{"id":37407,"date":"2025-04-18T11:23:08","date_gmt":"2025-04-18T03:23:08","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=37407"},"modified":"2025-04-18T11:23:08","modified_gmt":"2025-04-18T03:23:08","slug":"%e5%85%a8%e6%99%af%e6%80%a7%e8%83%bd%e7%9b%91%e6%8e%a7%e5%a6%82%e4%bd%95%e5%ae%9e%e7%8e%b0%e6%80%a7%e8%83%bd%e5%9f%ba%e5%87%86%e6%b5%8b%e8%af%95%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/37407.html","title":{"rendered":"\u5168\u666f\u6027\u80fd\u76d1\u63a7\u5982\u4f55\u5b9e\u73b0\u6027\u80fd\u57fa\u51c6\u6d4b\u8bd5\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/04\/3RXmvN776b.jpg\" alt=\"\u5168\u666f\u6027\u80fd\u76d1\u63a7\u5982\u4f55\u5b9e\u73b0\u6027\u80fd\u57fa\u51c6\u6d4b\u8bd5\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u7cfb\u7edf\u6027\u80fd\u7684\u7a33\u5b9a\u6027\u5df2\u6210\u4e3a\u4e1a\u52a1\u8fde\u7eed\u6027\u7684\u751f\u547d\u7ebf\u3002\u67d0\u77e5\u540d\u7535\u5546\u5e73\u53f0\u66fe\u56e0\u4e00\u6b21\u79d2\u6740\u6d3b\u52a8\u4e2d\u7684\u7cfb\u7edf\u5d29\u6e83\uff0c\u5bfc\u81f4\u76f4\u63a5\u635f\u5931\u8d85\u5343\u4e07\u2014\u2014\u8fd9\u4e00\u4e8b\u4ef6\u66b4\u9732\u51fa\u4f20\u7edf\u6027\u80fd\u76d1\u63a7\u7684\u81f4\u547d\u77ed\u677f\uff1a<strong>\u5355\u70b9\u76d1\u6d4b\u96be\u4ee5\u5e94\u5bf9\u590d\u6742\u573a\u666f<\/strong>\uff0c<strong>\u7f3a\u4e4f\u57fa\u51c6\u7ebf\u5bfc\u81f4\u54cd\u5e94\u6ede\u540e<\/strong>\u3002\u800c<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u666f\u6027\u80fd\u76d1\u63a7<\/a><\/strong>\u7684\u51fa\u73b0\uff0c\u6b63\u901a\u8fc7\u591a\u7ef4\u5ea6\u7684\u6570\u636e\u6574\u5408\u4e0e\u667a\u80fd\u5206\u6790\uff0c\u91cd\u65b0\u5b9a\u4e49\u4e86\u6027\u80fd\u57fa\u51c6\u6d4b\u8bd5\u7684\u7cbe\u5ea6\u4e0e\u6548\u7387\u3002<\/p>\n<p>\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u5982\u4f55\u901a\u8fc7<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u666f\u6027\u80fd\u76d1\u63a7<\/a>\u6280\u672f\u6784\u5efa\u52a8\u6001\u5316\u3001\u667a\u80fd\u5316\u7684\u6027\u80fd\u57fa\u51c6\u6d4b\u8bd5\u4f53\u7cfb\uff0c\u4e3a\u4f01\u4e1a\u7684\u7cfb\u7edf\u4f18\u5316\u63d0\u4f9b\u53ef\u91cf\u5316\u7684\u884c\u52a8\u6307\u5357\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u5168\u666f\u6027\u80fd\u76d1\u63a7-\u57fa\u51c6\u6d4b\u8bd5\u7684\u8fdb\u5316\u5f15\u64ce\">\u4e00\u3001<strong>\u5168\u666f\u6027\u80fd\u76d1\u63a7\uff1a\u57fa\u51c6\u6d4b\u8bd5\u7684\u8fdb\u5316\u5f15\u64