{"id":35177,"date":"2025-03-11T15:32:29","date_gmt":"2025-03-11T07:32:29","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=35177"},"modified":"2025-03-11T15:32:29","modified_gmt":"2025-03-11T07:32:29","slug":"%e5%a6%82%e4%bd%95%e9%80%9a%e8%bf%87%e5%ba%94%e7%94%a8%e6%80%a7%e8%83%bd%e7%ae%a1%e7%90%86%e6%8f%90%e5%8d%87%e6%b8%b8%e6%88%8f%e6%9c%8d%e5%8a%a1%e5%99%a8%e6%80%a7%e8%83%bd%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/35177.html","title":{"rendered":"\u5982\u4f55\u901a\u8fc7\u5e94\u7528\u6027\u80fd\u7ba1\u7406\u63d0\u5347\u6e38\u620f\u670d\u52a1\u5668\u6027\u80fd\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/973InGSjf.jpg\" alt=\"\u5982\u4f55\u901a\u8fc7\u5e94\u7528\u6027\u80fd\u7ba1\u7406\u63d0\u5347\u6e38\u620f\u670d\u52a1\u5668\u6027\u80fd\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>\uff08APM\uff09<\/strong>\u6b63\u6210\u4e3a\u6e38\u620f\u5f00\u53d1\u8005\u7834\u5c40\u7684\u5173\u952e\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u5982\u4f55\u901a\u8fc7APM\u6280\u672f\u7cbe\u51c6\u5b9a\u4f4d\u74f6\u9888\u3001\u4f18\u5316\u8d44\u6e90\u5206\u914d\uff0c\u6700\u7ec8\u5b9e\u73b0\u670d\u52a1\u5668\u6027\u80fd\u7684\u8d28\u53d8\u7ea7\u63d0\u5347\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u6e38\u620f\u670d\u52a1\u5668\u6027\u80fd\u7684-\u9690\u5f62\u6740\u624b-\u4e0eapm\u7684\u6838\u5fc3\u4ef7\u503c\">\u4e00\u3001\u6e38\u620f\u670d\u52a1\u5668\u6027\u80fd\u7684\u201c\u9690\u5f62\u6740\u624b\u201d\u4e0eAPM\u7684\u6838\u5fc3\u4ef7\u503c<\/h3>\n<p>\u6e38\u620f\u670d\u52a1\u5668\u7684\u6027\u80fd\u6311\u6218\u8fdc\u4e0d\u6b62\u201c\u7528\u6237\u8fc7\u591a\u201d\u8fd9\u822c\u7b80\u5355\u3002\u4ece\u6570\u636e\u5e93\u9501\u7ade\u4e89\u5230\u5185\u5b58\u6cc4\u6f0f\uff0c\u4ece\u5206\u5e03\u5f0f\u67b6\u6784\u7684\u901a\u4fe1\u5ef6\u8fdf\u5230\u7b2c\u4e09\u65b9\u63a5\u53e3\u7684\u8d85\u65f6\uff0c\u6bcf\u4e00\u4e2a\u73af\u8282\u90fd\u53ef\u80fd\u6210\u4e3a\u538b\u57ae\u670d\u52a1\u5668\u7684\u201c\u6700\u540e\u4e00\u6839\u7a3b\u8349\u201d\u3002\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u901a\u5e38\u53ea\u80fd\u63d0\u4f9bCPU\u3001\u5185\u5b58\u7b49\u57fa\u7840\u6307\u6807\uff0c\u800c<strong>APM\u7cfb\u7edf\u901a\u8fc7<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u94fe\u8def\u8ffd\u8e2a<\/a>\u3001\u4