{"id":34910,"date":"2025-03-11T15:00:22","date_gmt":"2025-03-11T07:00:22","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=34910"},"modified":"2025-03-11T15:00:22","modified_gmt":"2025-03-11T07:00:22","slug":"%e5%a6%82%e4%bd%95%e9%80%9a%e8%bf%87%e5%85%a8%e6%a0%88%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%e4%bc%98%e5%8c%96%e7%b3%bb%e7%bb%9f%e7%9b%91%e6%8e%a7%e7%9a%84%e7%b2%92%e5%ba%a6%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/34910.html","title":{"rendered":"\u5982\u4f55\u901a\u8fc7\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u4f18\u5316\u7cfb\u7edf\u76d1\u63a7\u7684\u7c92\u5ea6\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/ltL4Da.jpg\" alt=\"\u5982\u4f55\u901a\u8fc7\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u4f18\u5316\u7cfb\u7edf\u76d1\u63a7\u7684\u7c92\u5ea6\uff1f\" ><\/p>\n<\/p>\n<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u7cfb\u7edf\u7684\u590d\u6742\u5ea6\u5448\u73b0\u6307\u6570\u7ea7\u589e\u957f\u3002\u5f53\u5fae\u670d\u52a1\u67b6\u6784\u627f\u8f7d\u7740\u65e5\u5747\u4ebf\u7ea7\u8bf7\u6c42\uff0c\u5f53\u5bb9\u5668\u5316\u90e8\u7f72\u4ee5\u5206\u949f\u4e3a\u5355\u4f4d\u8fdb\u884c\u52a8\u6001\u6269\u7f29\u5bb9\uff0c\u4f20\u7edf\u7684&rdquo;CPU\/\u5185\u5b58\u76d1\u63a7+\u544a\u8b66&rdquo;\u6a21\u5f0f\u5df2\u65e0\u6cd5\u6ee1\u8db3\u8fd0\u7ef4\u9700\u6c42\u3002\u67d0\u5934\u90e8\u7535\u5546\u5e73\u53f0\u66fe\u5728\u4fc3\u9500\u671f\u95f4\u56e0\u672a\u6355\u83b7\u7684\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u6cc4\u6f0f\u5bfc\u81f4\u6570\u767e\u4e07\u635f\u5931\uff0c\u67d0\u91d1\u878d\u673a\u6784\u56e0\u672a\u8bc6\u522b\u5230\u5206\u5e03\u5f0f\u4e8b\u52a1\u9501\u7ade\u4e89\u5f15\u53d1\u670d\u52a1\u96ea\u5d29\u2014\u2014\u8fd9\u4e9b\u771f\u5b9e\u6848\u4f8b\u63ed\u793a\u4e86\u4e00\u4e2a\u6b8b\u9177\u73b0\u5b9e\uff1a<strong>\u7c97\u653e\u5f0f\u76d1\u63a7\u6b63\u5728\u6210\u4e3a\u6570\u5b57\u4e1a\u52a1\u7684\u9690\u5f62\u6740\u624b<\/strong>\u3002<\/p>\n<h3 id=\"\u4e00-\u4e3a\u4f55\u4f20\u7edf\u76d1\u63a7\u9677\u5165-\u7c92\u5ea6\u56f0\u5883\">\u4e00\u3001\u4e3a\u4f55\u4f20\u7edf\u76d1\u63a7\u9677\u5165&rdquo;\u7c92\u5ea6\u56f0\u5883&rdquo;\uff1f<\/h3>\n<p>\u5f53\u524d\u7cfb\u7edf\u76d1\u63a7\u9762\u4e34\u4e09\u5927\u65ad\u5c42\uff1a\u57fa\u7840\u8bbe\u65bd\u4e0e\u5e94\u7528\u903b\u8f91\u7684\u5272\u88c2\u3001\u6280\u672f\u6808\u5404\u5c42\u6570\u636e\u7684\u5b64\u5c9b\u3001\u4e1a\u52a1\u6307\u6807\u4e0e\u6280\u672f\u6307\u6807\u7684\u5206\u79bb\u3002\u8fd0\u7ef4\u56e2\u961f\u5e38\u9677\u5165&rdquo;\u770b\u5f97\u89c1\u6d41\u91cf\u6fc0\u589e\uff0c\u627e\u4e0d\