{"id":36986,"date":"2025-04-11T15:26:48","date_gmt":"2025-04-11T07:26:48","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=36986"},"modified":"2025-04-11T15:26:48","modified_gmt":"2025-04-11T07:26:48","slug":"%e4%ba%91%e5%8e%9f%e7%94%9fapm%e5%a6%82%e4%bd%95%e6%94%af%e6%8c%81%e4%bc%81%e4%b8%9a%e5%ae%9e%e7%8e%b0%e6%8c%81%e7%bb%ad%e6%94%b9%e8%bf%9b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/36986.html","title":{"rendered":"\u4e91\u539f\u751fAPM\u5982\u4f55\u652f\u6301\u4f01\u4e1a\u5b9e\u73b0\u6301\u7eed\u6539\u8fdb\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/04\/b7dTm6jV.jpg\" alt=\"\u4e91\u539f\u751fAPM\u5982\u4f55\u652f\u6301\u4f01\u4e1a\u5b9e\u73b0\u6301\u7eed\u6539\u8fdb\uff1f\" ><\/p>\n<\/p>\n<p><strong>\u524d\u8a00<\/strong><br 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style=\"color:blue\">\u5e94\u7528\u6027\u80fd\u7ba1\u7406<\/a>\uff09<\/strong>\u6b63\u6210\u4e3a\u4f01\u4e1a\u7834\u89e3\u8fd9\u4e00\u96be\u9898\u7684\u6838\u5fc3\u5de5\u5177\u3002\u5b83\u4e0d\u4ec5\u80fd\u591f\u5b9e\u65f6\u6355\u6349\u7cfb\u7edf\u8fd0\u884c\u72b6\u6001\uff0c\u66f4\u80fd\u901a\u8fc7\u6570\u636e\u9a71\u52a8\u7684\u6d1e\u5bdf\uff0c\u4e3a\u4f01\u4e1a\u6784\u5efa\u6301\u7eed\u6539\u8fdb\u7684\u95ed\u73af\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u4e91\u539f\u751fAPM\u5982\u4f55\u4ece\u6548\u80fd\u4f18\u5316\u3001\u6545\u969c\u9884\u9632\u5230\u7528\u6237\u4f53\u9a8c\u63d0\u5347\uff0c\u5168\u65b9\u4f4d\u8d4b\u80fd\u4f01\u4e1a\u7684\u654f\u6377\u8fdb\u5316\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u4e91\u539f\u751fapm-\u6301\u7eed\u6539\u8fdb\u7684-\u795e\u7ecf\u4e2d\u67a2\"><strong>\u4e00\u3001\u4e91\u539f\u751fAPM\uff1a\u6301\u7eed\u6539\u8fdb\u7684\u201c\u795e\u7ecf\u4e2d\u67a2\u201d<\/strong><\/h3>\n<p>\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u4ee5\u670d\u52a1\u5668\u548c\u7f51\u7edc\u4e3a\u6838\u5fc3\uff0c\u800c<strong>\u4e91\u539f\u751fAPM<\/strong>\u7684\u7a81\u7834\u5728\u4e8e\u5176\u201c\u4ee5\u5e94\u7528\u4e3a\u4e2d\u5fc3\u201d\u7684\u8bbe\u8ba1\u7406\u5ff5\u3002\u5728\u5fae\u670d\u52a1\u67b6\u6784\u4e2d\uff0c\u4e00\u4e2a\u7528\u6237\u8bf7\u6c42\u53ef\u80fd\u8de8\u8d8a\u6570\u5341\u4e2a\u670d\u52a1\u8282\u70b9\uff0c\u6d89\u53ca\u6570\u767e\u4e2a\u5bb9\u5668\u5b9e\u4f8b\u3002\u901a\u8fc7<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u3001\u4ee3\u7801\u7ea7\u8bca\u65ad\u548c\u5168\u94fe\u8def\u76d1\u63