ce<\/strong><\/h3>\n<p>\u4f20\u7edf\u6027\u80fd\u6d4b\u8bd5\u5f80\u5f80\u4f9d\u8d56\u4eba\u5de5\u9884\u8bbe\u7684\u9759\u6001\u573a\u666f\uff0c\u4f8b\u5982\u901a\u8fc7JMeter\u6a21\u62df\u56fa\u5b9a\u5e76\u53d1\u7528\u6237\u6570\uff0c\u6216\u4f7f\u7528LoadRunner\u9a8c\u8bc1\u7279\u5b9a\u63a5\u53e3\u7684\u541e\u5410\u91cf\u3002\u8fd9\u79cd\u65b9\u5f0f\u5728\u5355\u4f53\u67b6\u6784\u65f6\u4ee3\u5c1a\u53ef\u5e94\u5bf9\uff0c\u4f46\u5728\u5fae\u670d\u52a1\u3001\u4e91\u539f\u751f\u73af\u5883\u4e0b\uff0c\u7cfb\u7edf\u590d\u6742\u5ea6\u5448\u6307\u6570\u7ea7\u589e\u957f\u2014\u2014\u5355\u4e2a\u4e1a\u52a1\u8bf7\u6c42\u53ef\u80fd\u8de8\u8d8a\u6570\u5341\u4e2a\u670d\u52a1\u8282\u70b9\uff0c\u6d89\u53ca\u6570\u636e\u5e93\u3001\u7f13\u5b58\u3001\u6d88\u606f\u961f\u5217\u7b49\u591a\u4e2a\u7ec4\u4ef6\u3002<\/p>\n<p><strong>\u5168\u666f\u6027\u80fd\u76d1\u63a7\u7684\u6838\u5fc3\u7a81\u7834\u5728\u4e8e\uff1a<\/strong><\/p>\n<ol>\n<li><strong>\u5168\u94fe\u8def\u8ffd\u8e2a<\/strong>\uff1a\u901a\u8fc7OpenTelemetry\u7b49\u5f00\u6e90\u6846\u67b6\uff0c\u5b9e\u65f6\u6355\u83b7\u8bf7\u6c42\u5728\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\u7684\u5b8c\u6574\u8def\u5f84\n<\/li>\n<li><strong>\u591a\u7ef4\u5ea6\u6307\u6807\u805a\u5408<\/strong>\uff1a\u6574\u5408\u57fa\u7840\u8bbe\u65bd\uff08CPU\/\u5185\u5b58\uff09\u3001\u4e2d\u95f4\u4ef6\uff08Redis\u541e\u5410\u91cf\uff09\u3001\u4e1a\u52a1\u5c42\uff08\u8ba2\u5355\u521b\u5efa\u8017\u65f6\uff09\u7b49200+\u76d1\u63a7\u6307\u6807\n<\/li>\n<li><strong>\u667a\u80fd\u57fa\u7ebf\u5efa\u6a21<\/strong>\uff1a\u5229\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u81ea\u52a8\u751f\u6210\u52a8\u6001\u6027\u80fd\u57fa\u51c6\uff0c\u800c\u975e\u4eba\u5de5\u9884\u8bbe\u7684\u56fa\u5b9a\u9608\u503c\n<\/li>\n<\/ol>\n<p>\u8fd9\u79cd\u7acb\u4f53\u5316\u7684\u76d1\u63a7\u4f53\u7cfb\uff0c\u4f7f\u5f97\u6027\u80fd\u57fa\u51c6\u6d4b\u8bd5\u4ece\u201c\u5b9e\u9a8c\u5ba4\u73af\u5883\u201d\u8d70\u5411\u201c\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u201d\u3002\u4f8b\u5982\u67d0\u94f6\u884c\u5728\u5f15\u5165\u5168\u666f\u76d1\u63a7\u540e\uff0c\u5176\u6838\u5fc3\u4ea4\u6613\u7cfb\u7edf\u7684\u57fa\u51c6\u6d4b\u8bd5\u8986\u76d6\u7387\u4ece58%\u63d0\u5347\u81f392%\uff0c\u5f02\u5e38\u68c0\u6d4b\u54cd\u5e94\u65f6\u95f4\u7f29\u77ed76%\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u6784\u5efa\u6027\u80fd\u57fa\u51c6\u7684\u56db\u5927\u6838\u5fc3\u6b65\u9aa4\">\u4e8c\u3001<strong>\u6784\u5efa\u6027\u80fd\u57fa\u51c6\u7684\u56db\u5927\u6838\u5fc3\u6b65\u9aa4<\/strong><\/h3>\n<h4 