{"id":35669,"date":"2025-03-19T10:22:57","date_gmt":"2025-03-19T02:22:57","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=35669"},"modified":"2025-03-19T10:22:57","modified_gmt":"2025-03-19T02:22:57","slug":"%e5%ba%94%e7%94%a8%e6%80%a7%e8%83%bd%e7%ae%a1%e7%90%86%e5%a6%82%e4%bd%95%e6%94%af%e6%8c%81%e5%a4%a7%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/35669.html","title":{"rendered":"\u5e94\u7528\u6027\u80fd\u7ba1\u7406\u5982\u4f55\u652f\u6301\u5927\u6570\u636e\u5206\u6790\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/G9A0xf.jpg\" alt=\"\u5e94\u7528\u6027\u80fd\u7ba1\u7406\u5982\u4f55\u652f\u6301\u5927\u6570\u636e\u5206\u6790\uff1f\" ><\/p>\n<\/p>\n<p><strong>\u524d\u8a00<\/strong><br \/>\n\u5728\u6570\u5b57\u5316\u6d6a\u6f6e\u7684\u63a8\u52a8\u4e0b\uff0c\u4f01\u4e1a\u6bcf\u5929\u4ea7\u751f\u7684\u6570\u636e\u91cf\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002IDC\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c\u5168\u7403\u6570\u636e\u603b\u91cf\u5c06\u7a81\u7834175 ZB\uff08\u6cfd\u5b57\u8282\uff09\u3002\u9762\u5bf9\u5982\u6b64\u5e9e\u5927\u7684\u6570\u636e\u89c4\u6a21\uff0c<strong>\u5927\u6570\u636e\u5206\u6790<\/strong>\u5df2\u6210\u4e3a\u4f01\u4e1a\u6316\u6398\u4ef7\u503c\u3001\u4f18\u5316\u51b3\u7b56\u7684\u6838\u5fc3\u5de5\u5177\u3002\u7136\u800c\uff0c\u6570\u636e\u91cf\u8d8a\u5927\uff0c\u7cfb\u7edf\u590d\u6742\u5ea6\u8d8a\u9ad8\uff0c\u6027\u80fd\u74f6\u9888\u3001\u54cd\u5e94\u5ef6\u8fdf\u3001\u8d44\u6e90\u5206\u914d\u4e0d\u5747\u7b49\u95ee\u9898\u4e5f\u968f\u4e4b\u6d6e\u73b0\u3002\u6b64\u65f6\uff0c<strong>\u5e94\u7528\u6027\u80fd\u7ba1\u7406\uff08APM\uff09<\/strong>\u7684\u4ef7\u503c\u4fbf\u6108\u53d1\u51f8\u663e\u3002\u5b83\u4e0d\u4ec5\u662f\u4fdd\u969c\u7cfb\u7edf\u7a33\u5b9a\u8fd0\u884c\u7684\u201c\u5b88\u95e8\u5458\u201d\uff0c\u66f4\u662f\u91ca\u653e\u5927\u6570\u636e\u5206\u6790\u6f5c\u80fd\u7684\u201c\u52a0\u901f\u5668\u201d\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8APM\u5982\u4f55\u901a\u8fc7\u5b9e\u65f6\u76d1\u63a7\u3001\u8d44\u6e90\u4f18\u5316\u4e0e\u6545\u969c\u9884\u6d4b\uff0c\u4e3a\u5927\u6570\u636e\u5206\u6790\u63d0\u4f9b\u5173\u952e\u652f\u6301\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u5927\u6570\u636e\u5206\u6790\u7684\u6027\u80fd\u6311\u6218\u4e0eapm\u7684\u5e94\u5bf9\u903b\u8f91\"><strong>\u4e00\u3001\u5927\u6570\u636e\u5206\u6790\u7684\u6027\u80fd\u6311\u6218\u4e0eAPM\u7684\u5e94\u5bf9\u903b\u8f91<\/strong><\/h3>\n<p>\u5927\u6570\u636e\u5206\u6790\u7684\u6838\u5fc3\u76ee\u6807\u662f\u4ece\u6d77\u91cf\u6570\u636e\u4e2d\u63d0\u53d6\u9ad8\u4ef7\u503c\u4fe1\u606f\u3002\u4f46\u8fd9\u4e00\u8fc7\u7a0b\u6d89\u53ca\u6570\u636