{"id":34156,"date":"2025-03-10T16:46:32","date_gmt":"2025-03-10T08:46:32","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=34156"},"modified":"2025-03-10T16:46:32","modified_gmt":"2025-03-10T08:46:32","slug":"%e4%ba%91%e5%8e%9f%e7%94%9f%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%e5%a6%82%e4%bd%95%e5%ae%9e%e7%8e%b0%e9%ab%98%e6%95%88%e7%9a%84%e6%95%85%e9%9a%9c%e9%a2%84%e6%b5%8b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/34156.html","title":{"rendered":"\u4e91\u539f\u751f\u53ef\u89c2\u6d4b\u6027\u5982\u4f55\u5b9e\u73b0\u9ad8\u6548\u7684\u6545\u969c\u9884\u6d4b\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/7b4MNmF5.jpg\" alt=\"\u4e91\u539f\u751f\u53ef\u89c2\u6d4b\u6027\u5982\u4f55\u5b9e\u73b0\u9ad8\u6548\u7684\u6545\u969c\u9884\u6d4b\uff1f\" 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href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a><\/strong>\u548c<strong>Grafana<\/strong>\u80fd\u5b9e\u65f6\u6355\u6349\u6027\u80fd\u8d8b\u52bf\uff0c\u4e3a\u9608\u503c\u544a\u8b66\u63d0\u4f9b\u4f9d\u636e\u3002\n<\/li>\n<li><strong>\u8ffd\u8e2a\uff08Tracing\uff09<\/strong>\uff1a\u8fd8\u539f\u8bf7\u6c42\u5728\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\u7684\u5b8c\u6574\u8def\u5f84\u3002<strong>OpenTelemetry<\/strong>\u7b49\u6846\u67b6\u53ef\u5e2e\u52a9\u5f00\u53d1\u8005\u5206\u6790\u8de8\u670d\u52a1\u5ef6\u8fdf\uff0c\u8bc6\u522b\u74f6\u9888\u94fe\u8def\u3002\n<\/li>\n<\/ol>\n<p><em>\u8fd9\u4e09\u7c7b\u6570\u636e\u7684\u878d\u5408\uff0c\u6784\u6210\u4e86\u6545\u969c\u9884\u6d4b\u7684\u201c\u539f\u6599\u5e93\u201d\u3002\u4f46\u4ec5\u6536\u96c6\u6570\u636e\u8fdc\u8fdc\u4e0d\u591f\uff0c\u5173\u952e\u5728\u4e8e\u5982\u4f55\u4ece\u4e2d\u53d1\u73b0\u6f5c\u5728\u98ce\u9669\u3002<\/em><\/p>\n<hr>\n<h3 id=\"\u4e8c-\u4ece\u88ab\u52a8\u54cd\u5e94\u5230\u4e3b\u52a8\u9884\u6d4b-\u6570\u636e\u6574\u5408\u4e0e\u5173\u8054\u5206\u6790\">\u4e8c\u3001\u4ece\u88ab\u52a8\u54cd\u5e94\u5230\u4e3b\u52a8\u9884\u6d4b\uff1a\u6570\u636e\u6574\u5408\u4e0e\u5173\u8054\u5206\u6790<\/h3>\n<p>\u4f20\u7edf\u76d1\u63a7\u4f9d\u8d56\u9608\u503c\u544a\u8b66\uff0c\u5c5e\u4e8e\u5178\u578b\u7684\u201c\u4e8b\u540e\u6551\u706b\u201d\u3002\u800c<strong>\u9ad8\u6548\u7684\u6545\u969c\u9884\u6d4b<\/strong>\u9700\u8981\u4ece\u4ee5\u4e0b\u7ef4\u5ea6\u7a81\u7834\uff1a<\/p>\n<h4 