id=\"1-\u6307\u6807\u4f53\u7cfb\u7684\u9ec4\u91d1\u4e09\u89d2\">1. <strong>\u6307\u6807\u4f53\u7cfb\u7684\u9ec4\u91d1\u4e09\u89d2<\/strong><\/h4>\n<p>\u5efa\u7acb\u6709\u6548\u7684\u6027\u80fd\u57fa\u51c6\uff0c\u9700\u805a\u7126\u4e09\u7c7b\u6838\u5fc3\u6307\u6807\uff08\u56fe1\uff09\uff1a<\/p>\n<ul>\n<li><strong>\u8d44\u6e90\u578b\u6307\u6807<\/strong>\uff1a\u670d\u52a1\u5668CPU\u5229\u7528\u7387\u3001\u7f51\u7edc\u5e26\u5bbd\u5360\u7528\u7387\n<\/li>\n<li><strong>\u670d\u52a1\u578b\u6307\u6807<\/strong>\uff1aAPI\u54cd\u5e94\u65f6\u95f4\uff08P99\uff09\u3001\u6570\u636e\u5e93\u67e5\u8be2\u5ef6\u8fdf\n<\/li>\n<li><strong>\u4e1a\u52a1\u578b\u6307\u6807<\/strong>\uff1a\u6bcf\u79d2\u8ba2\u5355\u521b\u5efa\u91cf\u3001\u652f\u4ed8\u6210\u529f\u7387\n<\/li>\n<\/ul>\n<p>\u901a\u8fc7<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a>+Grafana<\/strong>\u7684\u7ec4\u5408\uff0c\u53ef\u5b9e\u73b0\u4e09\u7c7b\u6307\u6807\u7684\u52a8\u6001\u5173\u8054\u5206\u6790\u3002\u4f8b\u5982\u5f53\u652f\u4ed8\u6210\u529f\u7387\u4e0b\u964d\u65f6\uff0c\u7cfb\u7edf\u53ef\u81ea\u52a8\u8ffd\u6eaf\u81f3MySQL\u6162\u67e5\u8be2\u6fc0\u589e\u7684\u6839\u56e0\u3002<\/p>\n<h4 id=\"2-\u57fa\u7ebf\u751f\u6210\u7684\u52a8\u6001\u7b97\u6cd5\">2. <strong>\u57fa\u7ebf\u751f\u6210\u7684\u52a8\u6001\u7b97\u6cd5<\/strong><\/h4>\n<p>\u9759\u6001\u9608\u503c\uff08\u5982\u201cCPU\u4f7f\u7528\u7387\u4e0d\u5f97\u9ad8\u4e8e70%\u201d\uff09\u5df2\u65e0\u6cd5\u9002\u5e94\u5f39\u6027\u4f38\u7f29\u7684\u4e91\u73af\u5883\u3002<strong>\u52a8\u6001\u57fa\u7ebf\u7b97\u6cd5<\/strong>\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u5b9e\u73b0\u667a\u80fd\u9002\u914d\uff1a<\/p>\n<ul>\n<li><strong>\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b<\/strong>\uff1a\u57fa\u4e8eARIMA\u6216LSTM\u6a21\u578b\u9884\u6d4b\u672a\u6765\u8d1f\u8f7d\u8d8b\u52bf\n<\/li>\n<li><strong>\u5f02\u5e38\u68c0\u6d4b\u6a21\u578b<\/strong>\uff1a\u91c7\u7528Isolation Forest\u7b97\u6cd5\u8bc6\u522b\u504f\u79bb\u6b63\u5e38\u6a21\u5f0f\u7684\u6570\u636e\u70b9\n<\/li>\n<li><strong>\u573a\u666f\u5316\u57fa\u7ebf\u5e93<\/strong>\uff1a\u533a\u5206\u9ad8\u5cf0\u65f6\u6bb5\uff08\u5982\u53cc11\uff09\u4e0e\u65e5\u5e38\u65f6\u6bb5\u7684\u57fa\u51c6\u6807\u51c6\n<\/li>\n<\/ul>\n<p>\u67d0\u89c6\u9891\u5e73\u53f0\u901a\u8fc7\u52a8\u6001\u57fa\u7ebf\uff0c\u5c06CDN\u8282\u70b9\u7684\u5e26\u5bbd\u9884\u8b66\u51c6\u786e\u7387\u4ece63%\u63d0\u5347\u81f389%\uff0c\u8bef\u62a5\u7387\u4e0b\u964d42%\u3002<\/p>\n<h4 