e\u91c7\u96c6\u3001\u6e05\u6d17\u3001\u5b58\u50a8\u3001\u8ba1\u7b97\u3001\u53ef\u89c6\u5316\u7b49\u591a\u4e2a\u73af\u8282\uff0c\u6bcf\u4e2a\u73af\u8282\u90fd\u53ef\u80fd\u6210\u4e3a\u6027\u80fd\u74f6\u9888\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li><strong>\u6570\u636e\u541e\u5410\u91cf\u6fc0\u589e<\/strong>\u5bfc\u81f4\u5b58\u50a8\u7cfb\u7edf\u5ef6\u8fdf\uff1b\n<\/li>\n<li><strong>\u590d\u6742\u8ba1\u7b97\u4efb\u52a1<\/strong>\u5360\u7528\u8fc7\u591aCPU\u6216\u5185\u5b58\u8d44\u6e90\uff1b\n<\/li>\n<li><strong>\u8de8\u5e73\u53f0\u6570\u636e\u4ea4\u4e92<\/strong>\u56e0\u7f51\u7edc\u6ce2\u52a8\u5f15\u53d1\u4f20\u8f93\u6548\u7387\u4e0b\u964d\u3002\n<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u95ee\u9898\u82e5\u672a\u88ab\u53ca\u65f6\u8bc6\u522b\u548c\u89e3\u51b3\uff0c\u8f7b\u5219\u5f71\u54cd\u5206\u6790\u7ed3\u679c\u65f6\u6548\u6027\uff0c\u91cd\u5219\u5bfc\u81f4\u4e1a\u52a1\u51b3\u7b56\u5931\u8bef\u3002\u800c\u4f20\u7edf\u8fd0\u7ef4\u624b\u6bb5\u4f9d\u8d56\u4eba\u5de5\u6392\u67e5\uff0c\u6548\u7387\u4f4e\u4e14\u6ede\u540e\u6027\u5f3a\u3002<\/p>\n<p><strong>\u5e94\u7528\u6027\u80fd\u7ba1\u7406\u7cfb\u7edf\u901a\u8fc7\u5168\u94fe\u8def\u76d1\u63a7\u4e0e\u81ea\u52a8\u5316\u5206\u6790<\/strong>\uff0c\u80fd\u591f\u5b9e\u65f6\u6355\u6349\u6027\u80fd\u6307\u6807\uff08\u5982\u54cd\u5e94\u65f6\u95f4\u3001\u9519\u8bef\u7387\u3001\u8d44\u6e90\u5229\u7528\u7387\uff09\uff0c\u5e76\u5173\u8054\u4e1a\u52a1\u573a\u666f\u5b9a\u4f4d\u95ee\u9898\u6839\u6e90\u3002\u4f8b\u5982\uff0c\u67d0\u96f6\u552e\u4f01\u4e1a\u901a\u8fc7APM\u53d1\u73b0\u5176\u7528\u6237\u884c\u4e3a\u5206\u6790\u5e73\u53f0\u7684\u6570\u636e\u5e93\u67e5\u8be2\u65f6\u95f4\u5728\u9ad8\u5cf0\u671f\u6fc0\u589e300%\uff0c\u8fdb\u4e00\u6b65\u8ffd\u8e2a\u53d1\u73b0\u662f\u672a\u4f18\u5316\u7684SQL\u8bed\u53e5\u5bfc\u81f4\u7d22\u5f15\u5931\u6548\u3002\u901a\u8fc7\u9488\u5bf9\u6027\u4f18\u5316\uff0c\u7cfb\u7edf\u541e\u5410\u91cf\u63d0\u5347\u4e8640%\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-apm\u5982\u4f55\u8d4b\u80fd\u5927\u6570\u636e\u5206\u6790\u7684\u5173\u952e\u573a\u666f\"><strong>\u4e8c\u3001APM\u5982\u4f55\u8d4b\u80fd\u5927\u6570\u636e\u5206\u6790\u7684\u5173\u952e\u573a\u666f<\/strong><\/h3>\n<h4 id=\"1-\u5b9e\u65f6\u76d1\u63a7-\u4ece-\u4e8b\u540e\u8865\u6551-\u5230-\u4e3b\u52a8\u9884\u8b66\"><strong>1. \u5b9e\u65f6\u76d1\u63a7\uff1a\u4ece\u201c\u4e8b\u540e\u8865\u6551\u201d\u5230\u201c\u4e3b\u52a8\u9884\u8b66\u201d<\/strong><\/h4>\n<p>\u5927\u6570\u636e\u5206\u6790\u5bf9\u5b9e\u65f6\u6027\u8981\u6c42\u6781\u9ad8\u3002\u4f8b\u5982\uff0c\u91d1\u878d\u98ce\u63a7\u573a\u666f\u4e2d\uff0c\u6beb\u79d2\u7ea7\u7684\u5ef6\u8fdf\u53ef\u80