u51fa\u5177\u4f53\u670d\u52a1&rdquo;\u7684\u7a98\u5883\uff0c\u5f00\u53d1\u4eba\u5458\u9762\u5bf9&rdquo;\u63a5\u53e3\u8d85\u65f6\u5374\u67e5\u4e0d\u5230\u8c03\u7528\u94fe\u8def&rdquo;\u7684\u56f0\u60d1\u3002<\/p>\n<p>Gartner\u7814\u7a76\u6307\u51fa\uff0c<strong>75%\u7684\u751f\u4ea7\u4e8b\u6545\u6e90\u4e8e\u8de8\u7ec4\u4ef6\u4ea4\u4e92\u95ee\u9898<\/strong>\uff0c\u800c\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u4ec5\u80fd\u8986\u76d635%\u7684\u53ef\u89c2\u6d4b\u573a\u666f\u3002\u5f53Kubernetes\u96c6\u7fa4\u4e2d\u7684\u67d0\u4e2aPod\u51fa\u73b0\u95f4\u6b47\u6027OOM\uff0c\u5f53\u5fae<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u670d\u52a1\u8c03\u7528\u94fe<\/a>\u56e0\u7b2c\u4e09\u65b9API\u5ef6\u8fdf\u4ea7\u751f\u7ea7\u8054\u6545\u969c\uff0c\u7f3a\u4e4f\u5168\u6808\u89c6\u89d2\u7684\u76d1\u63a7\u4f53\u7cfb\u5c31\u50cf\u900f\u8fc7\u6bdb\u73bb\u7483\u89c2\u5bdf\u7cbe\u5bc6\u4eea\u5668\u2014\u2014\u5173\u952e\u7ec6\u8282\u6c38\u8fdc\u6a21\u7cca\u4e0d\u6e05\u3002<\/p>\n<h3 id=\"\u4e8c-\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u7684\u4e09\u91cd\u7a81\u7834\">\u4e8c\u3001\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u7684\u4e09\u91cd\u7a81\u7834<\/h3>\n<p><strong>1. \u6570\u636e\u7ef4\u5ea6\u878d\u5408<\/strong><br \/>\n\u901a\u8fc7\u7edf\u4e00\u91c7\u96c6\u57fa\u7840\u8bbe\u65bd\u6307\u6807\uff08CPU\/\u5185\u5b58\/\u7f51\u7edc\uff09\u3001\u5e94\u7528\u6027\u80fd\u6570\u636e\uff08JVM\/GC\/\u7ebf\u7a0b\u6c60\uff09\u3001<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\uff08TraceID\/Span\uff09\u3001\u65e5\u5fd7\u4e8b\u4ef6\u53ca\u7528\u6237\u4f53\u9a8c\u6307\u6807\uff08CLS\/FID\uff09\uff0c\u6784\u5efa<strong>\u4e94\u7ef4\u6570\u636e\u7acb\u65b9\u4f53<\/strong>\u3002\u67d0\u89c6\u9891\u5e73\u53f0\u5b9e\u8df5\u663e\u793a\uff0c\u8fd9\u79cd\u878d\u5408\u4f7f\u6545\u969c\u5b9a\u4f4d\u65f6\u95f4\u4ece\u5c0f\u65f6\u7ea7\u7f29\u77ed\u81f3\u5206\u949f\u7ea7\u3002<\/p>\n<p><strong>2. \u4e0a\u4e0b\u6587\u5173\u8054\u5206\u6790<\/strong><br \/>\n\u91c7\u7528<strong>AI\u9a71\u52a8\u7684<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\u5f15\u64ce<\/strong>\uff0c\u81ea\u52a8\u5efa\u7acb\u6570\u636e\u5e93\u6162\u67e5\u8be2\u4e0eJava\u7ebf\u7a0b\u963b\u585e\u7684\u5173\u8054\uff0c\u8bc6\u522b\u524d\u7aefJS\u9519\u8bef\u5bf9\u540e\u7aefAPI\u8c03\u7528\u7684\u5f71\u54cd\u94fe\u3002\u4f8b\u5982\u67d0\u94f6\u884c\u7cfb\u7edf\u901a\u8fc7\u65f6\u5e8f\u5173\u8054\u5206\u6790\uff0c\u53d1\u73b0\u652f\u4ed8\u8d85\u65f6\u4e0eRedis\u96c6\u7fa4\u5206\u7247\u8d1f\u8f7d\u4e0d\u5747\u8861\u7684\u9690\u6027\u5173\u8054\u3002<\/p>\n<p><strong>3. \u52a8\u6001\u91c7\u6837\u4f18\u5316<\/strong><br \/>\n\u9488\u5bf9\u6d77\u91cf\u6570\u636e\u5b9e\u65bd\u667a\u80fd\u91c7\u6837\u7b56\u7565\uff1a\u5bf9\u6838\u5fc3\u4ea4\u6613\u94fe\u8def\u4fdd\u6301100%\u91c7\u96c6\uff0c\u5bf9\u5065\u5eb7\u670d\u52a1\u81ea\u52a8\u964d\u7ea7\u81f35%\u91c7\u6837\u7387\u3002\u8fd9\u79cd<strong>\u5f39\u6027\u6570\u636e\u6536\u96c6\u673a\u5236<\/strong>\u5e2e\u52a9\u67d0\u793e\u4ea4\u5e73\u53f0\u5728\u6d41\u91cf\u5cf0\u503c\u671f\u8282\u770160%\u5b58\u50a8\u6210\u672c\uff0c\u540c\u65f6\u4fdd\u6301\u5173\u952e\u8def\u5f84\u7684\u5b8c\u6574\u53ef\u89c1\u6027\u3002<\/p>\n<h3 id=\"\u4e09-\u5b9e\u65bd\u7cbe\u7ec6\u5316\u76d1\u63a7\u7684\u4e94\u5927\u6b65\u9aa4\">\u4e09\u3001\u5b9e\u65bd\u7cbe\u7ec6\u5316\u76d1\u63a7\u7684\u4e94\u5927\u6b65\u9aa4<\/h3>\n<ol>\n<li>\n<p><strong>\u5efa\u7acb\u53ef\u89c2\u6d4b\u6027\u6210\u719f\u5ea6\u6a21\u578b<\/strong><br \/>\n\u4eceL1\u7ea7\uff08\u57fa\u7840\u6307\u6807\u76d1\u63a7\uff09\u5230L4\u7ea7\uff08AI\u9884\u6d4b\u6027\u6d1e\u5bdf\uff09\uff0c\u5206\u9636\u6bb5\u6784\u5efa\u80fd\u529b\u3002\u5efa\u8bae\u5148\u5b8c\u6210\u5e94\u7528\u6027\u80fd\u57cb\u70b9\uff08APM\uff09\u4e0e\u65e5\u5fd7\u7ed3\u6784\u5316\uff0c\u518d\u9010\u6b65\u63a5\u5165\u7528\u6237\u4f53\u9a8c\u76d1\u63a7\uff08RUM\uff09\u548c\u4e1a\u52a1\u6307\u6807\u878d\u5408\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8bbe\u8ba1\u9ec4\u91d1\u4fe1\u53f7\u6307\u6807\u4f53\u7cfb<\/strong><br \/>\n\u5b9a\u4e49\u6bcf\u4e2a\u670d\u52a1\u7684\u6838\u5fc3\u5065\u5eb7\u6307\u6807\uff0c\u5982\u7535\u5546\u7cfb\u7edf\u7684&rdquo;\u8d2d\u7269\u8f66\u5199\u5165\u6210\u529f\u7387&rdquo;\u3001\u7269\u6d41\u7cfb\u7edf\u7684&rdquo;\u8fd0\u5355\u72b6\u6001\u540c\u6b65\u5ef6\u8fdf&rdquo;\u3002\u8fd9\u4e9b<strong>\u4e1a\u52a1\u53ef\u89c2\u6d4b\u6307\u6807\uff08BOI\uff09<\/strong>\u9700\u8981\u4e0eCPU\u4f7f\u7528\u7387\u7b49\u4f20\u7edf\u6307\u6807\u5efa\u7acb\u6620\u5c04\u5173\u7cfb\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6784\u5efa\u7edf\u4e00\u6570\u636e\u7ba1\u9053<\/strong><br \/>\n\u91c7\u7528OpenTelemetry\u6807\u51c6\u5b9e\u73b0\u8de8\u8bed\u8a00\u57cb\u70b9\uff0c\u901a\u8fc7Kafka\/Pulsar\u6784\u5efa\u9ad8\u541e\u5410\u6570\u636e\u7ba1\u9053\uff0c\u5728\u6570\u636e\u6e56\u4e2d\u5b9e\u73b0\u6307\u6807\u3001\u65e5\u5fd7\u3001\u8ffd\u8e2a\u7684\u5173\u8054\u5b58\u50a8\u3002\u67d0\u8f66\u4f01\u91c7\u7528\u8be5\u67b6\u6784\u540e\uff0c\u6570\u636e\u5904\u7406\u5ef6\u8fdf\u4ece15\u79d2\u964d\u81f3200\u6beb\u79d2\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5b9e\u73b0\u667a\u80fd\u544a\u8b66\u964d\u566a<\/strong><br \/>\n\u8fd0\u7528\u52a8\u6001\u57fa\u7ebf\u7b97\u6cd5\u533a\u5206\u5468\u671f\u6027\u6ce2\u52a8\u4e0e\u5f02\u5e38\u7a81\u53d8\uff0c\u7ed3\u5408\u62d3\u6251\u611f\u77e5\u6280\u672f\u6291\u5236\u7ea7\u8054\u544a\u8b66\u3002\u67d0\u652f\u4ed8\u7f51\u5173\u901a\u8fc7\u8bbe\u7f6e&rdquo;\u9519\u8bef\u7387\u73af\u6bd4\u589e\u5e45&gt;300%\u4e14\u6301\u7eed3\u4e2a\u5468\u671f&rdquo;\u7684\u590d\u5408\u6761\u4ef6\uff0c\u4f7f\u65e0\u6548\u544a\u8b66\u51cf\u5c1182%\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5efa\u7acb\u95ed\u73af\u4f18\u5316\u673a\u5236<\/strong><br \/>\n\u5c06\u751f\u4ea7\u73af\u5883\u6d1e\u5bdf\u53cd\u9988\u81f3\u5f00\u53d1\u9636\u6bb5\uff0c\u5982\u5728CI\/CD\u7ba1\u9053\u96c6\u6210\u6027\u80fd\u57fa\u7ebf\u6d4b\u8bd5\uff0c\u5728\u9700\u6c42\u8bc4\u5ba1\u73af\u8282\u52a0\u5165\u53ef\u89c2\u6d4b\u6027\u8bbe\u8ba1\u8bc4\u5ba1\u3002\u67d0SaaS\u5382\u5546\u901a\u8fc7\u8be5\u673a\u5236\u4f7f\u65b0\u529f\u80fd\u4e0a\u7ebf\u540e\u7684\u6545\u969c\u7387\u964d\u4f4e67%\u3002<\/p>\n<\/li>\n<\/ol>\n<h3 id=\"\u56db-\u6280\u672f\u9009\u578b\u7684\u56db\u4e2a\u5173\u952e\u7ef4\u5ea6\">\u56db\u3001\u6280\u672f\u9009\u578b\u7684\u56db\u4e2a\u5173\u952e\u7ef4\u5ea6<\/h3>\n<ul>\n<li><strong>\u91c7\u96c6\u6df1\u5ea6<\/strong>\uff1a\u662f\u5426\u652f\u6301eBPF\u6280\u672f\u5b9e\u73b0\u5185\u6838\u7ea7\u7f51\u7edc\u76d1\u63a7\n<\/li>\n<li><strong>\u5173\u8054\u80fd\u529b<\/strong>\uff1a\u80fd\u5426\u81ea\u52a8\u6784\u5efa\u670d\u52a1\u4f9d\u8d56\u56fe\u8c31\n<\/li>\n<li><strong>\u6269\u5c55\u6027<\/strong>\uff1a\u662f\u5426\u63d0\u4f9bSDK\u652f\u6301\u81ea\u5b9a\u4e49\u6307\u6807\u63a5\u5165\n<\/li>\n<li><strong>\u6210\u672c\u63a7\u5236<\/strong>\uff1a\u662f\u5426\u5177\u5907\u6570\u636e\u964d\u91c7\u6837\u4e0e\u51b7\u70ed\u5206\u5c42\u5b58\u50a8\u65b9\u6848\n<\/li>\n<\/ul>\n<p>\u4e3b\u6d41\u65b9\u6848\u4e2d\uff0c\u5546\u4e1a\u5316\u7684New Relic\u63d0\u4f9b\u5f00\u7bb1\u5373\u7528\u7684\u5168\u6808\u76d1\u63a7\uff0c\u5f00\u6e90\u7684Grafana Stack\u66f4\u9002\u5408\u5b9a\u5236\u5316\u9700\u6c42\uff0c\u800c\u517c\u5177\u7075\u6d3b\u6027\u4e0e\u6210\u672c\u6548\u76ca\u7684\u89c2\u6d4b\u4e91\u7b49\u56fd\u5185\u5e73\u53f0\u6b63\u83b7\u5f97\u66f4\u591a\u5173\u6ce8\u3002\u67d0\u8de8\u5883\u7535\u5546\u5bf9\u6bd4\u6d4b\u8bd5\u53d1\u73b0\uff0c\u91c7\u7528\u6df7\u5408\u65b9\u6848\uff08\u5546\u4e1aAPM+\u81ea\u7814\u65e5\u5fd7\u5206\u6790\uff09\u5728\u4fdd\u8bc1\u6838\u5fc3\u4e1a\u52a1\u53ef\u89c6\u5316\u7684\u540c\u65f6\uff0c\u4e09\u5e74TCO\u964d\u4f4e45%\u3002<\/p>\n<h3 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