{"id":35245,"date":"2025-03-19T09:29:00","date_gmt":"2025-03-19T01:29:00","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=35245"},"modified":"2025-03-19T09:29:00","modified_gmt":"2025-03-19T01:29:00","slug":"%e5%a6%82%e4%bd%95%e9%80%9a%e8%bf%87%e4%ba%91%e7%bd%91%e7%9b%91%e6%8e%a7%e5%b9%b3%e5%8f%b0%e6%8f%90%e5%8d%87%e7%b3%bb%e7%bb%9f%e7%a8%b3%e5%ae%9a%e6%80%a7%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/35245.html","title":{"rendered":"\u5982\u4f55\u901a\u8fc7\u4e91\u7f51\u76d1\u63a7\u5e73\u53f0\u63d0\u5347\u7cfb\u7edf\u7a33\u5b9a\u6027\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/Yd1842xJ.jpg\" alt=\"\u5982\u4f55\u901a\u8fc7\u4e91\u7f51\u76d1\u63a7\u5e73\u53f0\u63d0\u5347\u7cfb\u7edf\u7a33\u5b9a\u6027\uff1f\" ><\/p>\n<\/p>\n<p><strong>\u524d\u8a00<\/strong><br \/>\n\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u7684\u4e1a\u52a1\u7cfb\u7edf\u590d\u6742\u5ea6\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u65e0\u8bba\u662f\u7535\u5546\u5e73\u53f0\u7684\u79d2\u6740\u6d3b\u52a8\uff0c\u8fd8\u662f\u91d1\u878d\u4ea4\u6613\u7684\u5b9e\u65f6\u5904\u7406\uff0c\u7cfb\u7edf\u7a33\u5b9a\u6027\u5df2\u6210\u4e3a\u4f01\u4e1a\u751f\u5b58\u7684\u547d\u8109\u3002\u7136\u800c\uff0c\u4f20\u7edf\u7684\u8fd0\u7ef4\u65b9\u5f0f\u5df2\u96be\u4ee5\u5e94\u5bf9\u5206\u5e03\u5f0f\u67b6\u6784\u3001\u591a\u4e91\u73af\u5883\u5e26\u6765\u7684\u6311\u6218\u3002\u5982\u4f55\u5728\u6d77\u91cf\u6570\u636e\u4e2d\u7cbe\u51c6\u5b9a\u4f4d\u95ee\u9898\uff1f\u5982\u4f55\u5728\u6545\u969c\u53d1\u751f\u524d\u9884\u5224\u98ce\u9669\uff1f<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u4e91\u7f51\u76d1\u63a7\u5e73\u53f0<\/a><\/strong>\u7684\u51fa\u73b0\uff0c\u4e3a\u8fd9\u4e00\u96be\u9898\u63d0\u4f9b\u4e86\u7834\u5c40\u4e4b\u94a5\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u5982\u4f55\u901a\u8fc7\u8fd9\u4e00\u6280\u672f\u5de5\u5177\uff0c\u6784\u5efa\u4e3b\u52a8\u5f0f\u8fd0\u7ef4\u4f53\u7cfb\uff0c\u771f\u6b63\u5b9e\u73b0\u4ece\u201c\u6551\u706b\u5f0f\u54cd\u5e94\u201d\u5230\u201c\u9884\u9632\u6027\u4fdd\u969c\u201d\u7684\u8d28\u53d8\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u4e91\u7f51\u76d1\u63a7\u5e73\u53f0-\u7cfb\u7edf\u7a33\u5b9a\u6027\u7684-\u667a\u80fd\u54e8\u5175\"><strong>\u4e00\u3001<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u4e91\u7f51\u76d1\u63a7\u5e73\u53f0<\/a>\uff1a\u7cfb\u7edf\u7a33\u5b9a\u6027\u7684\u201c\u667a\u80fd\u54e8\u5175\u201d<\/strong><\/h3>\n<p>\u7cfb\u7edf\u7a33\u5b9a\u6