id=\"1-\u4e0a\u4e0b\u6587\u5173\u8054-\u6253\u7834\u6570\u636e\u5b64\u5c9b\">1. <strong>\u4e0a\u4e0b\u6587\u5173\u8054\uff1a\u6253\u7834\u6570\u636e\u5b64\u5c9b<\/strong><\/h4>\n<p>\u5355\u4e00\u7ef4\u5ea6\u7684\u6570\u636e\uff08\u5982CPU\u98d9\u5347\uff09\u53ef\u80fd\u63a9\u76d6\u771f\u5b9e\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u67d0\u5fae\u670d\u52a1\u5ef6\u8fdf\u589e\u52a0\uff0c\u53ef\u80fd\u662f\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u8017\u5c3d\uff0c\u4e5f\u53ef\u80fd\u662f\u4e0a\u6e38API\u8c03\u7528\u91cf\u7a81\u589e\u3002\u901a\u8fc7\u5c06\u65e5\u5fd7\u4e2d\u7684\u9519\u8bef\u4fe1\u606f\u3001\u6307\u6807\u4e2d\u7684\u8d44\u6e90\u5229\u7528\u7387\u4e0e\u8ffd\u8e2a\u4e2d\u7684\u8c03\u7528\u94fe\u5173\u8054\uff0c\u7cfb\u7edf\u53ef\u4ee5\u81ea\u52a8\u6784\u5efa\u6545\u969c\u4f20\u64ad\u56fe\u8c31\uff0c\u5b9a\u4f4d\u6839\u56e0\u3002<\/p>\n<h4 id=\"2-\u57fa\u7ebf\u5b66\u4e60-\u5b9a\u4e49-\u6b63\u5e38-\u4e0e-\u5f02\u5e38\">2. <strong>\u57fa\u7ebf\u5b66\u4e60\uff1a\u5b9a\u4e49\u201c\u6b63\u5e38\u201d\u4e0e\u201c\u5f02\u5e38\u201d<\/strong><\/h4>\n<p>\u9759\u6001\u9608\u503c\uff08\u5982\u201cCPU\u4f7f\u7528\u7387&gt;80%\u201d\uff09\u96be\u4ee5\u9002\u5e94\u4e91\u539f\u751f\u73af\u5883\u7684\u5f39\u6027\u6269\u7f29\u3002<strong>\u52a8\u6001\u57fa\u7ebf\u7b97\u6cd5<\/strong>\uff08\u5982\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u6a21\u578b\uff09\u80fd\u591f\u5b66\u4e60\u7cfb\u7edf\u5728\u5386\u53f2\u5468\u671f\u5185\u7684\u884c\u4e3a\u6a21\u5f0f\uff0c\u81ea\u52a8\u8bc6\u522b\u504f\u79bb\u57fa\u7ebf\u7684\u5f02\u5e38\u6ce2\u52a8\u3002\u4f8b\u5982\uff0c\u67d0\u670d\u52a1\u5728\u51cc\u66682\u70b9\u7684\u8bf7\u6c42\u91cf\u901a\u5e38\u4e3a100 QPS\uff0c\u82e5\u7a81\u7136\u98d9\u5347\u81f31000\uff0c\u5373\u4fbf\u672a\u8fbe\u5230\u786c\u4ef6\u8d1f\u8f7d\u4e0a\u9650\uff0c\u4e5f\u53ef\u89e6\u53d1\u9884\u8b66\u3002<\/p>\n<h4 id=\"3-\u6a21\u5f0f\u8bc6\u522b-\u4ece\u566a\u58f0\u4e2d\u63d0\u53d6\u4fe1\u53f7\">3. <strong>\u6a21\u5f0f\u8bc6\u522b\uff1a\u4ece\u566a\u58f0\u4e2d\u63d0\u53d6\u4fe1\u53f7<\/strong><\/h4>\n<p>\u4e91\u539f\u751f\u7cfb\u7edf\u7684\u6545\u969c\u5f80\u5f80\u7531\u591a\u4e2a\u5f31\u4fe1\u53f7\u53e0\u52a0\u5f15\u53d1\u3002\u4f8b\u5982\uff0c\u65e5\u5fd7\u4e2d\u5076\u73b0\u7684\u201c\u8d85\u65f6\u9519\u8bef\u201d\u82e5\u4e0e\u8ffd\u8e2a\u4e2d\u7684\u201c\u67d0\u4e2d\u95f4\u4ef6\u5ef6\u8fdf\u589e\u52a0\u201d\u540c\u65f6\u51fa\u73b0\uff0c\u53ef\u80fd\u9884\u793a\u7f51\u7edc\u5206\u533a\u98ce\u9669\u3002\u901a\u8fc7<strong>\u673a\u5668\u5b66\u4e60\u805a\u7c7b\u7b97\u6cd5<\/