{"id":32192,"date":"2025-03-04T09:40:06","date_gmt":"2025-03-04T01:40:06","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=32192"},"modified":"2025-03-04T09:40:06","modified_gmt":"2025-03-04T01:40:06","slug":"%e7%bd%91%e7%bb%9c%e6%80%a7%e8%83%bd%e7%9b%91%e6%8e%a7%e5%a6%82%e4%bd%95%e5%ae%9e%e7%8e%b0%e8%87%aa%e5%8a%a8%e5%8c%96%e5%93%8d%e5%ba%94%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/32192.html","title":{"rendered":"\u7f51\u7edc\u6027\u80fd\u76d1\u63a7\u5982\u4f55\u5b9e\u73b0\u81ea\u52a8\u5316\u54cd\u5e94\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/pic.zadbj010.com\/2025\/a30bc551d44d36d.jpg\" alt=\"\u7f51\u7edc\u6027\u80fd\u76d1\u63a7\u5982\u4f55\u5b9e\u73b0\u81ea\u52a8\u5316\u54cd\u5e94\uff1f\" ><\/p>\n<\/p>\n<p><strong>\u3010\u524d\u8a00\u3011<\/strong><br 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style=\"color:blue\">\u7f51\u7edc\u6027\u80fd\u76d1\u63a7<\/a>\u4ece\u201c\u4e8b\u540e\u8865\u6551\u201d\u8f6c\u5411\u201c\u4e8b\u524d\u9884\u9632\u201d\uff1f\u81ea\u52a8\u5316\u54cd\u5e94\u6280\u672f\u6b63\u5728\u6210\u4e3a\u8fd9\u573a\u53d8\u9769\u7684\u6838\u5fc3\u5f15\u64ce<\/strong>\u3002\u672c\u6587\u5c06\u6df1\u5165\u5256\u6790\u81ea\u52a8\u5316\u54cd\u5e94\u7684\u5b9e\u73b0\u8def\u5f84\u3001\u5173\u952e\u6280\u672f\u53ca\u5b9e\u8df5\u4ef7\u503c\uff0c\u4e3a\u4f01\u4e1a\u6784\u5efa\u667a\u80fd\u8fd0\u7ef4\u4f53\u7cfb\u63d0\u4f9b\u53ef\u843d\u5730\u7684\u601d\u8def\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u7f51\u7edc\u6027\u80fd\u76d1\u63a7\u4e3a\u4f55\u9700\u8981\u81ea\u52a8\u5316\u54cd\u5e94\">\u4e00\u3001<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u7f51\u7edc\u6027\u80fd\u76d1\u63a7<\/a>\u4e3a\u4f55\u9700\u8981\u81ea\u52a8\u5316\u54cd\u5e94\uff1f<\/h3>\n<p>\u636eGartner\u7edf\u8ba1\uff0c<strong>80%\u7684\u4f01\u4e1a\u7f51\u7edc\u4e2d\u65ad\u95ee\u9898\u56e0\u54cd\u5e94\u5ef6\u8fdf\u5bfc\u81f4\u635f\u5931\u6269\u5927<\/strong>\u3002\u4f20\u7edf\u4eba\u5de5\u76d1\u63a7\u5b58\u5728\u4e09\u5927\u75db\u70b9\uff1a<\/p>\n<ol>\n<li><strong>\u54cd\u5e94\u6ede\u540e<\/strong>\uff1a\u8fd0\u7ef4\u56e2\u961f\u9700\u624b\u52a8\u5206\u6790\u6d77\u91cf\u65e5\u5fd7\uff0c\u6545\u969c\u5b9a\u4f4d\u5e73\u5747\u8017\u65f6\u8d85\u8fc730\u5206\u949f\uff1b\n<\/li>\n<li><strong>\u4eba\u529b\u6210\u672c\u9ad8<\/strong>\uff1a7\u00d724\u5c0f\u65f6\u503c\u5b88\u6a21\u5f0f\u5e26\u6765\u9ad8\u6602\u7684\u4eba\u529b\u652f\u51fa\uff1b\n<\/li>