id=\"3-\u538b\u529b\u6d4b\u8bd5\u7684\u5168\u666f\u590d\u73b0\">3. <strong>\u538b\u529b\u6d4b\u8bd5\u7684\u5168\u666f\u590d\u73b0<\/strong><\/h4>\n<p>\u4f20\u7edf\u7684\u538b\u6d4b\u5de5\u5177\u53ea\u80fd\u6a21\u62df\u6709\u9650\u573a\u666f\uff0c\u800c<strong>\u57fa\u4e8e\u751f\u4ea7\u6d41\u91cf\u590d\u73b0\u7684\u538b\u6d4b\u65b9\u6cd5<\/strong>\u6b63\u5728\u6210\u4e3a\u65b0\u8d8b\u52bf\uff1a<\/p>\n<ul>\n<li><strong>\u6d41\u91cf\u5f55\u5236\u56de\u653e<\/strong>\uff1a\u4f7f\u7528GoReplay\u6355\u83b7\u771f\u5b9e\u6d41\u91cf\uff0c\u5728\u6d4b\u8bd5\u73af\u5883\u7cbe\u51c6\u590d\u73b0\n<\/li>\n<li><strong>\u6df7\u6c8c\u5de5\u7a0b\u6ce8\u5165<\/strong>\uff1a\u901a\u8fc7Chaos Monkey\u968f\u673a\u7ec8\u6b62\u5bb9\u5668\uff0c\u9a8c\u8bc1\u7cfb\u7edf\u5065\u58ee\u6027\n<\/li>\n<li><strong>\u5bb9\u91cf\u89c4\u5212\u6a21\u62df<\/strong>\uff1a\u6839\u636e\u5386\u53f2\u589e\u957f\u66f2\u7ebf\uff0c\u9884\u6d4b\u672a\u67653-6\u4e2a\u6708\u7684\u6027\u80fd\u9700\u6c42\n<\/li>\n<\/ul>\n<p>\u67d0\u793e\u4ea4App\u91c7\u7528\u8be5\u65b9\u6cd5\u540e\uff0c\u6210\u529f\u5728\u7528\u6237\u91cf\u66b4\u6da8300%\u7684\u7a81\u53d1\u4e8b\u4ef6\u4e2d\u4fdd\u6301\u670d\u52a1\u53ef\u7528\u6027\uff0cMTTR\uff08\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff09\u63a7\u5236\u572815\u5206\u949f\u4ee5\u5185\u3002<\/p>\n<h4 id=\"4-\u6301\u7eed\u4f18\u5316\u7684\u53cd\u9988\u95ed\u73af\">4. <strong>\u6301\u7eed\u4f18\u5316\u7684\u53cd\u9988\u95ed\u73af<\/strong><\/h4>\n<p>\u6027\u80fd\u57fa\u51c6\u6d4b\u8bd5\u4e0d\u5e94\u662f\u4e00\u6b21\u6027\u4efb\u52a1\uff0c\u800c\u9700\u6784\u5efaPDCA\u5faa\u73af\uff1a<\/p>\n<ul>\n<li><strong>Plan<\/strong>\uff1a\u57fa\u4e8eAPM\uff08\u5e94\u7528\u6027\u80fd\u76d1\u63a7\uff09\u6570\u636e\u5236\u5b9a\u4f18\u5316\u4f18\u5148\u7ea7\n<\/li>\n<li><strong>Do<\/strong>\uff1a\u901a\u8fc7A\/B\u6d4b\u8bd5\u9a8c\u8bc1\u914d\u7f6e\u8c03\u6574\u6548\u679c\n<\/li>\n<li><strong>Check<\/strong>\uff1a\u5bf9\u6bd4\u4f18\u5316\u524d\u540e\u7684\u57fa\u51c6\u6307\u6807\u5dee\u5f02\n<\/li>\n<li><strong>Act<\/strong>\uff1a\u5c06\u6210\u529f\u7ecf\u9a8c\u56fa\u5316\u4e3a\u81ea\u52a8\u5316\u7b56\u7565\n<\/li>\n<\/ul>\n<p>\u67d0\u7269\u6d41\u516c\u53f8\u901a\u8fc7\u8be5\u95ed\u73af\uff0c\u5c06\