fc7\u6700\u5c0f\u5316\u4f9d\u8d56\u5305\u5927\u5c0f\uff08\u4ec52MB\uff09\uff0c\u51cf\u5c11\u5bf9\u670d\u52a1\u542f\u52a8\u901f\u5ea6\u7684\u5f71\u54cd\uff1b\n<\/li>\n<li><strong>\u7194\u65ad\u673a\u5236<\/strong>\uff1a\u5f53\u8ffd\u8e2a\u670d\u52a1\u81ea\u8eab\u8fc7\u8f7d\u65f6\uff0c\u81ea\u52a8\u964d\u7ea7\u4ee5\u4fdd\u8bc1\u6838\u5fc3\u4e1a\u52a1\u4e0d\u53d7\u5f71\u54cd\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u4e09-\u4ece\u6570\u636e\u5230\u6d1e\u5bdf-\u94fe\u8def\u8ffd\u8e2a\u9a71\u52a8\u6027\u80fd\u4f18\u5316\u7684\u5b9e\u8df5\u8def\u5f84\">\u4e09\u3001<strong>\u4ece\u6570\u636e\u5230\u6d1e\u5bdf\uff1a\u94fe\u8def\u8ffd\u8e2a\u9a71\u52a8\u6027\u80fd\u4f18\u5316\u7684\u5b9e\u8df5\u8def\u5f84<\/strong><\/h3>\n<h4 id=\"step-1-\u6784\u5efa\u6027\u80fd\u57fa\u7ebf\"><strong>Step 1\uff1a\u6784\u5efa\u6027\u80fd\u57fa\u7ebf<\/strong><\/h4>\n<p>\u901a\u8fc7\u5386\u53f2\u6570\u636e\u5206\u6790\uff0c\u5b9a\u4e49\u5404\u670d\u52a1\u7684<strong>\u9ec4\u91d1\u6307\u6807<\/strong>\uff08\u541e\u5410\u91cf\u3001\u9519\u8bef\u7387\u3001\u5ef6\u8fdf\uff09\u57fa\u7ebf\u3002\u4f8b\u5982\uff0c\u8ba2\u5355\u670d\u52a1\u7684P99\u5ef6\u8fdf\u5e94\u4f4e\u4e8e300ms\uff0c\u5e93\u5b58\u670d\u52a1\u7684\u9519\u8bef\u7387\u9700\u4f4e\u4e8e0.1%\u3002<\/p>\n<h4 id=\"step-2-\u5b9e\u65f6\u5f02\u5e38\u68c0\u6d4b\u4e0e\u6839\u56e0\u5b9a\u4f4d\"><strong>Step 2\uff1a\u5b9e\u65f6\u5f02\u5e38\u68c0\u6d4b\u4e0e\u6839\u56e0\u5b9a\u4f4d<\/strong><\/h4>\n<p>\u7ed3\u5408\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff08\u5982\u5b64\u7acb\u68ee\u6797\u3001K-Means\u805a\u7c7b\uff09\uff0c\u7cfb\u7edf\u53ef\u81ea\u52a8\u8bc6\u522b\u504f\u79bb\u57fa\u7ebf\u7684\u5f02\u5e38\u6a21\u5f0f\u3002\u4f8b\u5982\uff0c\u67d0\u6b21\u53d1\u5e03\u540e\uff0c\u7528\u6237\u753b\u50cf\u670d\u52a1\u7684CPU\u4f7f\u7528\u7387\u7a81\u589e200%\uff0c\u8ffd\u8e2a\u6570\u636e\u663e\u793a\u662f\u65b0\u589e\u7684\u7b2c\u4e09\u65b9\u6807\u7b7e\u63a5\u53e3\u672a\u505a\u7f13\u5b58\u5bfc\u81f4\u3002<\/p>\n<h4 id=\"step-3-\u5bb9\u91cf\u89c4\u5212\u4e0e\u5f39\u6027\u6269\u5c55\"><strong>Step 