strong>\uff0c\u7cfb\u7edf\u53ef\u81ea\u52a8\u8bc6\u522b\u6b64\u7c7b\u5173\u8054\u6a21\u5f0f\uff0c\u63d0\u524d\u53d1\u51fa\u590d\u5408\u578b\u544a\u8b66\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-ai\u4e0e\u81ea\u52a8\u5316-\u6545\u969c\u9884\u6d4b\u7684-\u667a\u80fd\u5927\u8111\">\u4e09\u3001AI\u4e0e\u81ea\u52a8\u5316\uff1a\u6545\u969c\u9884\u6d4b\u7684\u201c\u667a\u80fd\u5927\u8111\u201d<\/h3>\n<p>\u8981\u5b9e\u73b0\u9884\u6d4b\u6027\u7ef4\u62a4\uff0c\u9700\u5f15\u5165AI\u6280\u672f\u5bf9\u53ef\u89c2\u6d4b\u6027\u6570\u636e\u5efa\u6a21\u3002\u4ee5\u4e0b\u662f\u4e24\u7c7b\u5178\u578b\u573a\u666f\uff1a<\/p>\n<h4 id=\"1-\u65e0\u76d1\u7763\u5b66\u4e60-\u53d1\u73b0\u672a\u77e5\u98ce\u9669\">1. <strong>\u65e0\u76d1\u7763\u5b66\u4e60\uff1a\u53d1\u73b0\u672a\u77e5\u98ce\u9669<\/strong><\/h4>\n<p>\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u8bad\u7ec3\u5f02\u5e38\u68c0\u6d4b\u6a21\u578b\uff08\u5982Isolation Forest\u6216LSTM\uff09\uff0c\u7cfb\u7edf\u53ef\u8bc6\u522b\u4ece\u672a\u89c1\u8fc7\u7684\u6545\u969c\u6a21\u5f0f\u3002\u4f8b\u5982\uff0c\u67d0\u65b0\u4e0a\u7ebf\u529f\u80fd\u7684\u4ee3\u7801\u7f3a\u9677\u53ef\u80fd\u5bfc\u81f4\u5185\u5b58\u6cc4\u6f0f\uff0c\u4f20\u7edf\u89c4\u5219\u65e0\u6cd5\u8986\u76d6\uff0c\u4f46\u6a21\u578b\u53ef\u901a\u8fc7\u5185\u5b58\u5360\u7528\u66f2\u7ebf\u7684\u5f02\u5e38\u659c\u7387\u6355\u6349\u98ce\u9669\u3002<\/p>\n<h4 id=\"2-\u6839\u56e0\u5206\u6790-rca-\u7f29\u77ed\u8bca\u65ad\u65f6\u95f4\">2. <strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\uff08RCA\uff09\uff1a\u7f29\u77ed\u8bca\u65ad\u65f6\u95f4<\/strong><\/h4>\n<p>\u5f53\u544a\u8b66\u89e6\u53d1\u65f6\uff0cAI\u5f15\u64ce\u53ef\u81ea\u52a8\u5206\u6790\u5173\u8054\u6307\u6807\uff0c\u751f\u6210\u6839\u56e0\u5047\u8bbe\u3002\u4f8b\u5982\uff0c\u67d0\u7535\u5546\u5927\u4fc3\u671f\u95f4\u8ba2\u5355\u670d\u52a1\u8d85\u65f6\uff0c\u7cfb\u7edf\u53ef\u80fd\u81ea\u52a8\u63a8\u65ad\u201cRedis\u7f13\u5b58\u547d\u4e2d\u7387\u4e0b\u964d\u5bfc\u81f4\u6570\u636e\u5e93\u538b\u529b\u6fc0\u589e\u201d\uff0c\u5e76\u5efa\u8bae\u201c\u6269\u5bb9\u7f13\u5b58\u96c6\u7fa4\u6216\u4f18\u5316\u67e5\u8be2\u903b\u8f91\u201d\u3002<\/p>\n<p><em>\u503c\u5f97\u5f3a\u8c03\u7684\u662f\uff0cAI\u5e76\u975e\u66ff\u4ee3\u4eba\u5de5\uff0c\u800c\u662f\u901a\u8fc7\u51cf\u5c11\u8bef\u62a5\u3001\u63d0\u9ad8\u544a\u8b66\u7cbe\u5ea6\uff0c\u8ba9\u8fd0\u7ef4\u56e2\u961f\u4e13\u6ce8\u4e8e\u9ad8\u4ef7\u503c\u51b3\u7b56\u3002<\/em><\/p>\n<hr>\n<h3 