\n<li><strong>\u8bef\u5224\u98ce\u9669<\/strong>\uff1a\u590d\u6742\u7f51\u7edc\u73af\u5883\u4e0b\uff0c\u4eba\u5de5\u51b3\u7b56\u6613\u53d7\u7ecf\u9a8c\u5c40\u9650\u3002\n<\/li>\n<\/ol>\n<p>\u800c\u81ea\u52a8\u5316\u54cd\u5e94\u901a\u8fc7<strong>AI\u7b97\u6cd5\u5b9e\u65f6\u5206\u6790\u6570\u636e<\/strong>\u3001<strong>\u9884\u8bbe\u89c4\u5219\u89e6\u53d1\u52a8\u4f5c<\/strong>\u3001<strong>\u95ed\u73af\u4fee\u590d\u6d41\u7a0b<\/strong>\uff0c\u80fd\u5c06MTTR\uff08\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff09\u7f29\u77ed\u81f3\u79d2\u7ea7\u3002\u4f8b\u5982\uff0c\u67d0\u7535\u5546\u5e73\u53f0\u5f15\u5165\u81ea\u52a8\u5316\u54cd\u5e94\u7cfb\u7edf\u540e\uff0c\u6d41\u91cf\u7a81\u53d1\u6027\u62e5\u5835\u7684\u5904\u7406\u6548\u7387\u63d0\u534790%\uff0c\u5e74\u5ea6\u8fd0\u7ef4\u6210\u672c\u964d\u4f4e40%\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u81ea\u52a8\u5316\u54cd\u5e94\u7684\u6838\u5fc3\u6280\u672f\u67b6\u6784\">\u4e8c\u3001\u81ea\u52a8\u5316\u54cd\u5e94\u7684\u6838\u5fc3\u6280\u672f\u67b6\u6784<\/h3>\n<p>\u5b9e\u73b0\u81ea\u52a8\u5316\u54cd\u5e94\u9700\u6784\u5efa\u4e09\u5c42\u6280\u672f\u4f53\u7cfb\uff1a<\/p>\n<h4 id=\"1-\u6570\u636e\u611f\u77e5\u5c42-\u5168\u6808\u76d1\u63a7\u7684-\u795e\u7ecf\u7cfb\u7edf\"><strong>1. \u6570\u636e\u611f\u77e5\u5c42\uff1a\u5168\u6808\u76d1\u63a7\u7684\u201c\u795e\u7ecf\u7cfb\u7edf\u201d<\/strong><\/h4>\n<ul>\n<li><strong>\u591a\u7ef4\u5ea6\u91c7\u96c6<\/strong>\uff1a\u8986\u76d6\u7f51\u7edc\u8bbe\u5907\u3001\u670d\u52a1\u5668\u3001\u5e94\u7528\u7a0b\u5e8f\u53ca\u4e91\u73af\u5883\u7684\u6027\u80fd\u6307\u6807\uff08\u5982\u5ef6\u8fdf\u3001\u4e22\u5305\u7387\u3001CPU\u4f7f\u7528\u7387\uff09\uff1b\n<\/li>\n<li><strong>\u667a\u80fd\u63a2\u9488\u90e8\u7f72<\/strong>\uff1a\u901a\u8fc7SDK\u3001API\u6216SNMP\u534f\u8bae\u5b9e\u73b0\u65e0\u4fb5\u5165\u5f0f\u6570\u636e\u6293\u53d6\uff1b\n<\/li>\n<li><strong>\u5b9e\u65f6\u6d41\u5904\u7406<\/strong>\uff1aApache Kafka\u3001Fluentd\u7b49\u5de5\u5177\u786e\u4fdd\u6570\u636e\u96f6\u5ef6\u8fdf\u4f20\u8f93\u3002\n<\/li>\n<\/ul>\n<p><strong>\u6848\u4f8b<\/strong>\uff1a\u67d0\u91d1\u878d\u673a\u6784\u91c7\u7528\u5206\u5e03\u5f0f\u63a2\u9488\u6280\u672f\uff0c\u5b9e\u73b0\u8de8\u5730\u57df\u6570\u636e\u4e2d\u5fc3\u7684\u6beb\u79d2\u7ea7\u72b6\u6001\u540c\u6b65\uff0c\u5f02\u5e38\u68c0\u6d4b\u51c6\u786e\u7387\u8fbe99.2%\u3002<\/p>\n<h4 