ee3\u7801\u7ea7\u8bca\u65ad\u548c\u5b9e\u65f6\u6570\u636e\u5206\u6790<\/strong>\uff0c\u80fd\u591f\u7a7f\u900f\u8868\u8c61\uff0c\u7cbe\u51c6\u5b9a\u4f4d\u95ee\u9898\u6839\u6e90\u3002<\/p>\n<p>\u67d0\u77e5\u540dMMORPG\u66fe\u906d\u9047\u6218\u6597\u573a\u666f\u4e0b\u670d\u52a1\u5668\u9891\u7e41\u5d29\u6e83\u7684\u95ee\u9898\u3002\u901a\u8fc7APM\u7684<strong>\u706b\u7130\u56fe\u5206\u6790<\/strong>\uff0c\u56e2\u961f\u53d1\u73b0\u5e95\u5c42\u7269\u7406\u5f15\u64ce\u7684\u78b0\u649e\u68c0\u6d4b\u7b97\u6cd5\u5b58\u5728\u5197\u4f59\u8ba1\u7b97\uff0c\u5728\u9ad8\u5e76\u53d1\u65f6\u4ea7\u751f\u6307\u6570\u7ea7\u8d44\u6e90\u6d88\u8017\u3002\u4f18\u5316\u540e\uff0c\u670d\u52a1\u5668\u627f\u8f7d\u80fd\u529b\u63d0\u5347\u4e863\u500d\uff0c\u8fd0\u7ef4\u6210\u672c\u964d\u4f4e40%\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-apm\u5728\u6e38\u620f\u670d\u52a1\u5668\u4f18\u5316\u4e2d\u7684\u56db\u5927\u5b9e\u6218\u573a\u666f\">\u4e8c\u3001APM\u5728\u6e38\u620f\u670d\u52a1\u5668\u4f18\u5316\u4e2d\u7684\u56db\u5927\u5b9e\u6218\u573a\u666f<\/h3>\n<h4 id=\"1-\u5b9e\u65f6\u76d1\u63a7\u4e0e\u9884\u8b66-\u4ece\u88ab\u52a8\u6551\u706b\u5230\u4e3b\u52a8\u9632\u5fa1\"><strong>1. \u5b9e\u65f6\u76d1\u63a7\u4e0e\u9884\u8b66\uff1a\u4ece\u88ab\u52a8\u6551\u706b\u5230\u4e3b\u52a8\u9632\u5fa1<\/strong><\/h4>\n<p>APM\u7684<strong>\u5206\u5e03\u5f0f\u63a2\u9488\u6280\u672f<\/strong>\u53ef\u5b9e\u65f6\u91c7\u96c6\u670d\u52a1\u5668\u96c6\u7fa4\u7684\u6bcf\u79d2\u4e8b\u52a1\u6570\uff08TPS\uff09\u3001\u54cd\u5e94\u65f6\u95f4\uff08RT\uff09\u3001\u9519\u8bef\u7387\u7b49\u6838\u5fc3\u6307\u6807\u3002\u901a\u8fc7\u8bbe\u7f6e\u52a8\u6001\u9608\u503c\uff0c\u7cfb\u7edf\u80fd\u5728CPU\u4f7f\u7528\u7387\u8fbe\u523070%\u65f6\u81ea\u52a8\u89e6\u53d1\u6269\u5bb9\uff0c\u800c\u975e\u7b49\u5230100%\u5b95\u673a\u540e\u624d\u54cd\u5e94\u3002<em>\u300a\u8352\u91ce\u884c\u52a8\u300b\u5f00\u53d1\u56e2\u961f\u66fe\u501f\u52a9\u8fd9\u4e00\u673a\u5236\uff0c\u5728\u9ad8\u5cf0\u65f6\u6bb5\u5b9e\u73b0\u79d2\u7ea7\u5f39\u6027\u6269\u5bb9\uff0c\u8282\u7701\u4e8635%\u7684\u4e91\u8ba1\u7b97\u6210\u672c\u3002<\/em><\/p>\n<h4 