id=\"\u56db-\u5b9e\u8df5\u6307\u5357-\u6784\u5efa\u53ef\u89c2\u6d4b\u6027\u9a71\u52a8\u7684\u9884\u6d4b\u4f53\u7cfb\">\u56db\u3001\u5b9e\u8df5\u6307\u5357\uff1a\u6784\u5efa\u53ef\u89c2\u6d4b\u6027\u9a71\u52a8\u7684\u9884\u6d4b\u4f53\u7cfb<\/h3>\n<h4 id=\"1-\u5de5\u5177\u94fe\u6574\u5408\">1. <strong>\u5de5\u5177\u94fe\u6574\u5408<\/strong><\/h4>\n<ul>\n<li><strong>\u6570\u636e\u91c7\u96c6<\/strong>\uff1a\u7edf\u4e00Agent\uff08\u5982Fluentd\u3001<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a> Exporter\uff09\u89c4\u8303\u6570\u636e\u683c\u5f0f\uff0c\u907f\u514d\u91cd\u590d\u5efa\u8bbe\u3002\n<\/li>\n<li><strong>\u5b58\u50a8\u4e0e\u8ba1\u7b97<\/strong>\uff1a\u9009\u62e9\u652f\u6301\u9ad8\u5e76\u53d1\u7684\u65f6\u5e8f\u6570\u636e\u5e93\uff08\u5982InfluxDB\uff09\u548c<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u5b58\u50a8\uff08\u5982Jaeger\uff09\u3002\n<\/li>\n<li><strong>\u53ef\u89c6\u5316\u4e0e\u544a\u8b66<\/strong>\uff1a\u901a\u8fc7Grafana\u7b49\u5de5\u5177\u5b9a\u4e49\u4eea\u8868\u76d8\uff0c\u7ed3\u5408Alertmanager\u5b9e\u73b0\u5206\u7ea7\u901a\u77e5\u3002\n<\/li>\n<\/ul>\n<h4 id=\"2-\u573a\u666f\u5316\u9884\u6d4b\u7b56\u7565\">2. <strong>\u573a\u666f\u5316\u9884\u6d4b\u7b56\u7565<\/strong><\/h4>\n<ul>\n<li><strong>\u8d44\u6e90\u5c42<\/strong>\uff1a\u9884\u6d4b\u96c6\u7fa4\u6269\u7f29\u5bb9\u9700\u6c42\uff0c\u4f8b\u5982\u57fa\u4e8e\u5386\u53f2\u8d1f\u8f7d\u81ea\u52a8\u8c03\u6574Kubernetes\u526f\u672c\u6570\u3002\n<\/li>\n<li><strong>\u5e94\u7528\u5c42<\/strong>\uff1a\u8bc6\u522b\u6162\u67e5\u8be2\u6216\u5185\u5b58\u6cc4\u6f0f\u8d8b\u52bf\uff0c\u63d0\u524d\u89e6\u53d1\u4ee3\u7801\u4f18\u5316\u3002\n<\/li>\n<li><strong>\u4e1a\u52a1\u5c42<\/strong>\uff1a\u7ed3\u5408\u4e1a\u52a1\u6307\u6807\uff08\u5982\u652f\u4ed8\u6210\u529f\u7387\uff09\u4e0e\u6280\u672f\u6307\u6807\uff08\u5982API\u5ef6\u8fdf\uff09\uff0c\u907f\u514d\u4f53\u9a8c\u964d\u7ea7\u3002\n<\/li>\n<\/ul>\n<h4 id=\"3-\u6301\u7eed\u8fed\u4ee3\">3. <strong>\u6301\u7eed\u8fed\u4ee3<\/strong><\/h4>\n<ul>\n<li><strong>\u53cd\u9988\u95ed\u73af<\/strong>\uff1a\u5c06\u6bcf\u6b21\u6545\u969c\u7684\u5206\u6790\u7ed3\u679c\u53cd\u54fa\u81f3\u6a21\u578b\uff0c\u4f18\u5316\u9884\u6d4b\u51c6\u786e\u7387\u3002\n<\/li>\n<li><strong>\u6210\u672c\u5e73\u8861<\/strong>\uff1a\u5728\u6570\u636e\u91c7\u96c6\u7c92\u5ea6\u4e0e\u5b58\u50a8\u5f00\u9500\u95f4\u53d6\u5f97\u5e73\u8861\uff0c\u4f8b\u5982\u5bf9\u975e\u6838\u5fc3\u670d\u52a1