027\u7684\u6838\u5fc3\u77db\u76fe\uff0c\u5728\u4e8e<strong>\u8d44\u6e90\u52a8\u6001\u53d8\u5316<\/strong>\u4e0e<strong>\u4e1a\u52a1\u8fde\u7eed\u6027\u9700\u6c42<\/strong>\u4e4b\u95f4\u7684\u535a\u5f08\u3002\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u4ec5\u80fd\u91c7\u96c6\u670d\u52a1\u5668CPU\u3001\u5185\u5b58\u7b49\u57fa\u7840\u6307\u6807\uff0c\u800c\u73b0\u4ee3\u5206\u5e03\u5f0f\u67b6\u6784\u4e2d\uff0c\u5fae\u670d\u52a1\u3001\u5bb9\u5668\u5316\u3001\u8de8\u4e91\u90e8\u7f72\u7b49\u6280\u672f\u7684\u666e\u53ca\uff0c\u4f7f\u5f97\u6545\u969c\u6839\u56e0\u7684\u5b9a\u4f4d\u96be\u5ea6\u5927\u5e45\u589e\u52a0\u3002<\/p>\n<p><strong>\u4e91\u7f51\u76d1\u63a7\u5e73\u53f0\u901a\u8fc7\u4e09\u5927\u6280\u672f\u7a81\u7834\u89e3\u51b3\u4e86\u8fd9\u4e00\u75db\u70b9<\/strong>\uff1a<\/p>\n<ol>\n<li><strong>\u5168\u6808\u53ef\u89c6<\/strong>\uff1a\u8986\u76d6\u4ece\u57fa\u7840\u8bbe\u65bd\uff08IaaS\uff09\u3001\u4e2d\u95f4\u4ef6\uff08PaaS\uff09\u5230\u5e94\u7528\u5c42\uff08SaaS\uff09\u7684\u5b8c\u6574\u94fe\u8def\uff0c\u5b9e\u73b0\u65e5\u5fd7\u3001\u6307\u6807\u3001\u8ffd\u8e2a\u6570\u636e\u7684\u7edf\u4e00\u5206\u6790\u3002\n<\/li>\n<li><strong>\u667a\u80fd\u5173\u8054<\/strong>\uff1a\u5229\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u81ea\u52a8\u5173\u8054\u5f02\u5e38\u4e8b\u4ef6\u4e0e\u4e1a\u52a1\u5f71\u54cd\uff0c\u4f8b\u5982\u5c06\u6570\u636e\u5e93\u6162\u67e5\u8be2\u4e0e\u8ba2\u5355\u652f\u4ed8\u5931\u8d25\u7387\u6ce2\u52a8\u5efa\u7acb\u56e0\u679c\u5173\u7cfb\u3002\n<\/li>\n<li><strong>\u52a8\u6001\u57fa\u7ebf<\/strong>\uff1a\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u751f\u6210\u6027\u80fd\u57fa\u7ebf\uff0c\u5b9e\u65f6\u8bc6\u522b\u504f\u79bb\u5e38\u6001\u7684\u5f02\u5e38\u6ce2\u52a8\uff0c\u5982\u67d0API\u63a5\u53e3\u54cd\u5e94\u65f6\u95f4\u7a81\u589e200%\u3002\n<\/li>\n<\/ol>\n<p>\u4ee5\u67d0\u7535\u5546\u5e73\u53f0\u4e3a\u4f8b\uff0c\u901a\u8fc7\u90e8\u7f72\u4e91\u7f51\u76d1\u63a7\u5e73\u53f0\uff0c\u5176\u5927\u4fc3\u671f\u95f4\u7684\u6545\u969c\u5b9a\u4f4d\u65f6\u95f4\u4ece\u5e73\u574745\u5206\u949f\u7f29\u77ed\u81f38\u5206\u949f\uff0c\u7cfb\u7edf\u53ef\u7528\u6027\u63d0\u5347\u81f399.99%\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u4ece\u88ab\u52a8\u54cd\u5e94\u5230\u4e3b\u52a8\u9632\u5fa1-\u56db\u5927\u5173\u952e\u573a\u666f\"><strong>\u4e8c\u3001\u4ece\u88ab\u52a8\u54cd\u5e94\u5230\u4e3b\u52a8\u9632\u5fa1\uff1a\u56db\u5927\u5173\u952e\u573a\u666f<\/strong><\/h3>\n<h4 