u5206\u5355\u5f15\u64ce\u7684\u5904\u7406\u901f\u5ea6\u4ece1200\u5355\/\u79d2\u63d0\u5347\u81f33500\u5355\/\u79d2\uff0c\u9519\u8bef\u7387\u4e0b\u964d\u81f30.03%\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u5173\u952e\u6280\u672f\u6808\u9009\u578b\u6307\u5357\">\u4e09\u3001<strong>\u5173\u952e\u6280\u672f\u6808\u9009\u578b\u6307\u5357<\/strong><\/h3>\n<p>\u5728\u9009\u62e9\u5de5\u5177\u94fe\u65f6\uff0c\u9700\u5e73\u8861\u5f00\u6e90\u65b9\u6848\u4e0e\u5546\u4e1a\u4ea7\u54c1\u7684\u4f18\u52a3\uff08\u88681\uff09\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th><strong>\u529f\u80fd\u9700\u6c42<\/strong><\/th>\n<th><strong>\u63a8\u8350\u65b9\u6848<\/strong><\/th>\n<th><strong>\u6838\u5fc3\u4f18\u52bf<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u57fa\u7840\u8bbe\u65bd\u76d1\u63a7<\/td>\n<td><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a>+Node Exporter<\/td>\n<td>\u591a\u7ef4\u6570\u636e\u6a21\u578b\uff0c\u751f\u6001\u5b8c\u5584<\/td>\n<\/tr>\n<tr>\n<td>\u5168\u94fe\u8def\u8ffd\u8e2a<\/td>\n<td><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">SkyWalking<\/a><\/td>\n<td>\u4f4e\u4fb5\u5165\u6027\uff0c\u652f\u6301\u6df7\u5408\u4e91\u90e8\u7f72<\/td>\n<\/tr>\n<tr>\n<td>\u65e5\u5fd7\u5206\u6790<\/td>\n<td>ELK Stack<\/td>\n<td>\u5168\u6587\u68c0\u7d22\u4e0e\u53ef\u89c6\u5316\u80fd\u529b\u5f3a<\/td>\n<\/tr>\n<tr>\n<td>\u667a\u80fd\u544a\u8b66<\/td>\n<td>Elastic Alert<\/td>\n<td>\u652f\u6301\u673a\u5668\u5b66\u4e60\u52a8\u6001\u9608\u503c<\/td>\n<\/tr>\n<tr>\n<td>\u538b\u6d4b\u5de5\u5177<\/td>\n<td>Apache JMeter+TSUNG<\/td>\n<td>\u5206\u5e03\u5f0f\u538b\u6d4b\uff0c\u534f\u8bae\u652f\u6301\u5168\u9762<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u9700\u7279\u522b\u6ce8\u610f<strong>\u6570\u636e\u5b64\u5c9b<\/strong>\u95ee\u9898\uff1a\u67d0\u96f6\u552e\u4f01\u4e1a\u66fe\u56e0\u76d1\u63a7\u5de5\u5177\u5206\u6563\uff08Zabbix\u76d1\u63a7\u670d\u52a1\u5668\u3001New Relic\u8ffd\u8e2a\u5e94\u7528\u3001\u81ea\u7814\u65e5\u5fd7\u7cfb\u7edf\uff09\uff0c\u5bfc\u81f4\u6545\u969c\u5b9a\u4f4d\u8017\u65f6\u8d853\u5c0f\u65f6\u3002\u540e\u901a\u8fc7<strong>\u7edf\u4e00\u76d1\u63a7\u5e73\u53f0<\/strong>\u96c6\u6210\u5404\u6a21\u5757\u6570\u636e\uff0cMTTD\uff08\u5e73\u5747\u6545\u969c\u68c0\u6d4b\u65f6\u95f4\uff09\u7f29\u77ed\u81f38\u5206\u949f\u3002<\/p>\n<hr>\n<h3 