3\uff1a\u5bb9\u91cf\u89c4\u5212\u4e0e\u5f39\u6027\u6269\u5c55<\/strong><\/h4>\n<p>\u901a\u8fc7\u957f\u671f\u8ffd\u8e2a\u6570\u636e\u5206\u6790\uff0c\u53ef\u9884\u6d4b\u4e1a\u52a1\u589e\u957f\u8d8b\u52bf\u4e0b\u7684\u8d44\u6e90\u9700\u6c42\u3002\u4f8b\u5982\uff0c\u67d0\u89c6\u9891\u5e73\u53f0\u53d1\u73b0\uff0c\u6bcf\u665a8-10\u70b9\u7684\u76f4\u64ad\u670d\u52a1\u6d41\u91cf\u662f\u5e73\u65e5\u76845\u500d\uff0c\u9042\u91c7\u7528Kubernetes\u7684HPA\u7b56\u7565\uff0c\u63d0\u524d\u6269\u5bb9Pod\u5b9e\u4f8b\u4ee5\u907f\u514d\u5361\u987f\u3002<\/p>\n<p><em>\u6280\u672f\u5de5\u5177\u94fe\u4e3e\u4f8b<\/em>\uff1a<\/p>\n<ul>\n<li><strong>\u6570\u636e\u91c7\u96c6<\/strong>\uff1a<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">OpenTelemetry<\/a>\u3001<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">SkyWalking<\/a>\n<\/li>\n<li><strong>\u5b58\u50a8\u5206\u6790<\/strong>\uff1aJaeger\u3001Zipkin\u3001Grafana Tempo\n<\/li>\n<li><strong>\u53ef\u89c6\u5316<\/strong>\uff1aGrafana\u3001Kibana\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u56db-\u573a\u666f\u5316\u5b9e\u6218-\u9ad8\u5e76\u53d1\u4e0b\u7684\u94fe\u8def\u8ffd\u8e2a\u7ecf\u5178\u6848\u4f8b\">\u56db\u3001<strong>\u573a\u666f\u5316\u5b9e\u6218\uff1a\u9ad8\u5e76\u53d1\u4e0b\u7684\u94fe\u8def\u8ffd\u8e2a\u7ecf\u5178\u6848\u4f8b<\/strong><\/h3>\n<h4 id=\"\u6848\u4f8b1-\u91d1\u878d\u652f\u4ed8\u7cfb\u7edf\u7684-\u96ea\u5d29\u6548\u5e94-\u9632\u5fa1\">\u6848\u4f8b1\uff1a\u91d1\u878d\u652f\u4ed8\u7cfb\u7edf\u7684\u201c\u96ea\u5d29\u6548\u5e94\u201d\u9632\u5fa1<\/h4>\n<p>\u67d0\u8de8\u5883\u652f\u4ed8\u5e73\u53f0\u5728\u6625\u8282\u7ea2\u5305\u6d3b\u52a8\u4e2d\uff0c\u56e0\u98ce\u63a7\u670d\u52a1\u54cd\u5e94\u8d85\u65f6\uff0c\u5f15\u53d1\u4e0b\u6e38\u670d\u52a1\u7ebf\u7a0b\u6c60\u8017\u5c3d\u3002\u901a\u8fc7<strong>\u5168\u6808\u94fe\u8def\u8ffd\u8e2a<\/strong>\uff0c\u56e2\u961f\u53d1\u73b0\u98ce\u63a7\u670d\u52a1\u7684\u6570\u636e\u5e93\u6162\u67e5\u8be2\u662f\u6839\u6e90\uff0c\u968f\u5373\u542f\u7528\u9650\u6d41\u964d\u7ea7\u7b56\u7565\uff0c\u5e76\u4f18\u5316SQL\u6267\u884c\u8ba1\u5212\uff0c\u5c06\u6574\u4f53\u53ef\u7528\u6027\u4ece92%\u63d0\u5347\u81f399.95%\u3002<\/p>\n<h4 