id=\"1-\u6545\u969c\u9884\u8b66-\u63d0\u524d15\u5206\u949f\u62e6\u622a\u98ce\u9669\"><strong>1. \u6545\u969c\u9884\u8b66\uff1a\u63d0\u524d15\u5206\u949f\u62e6\u622a\u98ce\u9669<\/strong><\/h4>\n<p>\u901a\u8fc7\u8bbe\u7f6e\u591a\u7ef4\u5ea6\u9608\u503c\uff08\u5982\u9519\u8bef\u7387&gt;0.5%\u3001\u5ef6\u8fdfP99&gt;2\u79d2\uff09\uff0c\u5e73\u53f0\u53ef\u81ea\u52a8\u89e6\u53d1\u9884\u8b66\u3002\u67d0\u89c6\u9891\u76f4\u64ad\u4f01\u4e1a\u66fe\u501f\u52a9\u6b64\u529f\u80fd\uff0c\u5728\u6d41\u91cf\u6d2a\u5cf0\u5230\u6765\u524d15\u5206\u949f\u6269\u5bb9CDN\u8282\u70b9\uff0c\u907f\u514d\u4e86\u5343\u4e07\u7ea7\u7528\u6237\u5361\u987f\u3002<\/p>\n<h4 id=\"2-\u6839\u56e0\u5206\u6790-\u4ece-\u5927\u6d77\u635e\u9488-\u5230-\u7cbe\u51c6\u5b9a\u4f4d\"><strong>2. <a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\uff1a\u4ece\u201c\u5927\u6d77\u635e\u9488\u201d\u5230\u201c\u7cbe\u51c6\u5b9a\u4f4d\u201d<\/strong><\/h4>\n<p>\u5f53\u7cfb\u7edf\u51fa\u73b0\u5f02\u5e38\u65f6\uff0c\u5e73\u53f0\u901a\u8fc7<strong>\u62d3\u6251\u56fe\u8c31<\/strong>\u81ea\u52a8\u6807\u8bb0\u6545\u969c\u4f20\u64ad\u8def\u5f84\u3002\u4f8b\u5982\uff0c\u67d0\u94f6\u884c\u7cfb\u7edf\u4ea4\u6613\u8d85\u65f6\u95ee\u9898\uff0c\u6700\u7ec8\u88ab\u5b9a\u4f4d\u5230Redis\u96c6\u7fa4\u4e2d\u67d0\u4e2a\u8282\u70b9\u7684\u7f51\u7edc\u5e26\u5bbd\u74f6\u9888\uff0c\u800c\u975e\u6700\u521d\u6000\u7591\u7684\u5e94\u7528\u4ee3\u7801\u7f3a\u9677\u3002<\/p>\n<h4 id=\"3-\u5bb9\u91cf\u89c4\u5212-\u7528\u6570\u636e\u9a71\u52a8\u8d44\u6e90\u4f18\u5316\"><strong>3. \u5bb9\u91cf\u89c4\u5212\uff1a\u7528\u6570\u636e\u9a71\u52a8\u8d44\u6e90\u4f18\u5316<\/strong><\/h4>\n<p>\u57fa\u4e8e\u5386\u53f2\u8d1f\u8f7d\u4e0e\u4e1a\u52a1\u589e\u957f\u9884\u6d4b\uff0c\u5e73\u53f0\u53ef\u751f\u6210\u8d44\u6e90\u6269\u5bb9\u5efa\u8bae\u3002\u4e00\u5bb6SaaS\u670d\u52a1\u5546\u901a\u8fc7\u5206\u6790\u76d1\u63a7\u6570\u636e\uff0c\u5c06\u4e91\u670d\u52a1\u5668\u6570\u91cf\u4ece800\u53f0\u4f18\u5316\u81f3550\u53f0\uff0c\u5e74\u6210\u672c\u4e0b\u964d40%\uff0c\u540c\u65f6\u4fdd\u969c\u4e86\u670d\u52a1SLA\u3002<\/p>\n<h4 id=\"4-\u53d8\u66f4\u9a8c\u8bc1-\u89c4\u907f-\u4eba\u4e3a\u5931\u8bef-\u9ed1\u6d1e\"><strong>4. \u53d8\u66f4\u9a8c\u8bc1\uff1a\u89c4\u907f\u201c\u4eba\u4e3a\u5931\u8bef\u201d\u9ed1\u6d1e<\/strong><\/h4>\n<p>\u636e\u7edf\u8ba1\uff0c70%\u7684\u7cfb\u7edf\u6545\u969c\u6e90\u4e8e\u914d\u7f6e\u53d8\u66f4\u3002\u4e91\u7f51\u76d1\u63a7\u5e73\u53f0\u7684<strong>\u7070\u5ea6\u53d1\u5e03\u76d1\u63a7\u6a21\u5757<\/strong>\u80fd\u5