id=\"2-\u4ee3\u7801\u7ea7\u6027\u80fd\u5256\u6790-\u63ea\u51fa-\u5403\u8d44\u6e90-\u7684\u5143\u51f6\"><strong>2. \u4ee3\u7801\u7ea7\u6027\u80fd\u5256\u6790\uff1a\u63ea\u51fa\u201c\u5403\u8d44\u6e90\u201d\u7684\u5143\u51f6<\/strong><\/h4>\n<p>\u5f53\u670d\u52a1\u5668\u51fa\u73b0\u6027\u80fd\u74f6\u9888\u65f6\uff0cAPM\u7684<strong>\u4ee3\u7801\u70ed\u70b9\u5206\u6790\u529f\u80fd<\/strong>\u80fd\u7cbe\u786e\u5230\u5177\u4f53\u51fd\u6570\u8c03\u7528\u5c42\u7ea7\u3002\u4f8b\u5982\uff0c\u67d0SLG\u6e38\u620f\u7684\u5339\u914d\u7cfb\u7edf\u5728\u66f4\u65b0\u540e\u54cd\u5e94\u65f6\u95f4\u6fc0\u589e\uff0cAPM\u8ffd\u8e2a\u663e\u793a\u95ee\u9898\u6e90\u4e8e\u4e00\u4e2a\u672a\u88ab\u4f18\u5316\u7684JSON\u5e8f\u5217\u5316\u5e93\u3002\u66ff\u6362\u4e3aProtobuf\u540e\uff0c\u5ef6\u8fdf\u4ece800ms\u964d\u81f350ms\u3002<\/p>\n<h4 id=\"3-\u6570\u636e\u5e93\u4e0e\u7f13\u5b58\u4f18\u5316-\u6253\u7834i-o\u6027\u80fd\u5929\u82b1\u677f\"><strong>3. \u6570\u636e\u5e93\u4e0e\u7f13\u5b58\u4f18\u5316\uff1a\u6253\u7834I\/O\u6027\u80fd\u5929\u82b1\u677f<\/strong><\/h4>\n<p>\u6e38\u620f\u670d\u52a1\u5668\u7684\u6570\u636e\u5e93\u67e5\u8be2\u5f80\u5f80\u5360\u7528\u4e8650%\u4ee5\u4e0a\u7684\u54cd\u5e94\u65f6\u95f4\u3002APM\u7684<strong>\u6162\u67e5\u8be2\u5206\u6790\u6a21\u5757<\/strong>\u53ef\u81ea\u52a8\u6807\u8bb0\u6267\u884c\u65f6\u95f4\u8d85\u8fc7\u9608\u503c\u7684SQL\u8bed\u53e5\uff0c\u5e76\u63d0\u4f9b\u7d22\u5f15\u4f18\u5316\u5efa\u8bae\u3002\u67d0\u68cb\u724c\u7c7b\u6e38\u620f\u901a\u8fc7\u91cd\u6784\u7d22\u5f15\uff0c\u5c06\u6392\u884c\u699c\u67e5\u8be2\u6548\u7387\u63d0\u5347\u4e8612\u500d\u3002\u540c\u65f6\uff0c\u7ed3\u5408Redis\u7f13\u5b58\u547d\u4e2d\u7387\u76d1\u63a7\uff0c\u80fd\u6709\u6548\u907f\u514d\u7f13\u5b58\u7a7f\u900f\u5bfc\u81f4\u7684\u96ea\u5d29\u6548\u5e94\u3002<\/p>\n<h4 id=\"4-\u7528\u6237\u884c\u4e3a\u5173\u8054\u5206\u6790-\u4ece\u6570\u636e\u4e2d\u53d1\u73b0\u4f53\u9a8c\u76f2\u533a\"><strong>4. \u7528\u6237\u884c\u4e3a\u5173\u8054\u5206\u6790\uff1a\u4ece\u6570\u636e\u4e2d\u53d1\u73b0\u4f53\u9a8c\u76f2\u533a<\/strong><\/h4>\n<p>\u901a\u8fc7\u5c06APM\u6027\u80fd\u6570\u636e\u4e0e\u7528\u6237\u884c\u4e3a\u65e5\u5fd7\u5173\u8054\uff0c\u5f00\u53d1\u8005\u80fd\u53d1\u73b0\u8bf8\u5982\u201c\u7279\u5b9a\u6280\u80fd\u91ca\u653e\u5bfc\u81f4\u5ba2\u6237\u7aef\u5d29\u6e83\u201d\u201c\u8de8\u670d\u6218\u573a\u8fdb\u5165\u65f6\u5ef6\u4e0e\u4ed8\u8d39\u6d41\u5931\u7387\u6b63\u76f8\u5173\u201d\u7b49\u9690\u85cf\u95ee\u9898\u3002<em>\u300a\u539f\u795e\u300b\u8fd0\u8425\u56e2\u961f\u66fe\u901a\u8fc7\u6b64\u65b9\u6cd5\uff0c\u5c06\u4e1c\u5357\u4e9a\u5730\u533a\u73a9\u5bb6\u7684\u9996\u65e5\u7559\u5b58\u7387\u63d0\u5347\u4e8618%\u3002<\/em><\/p>\n<hr>\n<h3 