id=\"\u6848\u4f8b2-\u793e\u4ea4\u5a92\u4f53\u7684\u70ed\u70b9\u4e8b\u4ef6\u6d41\u91cf\u51b2\u51fb\">\u6848\u4f8b2\uff1a\u793e\u4ea4\u5a92\u4f53\u7684\u70ed\u70b9\u4e8b\u4ef6\u6d41\u91cf\u51b2\u51fb<\/h4>\n<p>\u5f53\u67d0\u660e\u661f\u5b98\u5ba3\u5a5a\u8baf\u5bfc\u81f4\u5fae\u535a\u6d41\u91cf\u98d9\u5347\u65f6\uff0c\u94fe\u8def\u8ffd\u8e2a\u7cfb\u7edf\u5feb\u901f\u8bc6\u522b\u51fa\u52a8\u6001\u6d41\u63a5\u53e3\u7684\u7f13\u5b58\u51fb\u7a7f\u95ee\u9898\u3002\u901a\u8fc7\u589e\u52a0\u672c\u5730\u7f13\u5b58\uff08Caffeine\uff09\u4e0e\u5206\u5e03\u5f0f\u9501\uff08Redisson\uff09\uff0c\u7cfb\u7edf\u57285\u5206\u949f\u5185\u5c06QPS\u627f\u8f7d\u80fd\u529b\u4ece10\u4e07\u63d0\u5347\u81f350\u4e07\u3002<\/p>\n<hr>\n<h3 id=\"\u4e94-\u672a\u6765\u8d8b\u52bf-\u4ece-\u8ffd\u8e2a\u8fc7\u53bb-\u5230-\u9884\u6d4b\u672a\u6765\">\u4e94\u3001<strong>\u672a\u6765\u8d8b\u52bf\uff1a\u4ece\u201c\u8ffd\u8e2a\u8fc7\u53bb\u201d\u5230\u201c\u9884\u6d4b\u672a\u6765\u201d<\/strong><\/h3>\n<p>\u968f\u7740AIOps\u7684\u6210\u719f\uff0c<strong>\u5168\u6808\u94fe\u8def\u8ffd\u8e2a<\/strong>\u6b63\u4e0e\u667a\u80fd\u544a\u8b66\u3001\u81ea\u52a8\u5316\u4fee\u590d\u6df1\u5ea6\u6574\u5408\u3002\u4f8b\u5982\uff0cNetflix\u5f00\u53d1\u7684<strong>Atlas<\/strong>\u7cfb\u7edf\u53ef\u57fa\u4e8e\u5386\u53f2\u8ffd\u8e2a\u6570\u636e\uff0c\u9884\u6d4b\u672a\u67651\u5c0f\u65f6\u7684\u8d44\u6e90\u7f3a\u53e3\uff0c\u5e76\u81ea\u52a8\u89e6\u53d1\u6269\u5bb9\u3002\u800c\u5728Serverless\u67b6\u6784\u4e2d\uff0c\u8ffd\u8e2a\u6570\u636e\u5c06\u5e2e\u52a9\u5f00\u53d1\u8005\u4f18\u5316\u51b7\u542f\u52a8\u65f6\u95f4\u4e0e\u51fd\u6570\u7c92\u5ea6\uff0c\u8fdb\u4e00\u6b65\u91ca\u653e\u9ad8\u5e76\u53d1\u573a\u666f\u7684\u6f5c\u529b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u5728\u7535\u5546\u5e73\u53f0\u7684\u201c\u53cc\u5341\u4e00\u201d\u72c2\u6b22\u4e2d\uff0c\u6bcf\u79d2\u6570\u4e07\u7b14\u8ba2\u5355\u6d8c\u5165\uff1b\u5728\u793e\u4ea4\u5a92\u4f53\u7684\u70ed\u70b9\u4e8b\u4ef6\u4e2d\uff0c\u5343\u4e07\u7ea7\u7528\u6237\u540c\u65f6\u5237\u65b0\u52a8\u6001\uff1b\u5728\u91d1\u878d\u4ea4\u6613\u7cfb\u7edf\u4e2d\uff0c\u6beb\u79d2\u7ea7\u7684\u5ef6\u8fdf\u53ef\u80fd\u5bfc\u81f4\u8d44\u91d1\u635f\u5931\u2026\u2026\u9ad8\u5e76\u53d1\u573a\u666f\u5982\u540c\u4e00\u573a\u6ca1\u6709\u785d\u70df\u7684\u6280\u672f\u6218\u4e89\uff0c\u5f00\u53d1\u8005\u65e2\u9700\u8981\u786e\u4fdd\u7cfb\u7edf\u7a33\u5b9a\uff0c\u53c8\u5fc5\u987b\u7cbe\u51c6\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\u3002\u800c\u5728\u8fd9\u573a\u6218\u4e89\u4e2d\uff0c\u5168\u6808\u94fe\u8def\u8ffd\u8e2a\uff08Full-stack