b9e\u65f6\u5bf9\u6bd4\u65b0\u65e7\u7248\u672c\u7684\u6838\u5fc3\u6307\u6807\uff08\u5982\u9519\u8bef\u7387\u3001\u541e\u5410\u91cf\uff09\uff0c\u786e\u4fdd\u53d8\u66f4\u5b89\u5168\u3002\u67d0\u793e\u4ea4APP\u5229\u7528\u6b64\u529f\u80fd\uff0c\u5c06\u7248\u672c\u56de\u6eda\u51b3\u7b56\u65f6\u95f4\u4ece30\u5206\u949f\u538b\u7f29\u81f32\u5206\u949f\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u843d\u5730\u5b9e\u8df5-\u4e09\u6b65\u6784\u5efa\u9ad8\u53ef\u7528\u4f53\u7cfb\"><strong>\u4e09\u3001\u843d\u5730\u5b9e\u8df5\uff1a\u4e09\u6b65\u6784\u5efa\u9ad8\u53ef\u7528\u4f53\u7cfb<\/strong><\/h3>\n<h4 id=\"step-1-\u5b9a\u4e49\u5173\u952e\u4e1a\u52a1\u6307\u6807-kbi\"><strong>Step 1\uff1a\u5b9a\u4e49\u5173\u952e\u4e1a\u52a1\u6307\u6807\uff08KBI\uff09<\/strong><\/h4>\n<p><em>\u8131\u79bb\u4e1a\u52a1\u7684\u76d1\u63a7\u6beb\u65e0\u4ef7\u503c<\/em>\u3002\u4f01\u4e1a\u9700\u4f18\u5148\u8bc6\u522b\u6838\u5fc3\u4e1a\u52a1\u7684\u9ec4\u91d1\u6307\u6807\uff08Golden Signals\uff09\uff1a<\/p>\n<ul>\n<li><strong>\u7535\u5546<\/strong>\uff1a\u8ba2\u5355\u521b\u5efa\u6210\u529f\u7387\u3001\u652f\u4ed8\u94fe\u8def\u5ef6\u8fdf\n<\/li>\n<li><strong>\u6e38\u620f<\/strong>\uff1a\u540c\u65f6\u5728\u7ebf\u4eba\u6570\u3001\u5e27\u7387\u6ce2\u52a8\u7387\n<\/li>\n<li><strong>\u91d1\u878d<\/strong>\uff1a\u4ea4\u6613TPS\u3001\u5bf9\u8d26\u51c6\u786e\u7387\n<\/li>\n<\/ul>\n<h4 id=\"step-2-\u8bbe\u8ba1\u5206\u5c42\u76d1\u63a7\u7b56\u7565\"><strong>Step 2\uff1a\u8bbe\u8ba1\u5206\u5c42\u76d1\u63a7\u7b56\u7565<\/strong><\/h4>\n<p>\u6784\u5efa\u201c\u57fa\u7840\u8bbe\u65bd-\u5e73\u53f0\u670d\u52a1-\u5e94\u7528\u903b\u8f91-\u7528\u6237\u4f53\u9a8c\u201d\u56db\u7ea7\u76d1\u63a7\u4f53\u7cfb\uff1a<\/p>\n<ul>\n<li><strong>L1<\/strong>\uff08\u57fa\u7840\u8bbe\u65bd\uff09\uff1aCPU\u4f7f\u7528\u7387\u3001\u7f51\u7edc\u4e22\u5305\u7387\n<\/li>\n<li><strong>L2<\/strong>\uff08\u5e73\u53f0\u670d\u52a1\uff09\uff1aKafka\u6d88\u606f\u5806\u79ef\u91cf\u3001MySQL\u4e3b\u4ece\u5ef6\u8fdf\n<\/li>\n<li><strong>L3<\/strong>\uff08\u5e94\u7528\u903b\u8f91\uff09\uff1a\u5fae<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u670d\u52a1\u8c03\u7528\u94fe<\/a>\u9519\u8bef\u6570\u3001JVM Full GC\u9891\u7387\n<\/li>\n<li><strong>L4<\/strong>\uff08\u7528\u6237\u4f53\u9a8c\uff09\uff1a\u9875\u9762\u52a0\u8f7d\u65f6\u95f4\u3001APP\u5d29\u6e83\u7387\n<\/li>\n<\/ul>\n<h4 id=\"step-3-\u5efa\u7acb\u95ed\u73af\u8fd0\u7ef4\u6d41\u7a0b\"><strong>Step 