id=\"2-\u5206\u6790\u51b3\u7b56\u5c42-ai\u9a71\u52a8\u7684-\u5927\u8111\"><strong>2. \u5206\u6790\u51b3\u7b56\u5c42\uff1aAI\u9a71\u52a8\u7684\u201c\u5927\u8111\u201d<\/strong><\/h4>\n<ul>\n<li><strong>\u52a8\u6001\u57fa\u7ebf\u5efa\u6a21<\/strong>\uff1a\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff08\u5982LSTM\uff09\u5efa\u7acb\u6b63\u5e38\u6d41\u91cf\u57fa\u7ebf\uff0c\u81ea\u52a8\u8bc6\u522b\u504f\u79bb\u9608\u503c\uff1b\n<\/li>\n<li><strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\u5f15\u64ce<\/strong>\uff1a\u901a\u8fc7\u62d3\u6251\u5173\u8054\u5206\u6790\uff0c\u5feb\u901f\u5b9a\u4f4d\u6545\u969c\u6e90\uff08\u5982\u5224\u65ad\u662fDNS\u89e3\u6790\u95ee\u9898\u8fd8\u662f\u670d\u52a1\u5668\u8fc7\u8f7d\uff09\uff1b\n<\/li>\n<li><strong>\u9884\u6d4b\u6027\u7ef4\u62a4<\/strong>\uff1a\u5229\u7528\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u6a21\u578b\uff0c\u63d0\u524d48\u5c0f\u65f6\u9884\u8b66\u6f5c\u5728\u98ce\u9669\u3002\n<\/li>\n<\/ul>\n<p><strong>\u5173\u952e\u7a81\u7834<\/strong>\uff1a\u67d0\u4e91\u670d\u52a1\u5546\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u4f7f\u81ea\u52a8\u5316\u7b56\u7565\u57283\u4e2a\u6708\u5185\u8fed\u4ee3\u4f18\u5316172\u6b21\uff0c\u8bef\u62a5\u7387\u4ece15%\u964d\u81f33%\u4ee5\u4e0b\u3002<\/p>\n<h4 id=\"3-\u6267\u884c\u53cd\u9988\u5c42-\u95ed\u73af\u63a7\u5236\u7684-\u6267\u884c\u8005\"><strong>3. 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id=\"\u4e09-\u4ece\u7406\u8bba\u5230\u5b9e\u8df5-\u56db\u6b65\u6784\u5efa\u81ea\u52a8\u5316\u54cd\u5e94\u4f53\u7cfb\">\u4e09\u3001\u4ece\u7406\u8bba\u5230\u5b9e\u8df5\uff1a\u56db\u6b65\u6784\u5efa\u81ea\u52a8\u5316\u54cd\u5e94\u4f53\u7cfb<\/h3>\n<h4 id=\"step-1-\u660e\u786e\u81ea\u52a8\u5316\u8fb9\u754c\"><strong>Step 1\uff1a\u660e\u786e\u81ea\u52a8\u5316\u8fb9\u754c<\/strong><\/h4>\n<ul>\n<li>\u4f18\u5148\u5904\u7406\u9ad8\u9891\u3001\u4f4e\u98ce\u9669\u7684\u6807\u51c6\u5316\u4efb\u52a1\uff08\u5982\u8bc1\u4e66\u66f4\u65b0\u3001\u5e26\u5bbd\u6269\u5bb9\uff09\uff1b\n<\/li>\n<li>\u4fdd\u7559\u4eba\u5de5\u5ba1\u6838\u9ad8\u98ce\u9669\u64cd\u4f5c\uff08\u5982\u6838\u5fc3\u6570\u636e\u5e93\u53d8\u66f4\uff09\u3002\n<\/li>\n<\/ul>\n<h4 id=\"step-2-\u5de5\u5177\u94fe\u6574\u5408\"><strong>Step 2\uff1a\u5de5\u5177\u94fe\u6574\u5408<\/strong><\/h4>\n<ul>\n<li>\u57fa\u7840\u76d1\u63a7\uff1a<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a> + Grafana\u5b9e\u73b0\u53ef\u89c6\u5316\uff1b\n<\/li>\n<li>\u81ea\u52a8\u5316\u5f15\u64ce\uff1aRundeck\u3001Ansible