Distributed Tracing\uff09\u6b63\u9010\u6e10\u6210\u4e3a\u5de5\u7a0b\u5e08\u624b\u4e2d\u7684\u201c\u96f7\u8fbe\u201d\u2014\u2014\u5b83\u4e0d\u4ec5\u80fd\u591f\u7a7f\u900f\u590d\u6742\u7684\u5fae\u670d\u52a1\u67b6\u6784\uff0c\u8fd8\u80fd\u5728\u6d41\u91cf\u6d2a\u5cf0\u4e2d\u6355\u6349\u6bcf\u4e00\u4e2a\u5173\u952e\u8282\u70b9\u7684\u6027\u80fd\u6570\u636e\u3002\u5982\u4f55\u8ba9\u8fd9\u9879\u6280\u672f\u771f\u6b63\u652f\u6491\u8d77\u9ad8\u5e76\u53d1\u4e0b\u7684\u6027\u80fd\u5206\u6790\uff1f\u672c\u6587\u5c06\u6df1\u5165\u89e3\u6790\u5176\u6838\u5fc3\u673a\u5236\u4e0e\u5b9e\u8df5\u4ef7\u503c\u3002 \u4e00\u3001\u5168\u6808\u94fe\u8def\u8ffd\u8e2a\uff1a\u9ad8\u5e76\u53d1\u7cfb\u7edf\u7684\u201cCT\u626b\u63cf\u4eea\u201d \u5728\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\uff0c\u4e00\u6b21\u7528\u6237\u8bf7\u6c42\u53ef\u80fd\u8de8\u8d8a\u6570\u5341\u4e2a\u670d\u52a1\u8282\u70b9\uff0c\u6d89\u53ca\u6570\u636e\u5e93\u8c03\u7528\u3001\u7f13\u5b58\u8bfb\u5199\u3001\u6d88\u606f\u961f\u5217\u7b49\u591a\u79cd\u7ec4\u4ef6\u3002\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\uff0c\u8fd9\u4e9b\u4ea4\u4e92\u7684\u590d\u6742\u6027\u5448\u6307\u6570\u7ea7\u589e\u957f\uff1a\u7ebf\u7a0b\u963b\u585e\u3001\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u8017\u5c3d\u3001\u7f51\u7edc\u5ef6\u8fdf\u6ce2\u52a8\u7b49\u95ee\u9898\u76f8\u4e92\u4ea4\u7ec7\uff0c\u4f20\u7edf\u65e5\u5fd7\u76d1\u63a7\u5f80\u5f80\u9677\u5165\u201c\u76f2\u4eba\u6478\u8c61\u201d\u7684\u56f0\u5883\u3002 \u5168\u6808\u94fe\u8def\u8ffd\u8e2a\u901a\u8fc7\u4e3a\u6bcf\u4e2a\u8bf7\u6c42\u751f\u6210\u552f\u4e00\u7684Trace ID\uff0c\u5e76\u5728\u670d\u52a1\u95f4\u4f20\u9012Span