3\uff1a\u5efa\u7acb\u95ed\u73af\u8fd0\u7ef4\u6d41\u7a0b<\/strong><\/h4>\n<p>\u901a\u8fc7\u201c\u76d1\u6d4b-\u5206\u6790-\u5904\u7f6e-\u590d\u76d8\u201d\u95ed\u73af\uff0c\u6301\u7eed\u4f18\u5316\u7cfb\u7edf\u5065\u58ee\u6027\uff1a<\/p>\n<ul>\n<li><strong>\u81ea\u52a8\u5316\u5904\u7f6e<\/strong>\uff1a\u5bf9\u5df2\u77e5\u95ee\u9898\uff08\u5982\u78c1\u76d8\u7a7a\u95f4\u4e0d\u8db3\uff09\u9884\u8bbe\u5904\u7406\u5267\u672c\uff08Playbook\uff09\n<\/li>\n<li><strong>\u77e5\u8bc6\u5e93\u6c89\u6dc0<\/strong>\uff1a\u5c06\u6bcf\u6b21\u6545\u969c\u7684<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\u8f6c\u5316\u4e3a\u6848\u4f8b\u5e93\uff0c\u964d\u4f4e\u91cd\u590d\u72af\u9519\u6982\u7387\n<\/li>\n<li><strong>\u538b\u529b\u6d4b\u8bd5\u9a8c\u8bc1<\/strong>\uff1a\u5b9a\u671f\u901a\u8fc7\u6df7\u6c8c\u5de5\u7a0b\u6a21\u62df\u6545\u969c\uff0c\u68c0\u9a8c\u76d1\u63a7\u8986\u76d6\u5ea6\u4e0e\u5e94\u6025\u65b9\u6848\u6709\u6548\u6027\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u56db-\u672a\u6765\u6f14\u8fdb-aiops\u4e0e\u4e91\u539f\u751f\u76d1\u63a7\u7684\u878d\u5408\"><strong>\u56db\u3001\u672a\u6765\u6f14\u8fdb\uff1aAIOps\u4e0e\u4e91\u539f\u751f\u76d1\u63a7\u7684\u878d\u5408<\/strong><\/h3>\n<p>\u968f\u7740AIGC\u6280\u672f\u7684\u7a81\u7834\uff0c\u4e91\u7f51\u76d1\u63a7\u5e73\u53f0\u6b63\u671d\u7740<strong>\u9884\u6d4b\u6027\u8fd0\u7ef4<\/strong>\u65b9\u5411\u8fdb\u5316\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li><strong>\u65f6\u5e8f\u9884\u6d4b<\/strong>\uff1a\u57fa\u4e8eLSTM\u6a21\u578b\u9884\u6d4b\u672a\u67653\u5929\u8d44\u6e90\u9700\u6c42\uff0c\u63d0\u524d\u542f\u52a8\u6269\u5bb9\n<\/li>\n<li><strong>\u65e5\u5fd7\u89e3\u6790<\/strong>\uff1a\u4f7f\u7528NLP\u81ea\u52a8\u63d0\u53d6\u65e5\u5fd7\u9519\u8bef\u6a21\u5f0f\uff0c\u751f\u6210\u4fee\u590d\u5efa\u8bae\n<\/li>\n<li><strong>\u667a\u80fd\u964d\u566a<\/strong>\uff1a\u901a\u8fc7\u805a\u7c7b\u7b97\u6cd5\u8fc7\u6ee4\u6b21\u8981\u544a\u8b66\uff0c\u4f7f\u8fd0\u7ef4\u4eba\u5458\u805a\u7126\u5173\u952e\u4e8b\u4ef6\n<\/li>\n<\/ul>\n<p>Gartner\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c50%\u7684\u4f01\u4e1a\u5c06\u4f7f\u7528AIOps\u5de5\u5177\u66ff\u4ee3\u4f20\u7edf\u76d1\u63a7\u65b9\u6848\u3002\u8fd9\u610f\u5473\u7740\uff0c<strong>\u201c\u672a\u75c5\u5148\u6cbb\u201d\u7684\u8fd0\u7ef4\u6a21\u5f0f\u5c06\u6210\u4e3a\u7cfb\u7edf\u7a33\u5b9a\u6027\u7684\u7ec8\u6781\u62a4\u57ce\u6cb3<\/strong>\u3002<\/p>\n<hr>\n<p><strong>\u5199\u5728\u6700\u540e<\/strong><br 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