id=\"\u56db-\u4ece\u7406\u8bba\u5230\u5b9e\u8df5-\u5178\u578b\u573a\u666f\u89e3\u6790\">\u56db\u3001<strong>\u4ece\u7406\u8bba\u5230\u5b9e\u8df5\uff1a\u5178\u578b\u573a\u666f\u89e3\u6790<\/strong><\/h3>\n<h4 id=\"\u6848\u4f8b1-\u7535\u5546\u5927\u4fc3\u7684\u5bb9\u91cf\u4fdd\u969c\">\u6848\u4f8b1\uff1a\u7535\u5546\u5927\u4fc3\u7684\u5bb9\u91cf\u4fdd\u969c<\/h4>\n<p>\u67d0\u5934\u90e8\u7535\u5546\u5e73\u53f0\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u6784\u5efa\u6027\u80fd\u57fa\u51c6\uff1a<\/p>\n<ol>\n<li><strong>\u5386\u53f2\u6570\u636e\u5206\u6790<\/strong>\uff1a\u63d0\u53d6\u8fc7\u53bb3\u5e74\u53cc11\u7684\u4ea4\u6613\u5cf0\u503c\u3001\u670d\u52a1\u8c03\u7528\u62d3\u6251\n<\/li>\n<li><strong>\u5bb9\u91cf\u6a21\u578b\u6784\u5efa<\/strong>\uff1a\u5efa\u7acb\u201c\u7528\u6237\u8bbf\u95ee\u91cf-\u670d\u52a1\u5668\u8d44\u6e90-\u6570\u636e\u5e93\u8fde\u63a5\u6570\u201d\u7684\u5173\u8054\u516c\u5f0f\n<\/li>\n<li><strong>\u538b\u6d4b\u7b56\u7565\u8bbe\u8ba1<\/strong>\uff1a\u5206\u9636\u6bb5\u5b9e\u65bd\u5168\u94fe\u8def\u538b\u6d4b\uff0810%\u219250%\u2192100%\u6d41\u91cf\u9636\u68af\uff09\n<\/li>\n<li><strong>\u5f39\u6027\u6269\u7f29\u5bb9<\/strong>\uff1a\u57fa\u4e8eHPA\uff08Horizontal Pod Autoscaler\uff09\u81ea\u52a8\u8c03\u6574K8s\u96c6\u7fa4\u89c4\u6a21\n<\/li>\n<\/ol>\n<p>\u6700\u7ec8\u5b9e\u73b0\u5927\u4fc3\u671f\u95f4\u96f6\u91cd\u5927\u6545\u969c\uff0c\u8d44\u6e90\u5229\u7528\u7387\u63d0\u534740%\u3002<\/p>\n<h4 id=\"\u6848\u4f8b2-\u91d1\u878d\u7cfb\u7edf\u7684\u5408\u89c4\u6027\u6d4b\u8bd5\">\u6848\u4f8b2\uff1a\u91d1\u878d\u7cfb\u7edf\u7684\u5408\u89c4\u6027\u6d4b\u8bd5<\/h4>\n<p>\u67d0\u8bc1\u5238\u4ea4\u6613\u7cfb\u7edf\u4e3a\u6ee1\u8db3\u76d1\u7ba1\u8981\u6c42\uff0c\u9700\u8981\u8bc1\u660e\u5176\u6838\u5fc3\u6a21\u5757\u5728\u6781\u7aef\u884c\u60c5\u4e0b\u7684\u7a33\u5b9a\u6027\uff1a<\/p>\n<ul>\n<li><strong>\u57fa\u51c6\u6307\u6807<\/strong>\uff1a\u59d4\u6258\u4e0b\u5355\u5ef6\u8fdf\u226450ms\uff0899.99%\u5206\u4f4d\uff09\n<\/li>\n<li><strong>\u6d4b\u8bd5\u65b9\u6cd5<\/strong>\uff1a\u4f7f\u7528\u5386\u53f2\u7194\u65ad\u884c\u60c5\u6570\u636e\uff082020\u5e743\u6708\u7f8e\u80a1\u56db\u6b21\u7194\u65ad\uff09\u8fdb\u884c\u56de\u653e\n<\/li>\n<li><strong>\u4f18\u5316\u6210\u679c<\/strong>\uff1a\u901a\u8fc7Redis\u96c6\u7fa4\u5206\u7247\u4f18\u5316\uff0c\u5c06\u5cf0\u503c\u5904\u7406\u80fd\u529b\u4ece8\u4e07\u7b14\/\u79d2\u63d0\u5347\u81f322\u4e07\u7b14\/\u79d2\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u4e94-\u672a\u6765\u6f14