a7\uff0cAPM\u80fd\u591f\u7cbe\u51c6\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\u2014\u2014\u4f8b\u5982\u67d0\u4e2a\u6570\u636e\u5e93\u67e5\u8be2\u5ef6\u8fdf\u6fc0\u589e\uff0c\u6216\u662f\u7279\u5b9aAPI\u5728\u9ad8\u5e76\u53d1\u4e0b\u54cd\u5e94\u8d85\u65f6\u3002<\/p>\n<p><em>\u4f8b\u5982\uff0c\u67d0\u7535\u5546\u5e73\u53f0\u5728\u201c\u53cc11\u201d\u5927\u4fc3\u671f\u95f4\uff0c\u901a\u8fc7APM\u53d1\u73b0\u652f\u4ed8\u670d\u52a1\u7684Redis\u7f13\u5b58\u547d\u4e2d\u7387\u9aa4\u964d\uff0c\u5bfc\u81f4\u6570\u636e\u5e93\u538b\u529b\u6fc0\u589e\u3002\u56e2\u961f\u8fc5\u901f\u8c03\u6574\u7f13\u5b58\u7b56\u7565\uff0c\u907f\u514d\u4e86\u670d\u52a1\u5668\u96ea\u5d29\u3002<\/em> \u8fd9\u79cd<strong>\u5b9e\u65f6\u53cd\u9988\u673a\u5236<\/strong>\uff0c\u4f7f\u5f97\u4f01\u4e1a\u80fd\u591f\u4ece\u201c\u4e8b\u540e\u6551\u706b\u201d\u8f6c\u5411\u201c\u4e8b\u524d\u9884\u9632\u201d\uff0c\u4e3a\u6301\u7eed\u6539\u8fdb\u63d0\u4f9b\u53ef\u91cf\u5316\u7684\u4f9d\u636e\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u6570\u636e\u9a71\u52a8-\u4ece-\u7ecf\u9a8c\u51b3\u7b56-\u5230-\u7cbe\u51c6\u4f18\u5316\"><strong>\u4e8c\u3001\u6570\u636e\u9a71\u52a8\uff1a\u4ece\u201c\u7ecf\u9a8c\u51b3\u7b56\u201d\u5230\u201c\u7cbe\u51c6\u4f18\u5316\u201d<\/strong><\/h3>\n<p>\u4e91\u539f\u751f\u73af\u5883\u4e0b\u7684\u7cfb\u7edf\u590d\u6742\u5ea6\uff0c\u4f7f\u5f97\u4eba\u5de5\u7ecf\u9a8c\u96be\u4ee5\u8986\u76d6\u6240\u6709\u6f5c\u5728\u98ce\u9669\u3002<strong>APM\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u6027\u80fd\u6570\u636e\u8f6c\u5316\u4e3a\u51b3\u7b56\u6d1e\u5bdf<\/strong>\u3002\u901a\u8fc7\u805a\u5408\u65e5\u5fd7\u3001\u6307\u6807\u548c\u94fe\u8def\u8ffd\u8e2a\u4fe1\u606f\uff0cAPM\u5e73\u53f0\u53ef\u4ee5\u81ea\u52a8\u751f\u6210\u670d\u52a1\u4f9d\u8d56\u56fe\u8c31\uff0c\u8bc6\u522b\u8d44\u6e90\u5229\u7528\u7387\u4f4e\u7684\u5197\u4f59\u6a21\u5757\uff0c\u751a\u81f3\u9884\u6d4b\u5bb9\u91cf\u74f6\u9888\u3002<\/p>\n<p><em>\u4ee5\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u4e3a\u4f8b\uff0c\u5176APM\u7cfb\u7edf\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u5206\u6790\u5386\u53f2\u6570\u636e\uff0c\u53d1\u73b0\u6bcf\u5468\u4e94\u4e0b\u5348\u4ea4\u6613\u7cfb\u7edf\u7684CPU\u4f7f\u7528\u7387\u5b58\u5728\u89c4\u5f8b\u6027\u5cf0\u503c\u3002\u56e2\u961f\u636e\u6b64\u63d0\u524d\u6269\u5bb9\u5bb9\u5668\u96c6\u7fa4\uff0c\u5c06\u54cd\u5e94\u5ef6\u8fdf\u964d\u4f4e\u4e8640%\u