fd\u5bfc\u81f4\u6570\u5343\u4e07\u635f\u5931\u3002<strong><em>\u5e94\u7528\u6027\u80fd\u7ba1\u7406\u7cfb\u7edf\u7684\u5b9e\u65f6\u76d1\u63a7\u80fd\u529b\uff0c\u6b63\u662f\u89e3\u51b3\u8fd9\u4e00\u75db\u70b9\u7684\u5173\u952e<\/em><\/strong>\u3002\u901a\u8fc7<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u6280\u672f\uff0cAPM\u53ef\u7ec6\u5316\u5230\u5355\u4e2a\u5fae\u670d\u52a1\u6216API\u7684\u8c03\u7528\u94fe\u8def\uff0c\u7cbe\u51c6\u8bc6\u522b\u6162\u67e5\u8be2\u3001\u7ebf\u7a0b\u963b\u585e\u7b49\u95ee\u9898\u3002<\/p>\n<p>\u4ee5\u67d0\u7535\u5546\u5e73\u53f0\u7684\u4fc3\u9500\u6d3b\u52a8\u4e3a\u4f8b\uff0cAPM\u63d0\u524d\u9884\u8b66\u4e86\u65e5\u5fd7\u5206\u6790\u96c6\u7fa4\u7684\u78c1\u76d8I\/O\u63a5\u8fd1\u9608\u503c\uff0c\u8fd0\u7ef4\u56e2\u961f\u53ca\u65f6\u6269\u5c55\u5b58\u50a8\u8d44\u6e90\uff0c\u907f\u514d\u4e86\u56e0\u6570\u636e\u4e22\u5931\u5f15\u53d1\u7684\u7528\u6237\u753b\u50cf\u8ba1\u7b97\u4e2d\u65ad\u3002<\/p>\n<h4 id=\"2-\u8d44\u6e90\u4f18\u5316-\u5e73\u8861\u6548\u7387\u4e0e\u6210\u672c\"><strong>2. \u8d44\u6e90\u4f18\u5316\uff1a\u5e73\u8861\u6548\u7387\u4e0e\u6210\u672c<\/strong><\/h4>\n<p>\u5927\u6570\u636e\u5206\u6790\u5f80\u5f80\u9700\u8981\u6d88\u8017\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90\u3002\u636e\u7edf\u8ba1\uff0c\u4f01\u4e1a30%\u7684\u4e91\u8ba1\u7b97\u6210\u672c\u6d6a\u8d39\u5728\u672a\u5145\u5206\u5229\u7528\u7684\u8d44\u6e90\u4e0a\u3002APM\u901a\u8fc7\u52a8\u6001\u5206\u6790\u5404\u7ec4\u4ef6\uff08\u5982Spark\u96c6\u7fa4\u3001Kafka\u6d88\u606f\u961f\u5217\uff09\u7684\u8d44\u6e90\u6d88\u8017\u6a21\u5f0f\uff0c\u53ef\u751f\u6210\u4f18\u5316\u5efa\u8bae\uff1a<\/p>\n<ul>\n<li><strong>\u52a8\u6001\u6269\u7f29\u5bb9<\/strong>\uff1a\u6839\u636e\u8d1f\u8f7d\u81ea\u52a8\u8c03\u6574\u8ba1\u7b97\u8282\u70b9\u6570\u91cf\uff1b\n<\/li>\n<li><strong>\u4efb\u52a1\u8c03\u5ea6\u4f18\u5316<\/strong>\uff1a\u5c06\u9ad8\u4f18\u5148\u7ea7\u4efb\u52a1\u5206\u914d\u81f3\u7a7a\u95f2\u8d44\u6e90\uff1b\n<\/li>\n<li><strong>\u5b58\u50a8\u5206\u5c42\u7ba1\u7406<\/strong>\uff1a\u5c06\u51b7\u6570\u636e\u8fc1\u79fb\u81f3\u4f4e\u6210\u672c\u5b58\u50a8\u4ecb\u8d28\u3002\n<\/li>\n<\/ul>\n<p>\u67d0\u7269\u6d41\u516c\u53f8\u901a\u8fc7APM\u7684\u8d44\u6e90\u5229\u7528\u7387\u62a5\u544a\uff0c\u5c06Hadoop\u96c6\u7fa4\u7684\u5197\u4f59\u8282\u70b9\u7f29\u51cf\u4e8625%\uff0c\u5e74\u8282\u7701\u4e91\u652f\u51fa\u8d85\u767e\u4e07\u3002<\/p>\n<h4 