Tower\u7f16\u6392\u4efb\u52a1\u6d41\uff1b\n<\/li>\n<li>AIOps\u5e73\u53f0\uff1aMoogsoft\u3001BigPanda\u8f85\u52a9\u667a\u80fd\u51b3\u7b56\u3002\n<\/li>\n<\/ul>\n<h4 id=\"step-3-\u6e10\u8fdb\u5f0f\u843d\u5730\u7b56\u7565\"><strong>Step 3\uff1a\u6e10\u8fdb\u5f0f\u843d\u5730\u7b56\u7565<\/strong><\/h4>\n<ul>\n<li>\u8bd5\u70b9\u9636\u6bb5\uff1a\u9009\u62e9\u975e\u6838\u5fc3\u4e1a\u52a1\u9a8c\u8bc1\u81ea\u52a8\u5316\u5267\u672c\uff1b\n<\/li>\n<li>\u63a8\u5e7f\u9636\u6bb5\uff1a\u5efa\u7acb\u8de8\u90e8\u95e8\u534f\u4f5c\u673a\u5236\uff0c\u540c\u6b65\u66f4\u65b0\u77e5\u8bc6\u5e93\uff1b\n<\/li>\n<li>\u6210\u719f\u9636\u6bb5\uff1a\u6784\u5efa\u81ea\u5b66\u4e60\u7684\u52a8\u6001\u7b56\u7565\u6c60\u3002\n<\/li>\n<\/ul>\n<h4 id=\"step-4-\u6301\u7eed\u8fed\u4ee3\u4f18\u5316\"><strong>Step 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id=\"\u56db-\u6311\u6218\u4e0e\u5e94\u5bf9\u7b56\u7565\">\u56db\u3001\u6311\u6218\u4e0e\u5e94\u5bf9\u7b56\u7565<\/h3>\n<p>\u5c3d\u7ba1\u81ea\u52a8\u5316\u54cd\u5e94\u4f18\u52bf\u663e\u8457\uff0c\u4f46\u4f01\u4e1a\u5e38\u9762\u4e34\u4e09\u5927\u969c\u788d\uff1a<\/p>\n<ol>\n<li><strong>\u6570\u636e\u5b64\u5c9b\u95ee\u9898<\/strong>\n<\/li>\n<\/ol>\n<ul>\n<li>\u5bf9\u7b56\uff1a\u901a\u8fc7ESB\uff08\u4f01\u4e1a\u670d\u52a1\u603b\u7ebf\uff09\u6253\u901aITSM\u3001CMDB\u7b49\u7cfb\u7edf\u6570\u636e\u63a5\u53e3\u3002\n<\/li>\n<\/ul>\n<ol>\n<li><strong>\u8bef\u64cd\u4f5c\u98ce\u9669<\/strong>\n<\/li>\n<\/ol>\n<ul>\n<li>\u5bf9\u7b56\uff1a\u91c7\u7528\u53cc\u56e0\u5b50\u9a8c\u8bc1\u3001\u7070\u5ea6\u53d1\u5e03\u673a\u5236\uff0c\u5173\u952e\u64cd\u4f5c\u6dfb\u52a0\u201c\u7194\u65ad\u5f00\u5173\u201d\u3002\n<\/li>\n<\/ul>\n<ol>\n<li><strong>\u7ec4\u7ec7\u6587\u5316\u963b\u529b<\/strong>\n<\/li>\n<\/ol>\n<ul>\n<li>\u5bf9\u7b56\uff1a\u8bbe\u7acb\u81ea\u52a8\u5316\u8fd0\u7ef4KPI\uff0c\u5f00\u5c55\u8de8\u56e2\u961f\u57f9\u8bad\uff0c\u7528ROI\u6570\u636e\u8bc1\u660e\u4ef7\u503c\u3002\n<\/li>\n<\/ul>\n<p><strong>\u884c\u4e1a\u8d8b\u52bf<\/strong>\uff1aForrester\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c<strong>70%\u7684\u4f01\u4e1a\u5c06\u91c7\u7528AIOps\u9a71\u52a8\u7684\u5168\u81ea\u52a8\u6545\u969c\u4fee\u590d<\/strong>\uff0c\u7ed3\u5408\u4f4e\u4ee3\u7801\u5e73\u53f0\uff0c\u4e1a\u52a1\u90e8\u95e8\u53ef\u81ea\u4e3b\u914d\u7f6e80%\u7684\u54cd\u5e94\u7b56\u7565\u3002<\/p>\n<hr>\n<h3 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