3002<\/em> \u8fd9\u79cd<strong>\u6570\u636e\u9a71\u52a8\u7684\u4f18\u5316\u6a21\u5f0f<\/strong>\uff0c\u8ba9\u4f01\u4e1a\u7684\u8d44\u6e90\u6295\u5165\u66f4\u52a0\u7cbe\u51c6\uff0c\u907f\u514d\u4e86\u201c\u8fc7\u5ea6\u914d\u7f6e\u201d\u6216\u201c\u6027\u80fd\u4e0d\u8db3\u201d\u7684\u4e24\u6781\u56f0\u5883\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u52a0\u901f\u8fed\u4ee3-apm\u4e0edevops\u7684\u534f\u540c\u6548\u5e94\"><strong>\u4e09\u3001\u52a0\u901f\u8fed\u4ee3\uff1aAPM\u4e0eDevOps\u7684\u534f\u540c\u6548\u5e94<\/strong><\/h3>\n<p>\u5728\u654f\u6377\u5f00\u53d1\u6d41\u7a0b\u4e2d\uff0c\u5feb\u901f\u8fed\u4ee3\u4e0e\u7cfb\u7edf\u7a33\u5b9a\u6027\u5e38\u88ab\u89c6\u4e3a\u77db\u76fe\u3002\u800c<strong>\u4e91\u539f\u751fAPM\u901a\u8fc7\u201c\u53ef\u89c2\u6d4b\u6027\u5373\u4ee3\u7801\u201d\uff08Observability as Code\uff09<\/strong>\uff0c\u5c06\u76d1\u63a7\u80fd\u529b\u5d4c\u5165CI\/CD\u6d41\u6c34\u7ebf\u3002\u5f00\u53d1\u56e2\u961f\u5728\u53d1\u5e03\u65b0\u529f\u80fd\u65f6\uff0c\u53ef\u901a\u8fc7APM\u7684\u9ec4\u91d1\u6307\u6807\uff08\u5982\u9519\u8bef\u7387\u3001\u541e\u5410\u91cf\u3001\u5ef6\u8fdf\uff09\u5b9e\u65f6\u9a8c\u8bc1\u7248\u672c\u8868\u73b0\u3002<\/p>\n<p><em>\u67d0SaaS\u4f01\u4e1a\u5728\u7070\u5ea6\u53d1\u5e03\u8fc7\u7a0b\u4e2d\uff0cAPM\u68c0\u6d4b\u5230\u65b0\u7248\u672c\u5bfc\u81f4\u8eab\u4efd\u9a8c\u8bc1\u670d\u52a1\u768499\u5206\u4f4d\u5ef6\u8fdf\u4e0a\u5347200ms\u3002\u5f00\u53d1\u4eba\u5458\u7acb\u5373\u56de\u6eda\u4ee3\u7801\u5e76\u5b9a\u4f4d\u5230JVM\u5185\u5b58\u6cc4\u6f0f\u95ee\u9898\uff0c\u907f\u514d\u4e86\u5168\u91cf\u53d1\u5e03\u7684\u707e\u96be\u6027\u540e\u679c\u3002<\/em> \u8fd9\u79cd<strong>\u95ed\u73af\u53cd\u9988\u673a\u5236<\/strong>\uff0c\u663e\u8457\u7f29\u77ed\u4e86\u201c\u5f00\u53d1-\u6d4b\u8bd5-\u4fee\u590d\u201d\u5468\u671f\uff0c\u4f7f\u6301\u7eed\u4ea4\u4ed8\u771f\u6b63\u5177\u5907\u201c\u6301\u7eed\u6539\u8fdb\u201d\u7684\u5185\u6db5\u3002<\/p>\n<hr>\n<h3 id=\"\u56db-\u6210\u672c\u6cbb\u7406-\u4f18\u5316\u8d44\u6e90\u5229\u7528\u7684-\u9690\u5f62\u63a8\u624b\"><strong>\u56db\u3001\u6210\u672c\u6cbb\u7406\uff1a\u4f18\u5316\u8d44\u6e90\u5229\u7528\u7684\u201c\u9690\u5f62\u63a8\u624b\u201d<\/strong><\/h3>\n<p>\u4e91\u539f\u751f\u67b6\u6784\u7684\u5f39\u6027\u4f38\u7f29\u7279\u6027\uff0c\u867d\u7136\u63d0\u5347\u4e86\u4e1a\u52a1\u7075\u6d3b\u6027\uff0c\u4f46\u4e5f\u53ef\u80fd\u5bfc\u81f4\u8d44\u6e90\u6d6a\u8d39\u3002<strong