id=\"3-\u6545\u969c\u6839\u56e0\u5206\u6790-\u7f29\u77edmttr-\u5e73\u5747\u4fee\u590d\u65f6\u95f4\"><strong>3. <a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6545\u969c<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a><\/a>\uff1a\u7f29\u77edMTTR\uff08\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff09<\/strong><\/h4>\n<p>\u5927\u6570\u636e\u5e73\u53f0\u7684\u6545\u969c\u6392\u67e5\u5e38\u6d89\u53ca\u591a\u4e2a\u6280\u672f\u6808\uff08\u5982\u6570\u636e\u5e93\u3001\u4e2d\u95f4\u4ef6\u3001\u7f51\u7edc\uff09\u3002APM\u7684<strong>\u667a\u80fd<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\uff08RCA\uff09<\/strong>\u529f\u80fd\uff0c\u53ef\u81ea\u52a8\u5173\u8054\u65e5\u5fd7\u3001\u6307\u6807\u4e0e\u62d3\u6251\u5173\u7cfb\uff0c\u5feb\u901f\u5b9a\u4f4d\u95ee\u9898\u6e90\u5934\u3002\u4f8b\u5982\uff0c\u67d0\u89c6\u9891\u5e73\u53f0\u7684\u6570\u636e\u6e56\u5206\u6790\u5ef6\u8fdf\u9aa4\u589e\uff0cAPM\u901a\u8fc7\u8ffd\u8e2a\u53d1\u73b0\u662f\u8de8\u533a\u57df\u6570\u636e\u540c\u6b65\u670d\u52a1\u7684\u7f51\u7edc\u5e26\u5bbd\u9971\u548c\u6240\u81f4\uff0c\u800c\u975e\u6700\u521d\u6000\u7591\u7684\u8ba1\u7b97\u8d44\u6e90\u4e0d\u8db3\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-apm\u4e0e\u5927\u6570\u636e\u6280\u672f\u7684\u878d\u5408\u8d8b\u52bf\"><strong>\u4e09\u3001APM\u4e0e\u5927\u6570\u636e\u6280\u672f\u7684\u878d\u5408\u8d8b\u52bf<\/strong><\/h3>\n<p>\u968f\u7740\u5927\u6570\u636e\u6280\u672f\u6808\u7684\u8fed\u4ee3\uff0cAPM\u7684\u76d1\u63a7\u7ef4\u5ea6\u4e5f\u5728\u6301\u7eed\u6269\u5c55\uff1a<\/p>\n<ol>\n<li><strong>\u4e91\u539f\u751f\u73af\u5883\u7684\u9002\u914d<\/strong>\uff1aKubernetes\u3001Serverless\u67b6\u6784\u7684\u666e\u53ca\uff0c\u8981\u6c42APM\u652f\u6301\u5f39\u6027\u6269\u7f29\u5bb9\u573a\u666f\u4e0b\u7684\u6027\u80fd\u8ffd\u8e2a\uff1b\n<\/li>\n<li><strong>AI\u9a71\u52a8\u7684\u9884\u6d4b\u6027\u7ef4\u62a4<\/strong>\uff1a\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u5206\u6790\u5386\u53f2\u6027\u80fd\u6570\u636e\uff0c\u9884\u6d4b\u6f5c\u5728\u6545\u969c\u70b9\u3002\u4f8b\u5982\uff0c\u67d0APM\u5de5\u5177\u63d0\u524d48\u5c0f\u65f6\u9884\u8b66\u4e86Elasticsearch\u96c6\u7fa4\u7684\u78c1\u76d8\u6545\u969c\u98ce\u9669\uff1b\n<\/li>\n<li><strong>\u8fb9\u7f18\u8ba1\u7b97\u573a\u666f\u7684\u652f\u6301<\/strong>\uff1a\u5728IoT\u6570\u636e\u5206\u6790\u4e2d\uff0cAPM\u9700\u517c\u987e\u8fb9\u7f18\u8bbe\u5907\u7684\u8d44\u6e90\u9650\u5236\u4e0e\u4e2d\u5fc3\u4e91\u7684\u534f\u540c\u7ba1\u7406\u3002\n<\/li>\n<\/ol>\n<p><strong><em>\u5f00\u6e90APM\u5de5\u5177\uff08\u5982SkyWalking\u3001Prometheus\uff09\u7684\u5d1b\u8d77<\/em><\/strong>\uff0c\u964d\u4f4e\u4e86\u4f01\u4e1a\u90e8\u7f72\u6210\u672c\uff0c\u540c\u65f6\u4e5f\u63a8\u52a8\u4e86\u5927\u5382\uff08\u5982Datadog\u3001New Relic\uff09\u5728\u529f\u80fd\u96c6\u6210\u4e0a\u7684\u521b\u65b0\u3002<\/p>\n<hr>\n<h3 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