\u8fdb\u65b9\u5411\">\u4e94\u3001<strong>\u672a\u6765\u6f14\u8fdb\u65b9\u5411<\/strong><\/h3>\n<p>\u968f\u7740AIOps\u6280\u672f\u7684\u6210\u719f\uff0c\u6027\u80fd\u57fa\u51c6\u6d4b\u8bd5\u6b63\u5448\u73b0\u4e09\u5927\u8d8b\u52bf\uff1a<\/p>\n<ol>\n<li><strong>\u56e0\u679c\u63a8\u65ad<\/strong>\uff1a\u901a\u8fc7\u56e0\u679c\u56fe\u6a21\u578b\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\u7684\u6839\u672c\u539f\u56e0\uff0c\u800c\u975e\u7b80\u5355\u5173\u8054\u5206\u6790\n<\/li>\n<li><strong>\u6570\u5b57\u5b6a\u751f<\/strong>\uff1a\u6784\u5efa\u7cfb\u7edf\u955c\u50cf\u526f\u672c\uff0c\u5728\u865a\u62df\u73af\u5883\u4e2d\u63d0\u524d\u9a8c\u8bc1\u4f18\u5316\u65b9\u6848\n<\/li>\n<li><strong>\u81ea\u6cbb\u4fee\u590d<\/strong>\uff1a\u7ed3\u5408Kubernetes\u7b49\u4e91\u539f\u751f\u6280\u672f\uff0c\u5b9e\u73b0\u201c\u68c0\u6d4b<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u7cfb\u7edf\u6027\u80fd\u7684\u7a33\u5b9a\u6027\u5df2\u6210\u4e3a\u4e1a\u52a1\u8fde\u7eed\u6027\u7684\u751f\u547d\u7ebf\u3002\u67d0\u77e5\u540d\u7535\u5546\u5e73\u53f0\u66fe\u56e0\u4e00\u6b21\u79d2\u6740\u6d3b\u52a8\u4e2d\u7684\u7cfb\u7edf\u5d29\u6e83\uff0c\u5bfc\u81f4\u76f4\u63a5\u635f\u5931\u8d85\u5343\u4e07\u2014\u2014\u8fd9\u4e00\u4e8b\u4ef6\u66b4\u9732\u51fa\u4f20\u7edf\u6027\u80fd\u76d1\u63a7\u7684\u81f4\u547d\u77ed\u677f\uff1a\u5355\u70b9\u76d1\u6d4b\u96be\u4ee5\u5e94\u5bf9\u590d\u6742\u573a\u666f\uff0c\u7f3a\u4e4f\u57fa\u51c6\u7ebf\u5bfc\u81f4\u54cd\u5e94\u6ede\u540e\u3002\u800c\u5168\u666f\u6027\u80fd\u76d1\u63a7\u7684\u51fa\u73b0\uff0c\u6b63\u901a\u8fc7\u591a\u7ef4\u5ea6\u7684\u6570\u636e\u6574\u5408\u4e0e\u667a\u80fd\u5206\u6790\uff0c\u91cd\u65b0\u5b9a\u4e49\u4e86\u6027\u80fd\u57fa\u51c6\u6d4b\u8bd5\u7684\u7cbe\u5ea6\u4e0e\u6548\u7387\u3002 \u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u5982\u4f55\u901a\u8fc7\u5168\u666f\u6027\u80fd\u76d1\u63a7\u6280\u672f\u6784\u5efa\u52a8\u6001\u5316\u3001\u667a\u80fd\u5316\u7684\u6027\u80fd\u57fa\u51c6\u6d4b\u8bd5\u4f53\u7cfb\uff0c\u4e3a\u4f01\u4e1a\u7684\u7cfb\u7edf\u4f18\u5316\u63d0\u4f9b\u53ef\u91cf\u5316\u7684\u884c\u52a8\u6307\u5357\u3002 \u4e00\u3001\u5168\u666f\u6027\u80fd\u76d1\u63a7\uff1a\u57fa\u51c6\u6d4b\u8bd5\u7684\u8fdb\u5316\u5f15\u64ce \u4f20\u7edf\u6027\u80fd\u6d4b\u8bd5\u5f80\u5f80\u4f9d\u8d56\u4eba\u5de5\u9884\u8bbe\u7684\u9759\u6001\u573a\u666f\uff0c\u4f8b\u5982\u901a\u8fc7JMeter\u6a21\u62df\u56fa\u5b9a\u5e76\u53d1\u7528\u6237\u6570\uff0c\u6216\u4f7f\u7528LoadRunner\u9a8c\u8bc1\u7279\u5b9a\u63a5\u53e3\u7684\u541e\u5410\u91cf\u3002\u8fd9\u79cd\u65b9\u5f0f\u5728\u5355\u4f53\u67b6\u6784\u65f6\u4ee3\u5c1a\u53ef\u5e94\u5bf9\uff0c\u4f46\u5728\u5fae\u670d\u52a1\u3001\u4e91\u539f\u751f\u73af\u5883\u4e0b\uff0c\u7cfb\u7edf\u590d\u6742\u5ea6\u5448\u6307\u6570\u7ea7\u589e\u957f\u2014\u2014\u5355\u4e2a\u4e1a\u52a1\u8bf7\u6c42\u53ef\u80fd\u8de8\u8d8a\u6570\u5341\u4e2a\u670d\u52a1\u8282\u70b9\uff0c\u6d89\u53ca\u6570\u636e\u5e93\u3001\u7f13\u5b58\u3001\u6d88\u606f\u961f\u5217\u7b49\u591a\u4e2a\u7ec4\u4ef6\u3002 \u5168\u666f\u6027\u80fd\u76d1\u63a7\u7684\u6838\u5fc3\u7a81\u7834\u5728\u4e8e\uff1a \u5168\u94fe\u8def\u8ffd\u8e2a\uff1a\u901a\u8fc7OpenTelemetry\u7b49\u5f00\u6e90\u6846\u67b6\uff0c\u5b9e\u65f6\u6355\u83b7\u8bf7\u6c42\u5728\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\u7684\u5b8c\u6574\u8def\u5f84 \u591a\u7ef4\u5ea6\u6307\u6807\u805a\u5408\uff1a\u6574\u5408\u57fa\u7840\u8bbe\u65bd\uff08CPU\/\u5185\u5b58\uff09\u3001\u4e2d\u95f4\u4ef6\uff08Redis\u541e\u5410\u91cf\uff09\u3001\u4e1a\u52a1\u5c42\uff08\u8ba2\u5355\u521b\u5efa\u8017\u65f6\uff09\u7b49200+\u76d1\u63a7\u6307\u6807 \u667a\u80fd\u57fa\u7ebf\u5efa\u6a21\uff1a\u5229\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u81ea\u52a8\u751f\u6210\u52a8\u6001\u6027\u80fd\u57fa\u51c6\uff0c\u800c\u975e\u4eba\u5de5\u9884\u8bbe\u7684\u56fa\u5b9a\u9608\u503c \u8fd9\u79cd\u7acb\u4f53\u5316\u7684\u76d1\u63a7\u4f53\u7cfb\uff0c\u4f7f\u5f97\u6027\u80fd\u57fa\u51c6\u6d4b\u8bd5\u4ece\u201c\u5b9e\u9a8c\u5ba4\u73af\u5883\u201d\u8d70\u5411\u201c\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u201d\u3002\u4f8b\u5982\u67d0\u94f6\u884c\u5728\u5f15\u5165\u5168\u666f\u76d1\u63a7\u540e\uff0c\u5176\u6838\u5fc3\u4ea4\u6613\u7cfb\u7edf\u7684\u57fa\u51c6\u6d4b\u8bd5\u8986\u76d6\u7387\u4ece58%\u63d0\u5347\u81f392%\uff0c\u5f02\u5e38\u68c0\u6d4b\u54cd\u5e94\u65f6\u95f4\u7f29\u77ed76%\u3002 \u4e8c\u3001\u6784\u5efa\u6027\u80fd\u57fa\u51c6\u7684\u56db\u5927\u6838\u5fc3\u6b65\u9aa4 1. \u6307\u6807\u4f53\u7cfb\u7684\u9ec4\u91d1\u4e09\u89d2 \u5efa\u7acb\u6709\u6548\u7684\u6027\u80fd\u57fa\u51c6\uff0c\u9700\u805a\u7126\u4e09\u7c7b\u6838\u5fc3\u6307\u6807\uff08\u56fe1\uff09\uff1a \u8d44\u6e90\u578b\u6307\u6807\uff1a\u670d\u52a1\u5668CPU\u5229\u7528\u7387\u3001\u7f51\u7edc\u5e26\u5bbd\u5360\u7528\u7387 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