>APM\u7684\u7cbe\u7ec6\u5316\u76d1\u63a7\u80fd\u529b<\/strong>\uff0c\u80fd\u591f\u63ed\u793a\u9690\u85cf\u7684\u6210\u672c\u9ed1\u6d1e\u3002\u4f8b\u5982\uff0c\u8bc6\u522b\u957f\u671f\u5904\u4e8e\u4f4e\u8d1f\u8f7d\u72b6\u6001\u7684\u5bb9\u5668\u5b9e\u4f8b\u3001\u5206\u6790\u5b58\u50a8\u670d\u52a1\u7684IOPS\u662f\u5426\u4e0e\u4e1a\u52a1\u9700\u6c42\u5339\u914d\uff0c\u751a\u81f3\u8ffd\u8e2a\u5230\u67d0\u4e2a\u8fc7\u5ea6\u8c03\u7528\u7b2c\u4e09\u65b9API\u7684\u5fae\u670d\u52a1\u6a21\u5757\u3002<\/p>\n<p><em>\u4e00\u5bb6\u89c6\u9891\u6d41\u5a92\u4f53\u5e73\u53f0\u901a\u8fc7APM\u53d1\u73b0\uff0c\u5176\u8f6c\u7801\u670d\u52a1\u7684GPU\u5229\u7528\u7387\u4ec5\u4e3a30%\uff0c\u4f46\u5bb9\u5668\u914d\u7f6e\u5374\u6309\u5cf0\u503c\u9700\u6c42\u9884\u7559\u3002\u8c03\u6574\u8d44\u6e90\u914d\u7f6e\u7b56\u7565\u540e\uff0c\u6708\u5ea6\u4e91\u8ba1\u7b97\u6210\u672c\u4e0b\u964d18%\u3002<\/em> \u8fd9\u79cd<strong>\u6210\u672c\u4e0e\u6027\u80fd\u7684\u5e73\u8861\u80fd\u529b<\/strong>\uff0c\u4f7f\u4f01\u4e1a\u80fd\u591f\u5728\u4fdd\u969c\u7528\u6237\u4f53\u9a8c\u7684\u540c\u65f6\uff0c\u6700\u5927\u5316\u8d44\u6e90\u6548\u76ca\u3002<\/p>\n<hr>\n<h3 id=\"\u4e94-\u7528\u6237\u4f53\u9a8c-\u4ece\u7cfb\u7edf\u6307\u6807\u5230\u4e1a\u52a1\u4ef7\u503c\u7684\u8f6c\u5316\"><strong>\u4e94\u3001\u7528\u6237\u4f53\u9a8c\uff1a\u4ece\u7cfb\u7edf\u6307\u6807\u5230\u4e1a\u52a1\u4ef7\u503c\u7684\u8f6c\u5316<\/strong><\/h3>\n<p>\u4f20\u7edf\u76d1\u63a7\u805a\u7126\u4e8e\u670d\u52a1\u5668\u662f\u5426\u201c\u6d3b\u7740\u201d\uff0c\u800c\u4e91\u539f\u751fAPM\u66f4\u8fdb\u4e00\u6b65\u2014\u2014\u5173\u6ce8\u7528\u6237\u662f\u5426\u201c\u6ee1\u610f\u201d\u3002\u901a\u8fc7\u7aef\u5230\u7aef\u7528\u6237\u4f53\u9a8c\u76d1\u63a7\uff08\u5982\u9875\u9762\u52a0\u8f7d\u65f6\u95f4\u3001API\u6210\u529f\u7387\u3001\u79fb\u52a8\u7aef\u5d29\u6e83\u7387\uff09\uff0cAPM\u5c06\u6280\u672f\u6307\u6807\u4e0e\u4e1a\u52a1KPI\u76f4\u63a5\u5173\u8054\u3002<\/p>\n<p><em>\u67d0\u822a\u7a7a\u516c\u53f8\u7684\u9884\u8ba2\u7cfb\u7edf\u66fe\u56e0\u652f\u4ed8\u7f51\u5173\u5ef6\u8fdf\u5bfc\u81f4\u8ba2\u5355\u6d41\u5931\u7387\u4e0a\u53475%\u3002APM\u4e0d\u4ec5\u5b9a\u4f4d\u5230\u7f51\u7edc\u94fe\u8def\u95ee\u9898\uff0c\u8fd8\u901a\u8fc7A\/B\u6d4b\u8bd5\u9a8c\u8bc1\u4e86\u4f18\u5316\u65b9\u6848\uff0c\u6700\u7ec8\u4f7f\u8f6c\u5316\u7387\u56de\u5347\u81f3\u5386\u53f2\u9ad8\u4f4d\u3002<\/em> 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