\u964d\u4f4e\u91c7\u6837\u9891\u7387\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u4e94-\u672a\u6765\u5c55\u671b-\u53ef\u89c2\u6d4b\u6027\u4e0eaiops\u7684\u6df1\u5ea6\u878d\u5408\">\u4e94\u3001\u672a\u6765\u5c55\u671b\uff1a\u53ef\u89c2\u6d4b\u6027\u4e0eAIOps\u7684\u6df1\u5ea6\u878d\u5408<\/h3>\n<p>\u968f\u7740<strong>AIOps<\/strong>\uff08\u667a\u80fd\u8fd0\u7ef4\uff09\u6280\u672f\u7684\u6210\u719f\uff0c\u4e91\u539f\u751f\u53ef\u89c2\u6d4b\u6027\u5c06\u8fdb\u4e00\u6b65\u5411\u201c\u81ea\u6cbb\u4fee\u590d\u201d\u6f14\u8fdb\u3002\u4f8b\u5982\uff0c\u7cfb\u7edf\u5728\u9884\u6d4b\u5230\u67d0\u8282\u70b9\u5373\u5c06\u6545\u969c\u65f6\uff0c\u53ef\u81ea\u52a8\u5c06\u5176\u4ece\u8d1f\u8f7d\u5747\u8861\u6c60\u9694\u79bb\uff0c\u5e76\u89e6\u53d1\u5907\u5b9e\u4f8b\u542f\u52a8\u3002\u6b64\u5916\uff0c<strong>\u6df7\u6c8c\u5de5\u7a0b<\/strong>\u4e0e\u53ef\u89c2\u6d4b\u6027\u7684\u7ed3\u5408\uff0c\u4e5f\u5c06\u5e2e\u52a9\u4f01\u4e1a\u4e3b\u52a8\u9a8c\u8bc1\u7cfb\u7edf\u7684\u5bb9\u9519\u80fd\u529b\uff0c\u5316\u88ab\u52a8\u4e3a\u4e3b\u52a8\u3002<\/p>\n<p>\u5728\u8fd9\u4e00\u8fc7\u7a0b\u4e2d\uff0c\u8fd0\u7ef4\u56e2\u961f\u7684\u89d2\u8272\u5c06\u4ece\u201c\u62a2\u9669\u961f\u5458\u201d\u8f6c\u53d8\u4e3a\u201c\u98ce\u9669\u89c4\u5212\u5e08\u201d\uff0c\u800c<strong>\u6570\u636e\u9a71\u52a8\u7684\u6545\u969c\u9884\u6d4b<\/strong>\u5c06\u6210\u4e3a\u4e91\u539f\u751f\u65f6\u4ee3\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4e91\u539f\u751f\u67b6\u6784\u5df2\u6210\u4e3a\u4f01\u4e1a\u6784\u5efa\u5f39\u6027\u3001\u53ef\u6269\u5c55\u5e94\u7528\u7684\u6838\u5fc3\u9009\u62e9\u3002\u7136\u800c\uff0c\u968f\u7740\u7cfb\u7edf\u590d\u6742\u6027\u7684\u6307\u6570\u7ea7\u589e\u957f\uff0c\u6545\u969c\u9884\u6d4b\u7684\u96be\u5ea6\u4e5f\u968f\u4e4b\u6500\u5347\u3002\u4e00\u6b21\u77ed\u6682\u7684\u6027\u80fd\u6296\u52a8\u53ef\u80fd\u5bfc\u81f4\u8fde\u9501\u53cd\u5e94\uff0c\u751a\u81f3\u6f14\u53d8\u4e3a\u5927\u89c4\u6a21\u4e1a\u52a1\u4e2d\u65ad\u3002\u5982\u4f55\u5728\u95ee\u9898\u53d1\u751f\u524d\u201c\u672a\u535c\u5148\u77e5\u201d\uff1f\u7b54\u6848\u85cf\u5728\u4e91\u539f\u751f\u53ef\u89c2\u6d4b\u6027\u7684\u5b9e\u8df5\u4e2d\u2014\u2014\u5b83\u4e0d\u4ec5\u662f\u76d1\u63a7\u7684\u5347\u7ea7\u7248\uff0c\u66f4\u662f\u901a\u8fc7\u591a\u7ef4\u6570\u636e\u878d\u5408\u4e0e\u667a\u80fd\u5206\u6790\u5b9e\u73b0\u6545\u969c\u9884\u6d4b\u7684\u5173\u952e\u5f15\u64ce\u3002 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