ID\uff0c\u8bb0\u5f55\u6bcf\u4e2a\u8282\u70b9\u7684\u8017\u65f6\u3001\u72b6\u6001\u548c\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u4f8b\u5982\uff0c\u5f53\u4e00\u6b21\u652f\u4ed8\u8bf7\u6c42\u56e0Redis\u7f13\u5b58\u8d85\u65f6\u5bfc\u81f4\u5ef6\u8fdf\u65f6\uff0c\u7cfb\u7edf\u53ef\u4ee5\u5feb\u901f\u5b9a\u4f4d\u5230\u5177\u4f53\u670d\u52a1\u3001\u4ee3\u7801\u884c\u751a\u81f3\u786c\u4ef6\u8d44\u6e90\u74f6\u9888\u3002\u8fd9\u79cd\u201c\u7aef\u5230\u7aef\u201d\u7684\u53ef\u89c2\u6d4b\u6027\uff0c\u4f7f\u5f97\u6027\u80fd\u5206\u6790\u4ece\u201c\u731c\u6d4b\u201d\u5347\u7ea7\u4e3a\u201c\u7cbe\u51c6\u8bca\u65ad\u201d\u3002 \u5178\u578b\u6848\u4f8b\uff1a\u67d0\u5934\u90e8\u7535\u5546\u5e73\u53f0\u5728\u201c618\u5927\u4fc3\u201d\u671f\u95f4\uff0c\u901a\u8fc7\u5168\u94fe\u8def\u8ffd\u8e2a\u53d1\u73b0\uff0c80%\u7684\u5ef6\u8fdf\u96c6\u4e2d\u5728\u5546\u54c1\u63a8\u8350\u670d\u52a1\u7684\u6570\u636e\u5e93\u5206\u9875\u67e5\u8be2\u4e0a\u3002\u4f18\u5316\u7d22\u5f15\u7b56\u7565\u540e\uff0c\u63a5\u53e3\u54cd\u5e94\u65f6\u95f4\u4ece200ms\u964d\u81f350ms\uff0c\u76f4\u63a5\u5e26\u52a8\u8f6c\u5316\u7387\u63d0\u53473%\u3002 \u4e8c\u3001\u9ad8\u5e76\u53d1\u6027\u80fd\u5206\u6790\u7684\u4e09\u5927\u6838\u5fc3\u6311\u6218\u4e0e\u94fe\u8def\u8ffd\u8e2a\u7684\u5e94\u5bf9 1. \u6d77\u91cf\u6570\u636e\u7684\u5b9e\u65f6\u91c7\u96c6\u4e0e\u5b58\u50a8 \u6bcf\u79d2\u6570\u5341\u4e07\u6b21\u8bf7\u6c42\u610f\u5473\u7740TB\u7ea7\u7684\u8ffd\u8e2a\u6570\u636e\u751f\u6210\u3002\u82e5\u5168\u91cf\u91c7\u96c6\uff0c\u5b58\u50a8\u6210\u672c\u4e0e\u67e5\u8be2\u6548\u7387\u5c06\u6210\u707e\u96be\u3002\u89e3\u51b3\u65b9\u6848\u5305\u62ec\uff1a \u52a8\u6001\u91c7\u6837\uff1a\u6839\u636e\u7cfb\u7edf\u8d1f\u8f7d\u81ea\u52a8\u8c03\u6574\u91c7\u6837\u7387\uff08\u59821%\u6b63\u5e38\u6d41\u91cf\uff0c100%\u9519\u8bef\u8bf7\u6c42\uff09\uff1b \u8fb9\u7f18\u8ba1\u7b97\uff1a\u5728\u670d\u52a1\u8282\u70b9\u672c\u5730\u8fdb\u884c\u6570\u636e\u805a\u5408\uff0c\u4ec5\u4e0a\u4f20\u5173\u952e\u6307\u6807\uff08P99\u5ef6\u8fdf\u3001\u9519\u8bef\u7387\uff09\uff1b \u5206\u5c42\u5b58\u50a8\uff1a\u539f\u59cb\u65e5\u5fd7\u5b58\u4e8e\u4f4e\u6210\u672c\u5bf9\u8c61\u5b58\u50a8\uff0c\u70ed\u70b9\u6570\u636e\u5b58\u4e8eElasticsearch\u6216ClickHouse\u4f9b\u5b9e\u65f6\u5206\u6790\u3002 2. \u8de8\u670d\u52a1\u3001\u8de8\u7ec4\u4ef6\u7684\u4e0a\u4e0b\u6587\u5173\u8054 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