id=\"\u4e09-\u6784\u5efa\u6e38\u620fapm\u4f53\u7cfb\u7684\u4e09\u5927\u5173\u952e\u6b65\u9aa4\">\u4e09\u3001\u6784\u5efa\u6e38\u620fAPM\u4f53\u7cfb\u7684\u4e09\u5927\u5173\u952e\u6b65\u9aa4<\/h3>\n<h4 id=\"step-1-\u6307\u6807\u4f53\u7cfb\u7684\u5b9a\u5236\u5316\u8bbe\u8ba1\"><strong>Step 1\uff1a\u6307\u6807\u4f53\u7cfb\u7684\u5b9a\u5236\u5316\u8bbe\u8ba1<\/strong><\/h4>\n<p>\u4e0d\u540c\u4e8e\u901a\u7528\u578b\u5e94\u7528\uff0c\u6e38\u620f\u670d\u52a1\u5668\u9700\u91cd\u70b9\u5173\u6ce8<strong>\u5e27\u540c\u6b65\u5ef6\u8fdf\u3001\u73a9\u5bb6\u72b6\u6001\u540c\u6b65\u9891\u7387\u3001AI\u8ba1\u7b97\u8017\u65f6<\/strong>\u7b49\u7279\u6709\u6307\u6807\u3002\u5efa\u8bae\u91c7\u7528\u201c\u9ec4\u91d1\u4fe1\u53f7\u201d\u6a21\u578b\uff1a\u5ef6\u8fdf\uff08Latency\uff09\u3001\u6d41\u91cf\uff08Traffic\uff09\u3001\u9519\u8bef\uff08Errors\uff09\u3001\u9971\u548c\u5ea6\uff08Saturation\uff09\uff0c\u5e76\u9488\u5bf9\u6e38\u620f\u903b\u8f91\u6dfb\u52a0\u81ea\u5b9a\u4e49\u57cb\u70b9\u3002<\/p>\n<h4 id=\"step-2-\u5de5\u5177\u94fe\u7684\u6709\u673a\u6574\u5408\"><strong>Step 2\uff1a\u5de5\u5177\u94fe\u7684\u6709\u673a\u6574\u5408<\/strong><\/h4>\n<p>\u6210\u719f\u7684APM\u65b9\u6848\u9700\u8981\u4e0eCI\/CD\u6d41\u6c34\u7ebf\u6df1\u5ea6\u96c6\u6210\u3002\u4f8b\u5982\uff0c\u5728\u7070\u5ea6\u53d1\u5e03\u9636\u6bb5\uff0c\u901a\u8fc7<strong>A\/B\u6d4b\u8bd5\u5bf9\u6bd4\u65b0\u65e7\u7248\u672c\u7684\u670d\u52a1\u7aef\u6027\u80fd\u6570\u636e<\/strong>\uff1b\u5728\u81ea\u52a8\u5316\u6d4b\u8bd5\u4e2d\u5d4c\u5165\u6027\u80fd\u57fa\u7ebf\u6821\u9a8c\uff0c\u9632\u6b62\u4ee3\u7801\u63d0\u4ea4\u5f15\u5165\u6027\u80fd\u8870\u9000\u3002\u7f51\u6613\u6e38\u620f\u7684\u300a\u9006\u6c34\u5bd2\u300b\u56e2\u961f\u4fbf\u901a\u8fc7\u8fd9\u5957\u673a\u5236\uff0c\u5c06\u91cd\u5927\u6027\u80fd\u7f3a\u9677\u7684\u53d1\u73b0\u65f6\u95f4\u4ece\u6570\u5468\u7f29\u77ed\u81f32\u5c0f\u65f6\u3002<\/p>\n<h4 id=\"step-3-\u5efa\u7acb\u6027\u80fd\u9a71\u52a8\u7684\u6587\u5316\"><strong>Step 3\uff1a\u5efa\u7acb\u6027\u80fd\u9a71\u52a8\u7684\u6587\u5316<\/strong><\/h4>\n<p>\u6280\u672f\u5de5\u5177\u7684\u4ef7\u503c\u6700\u7ec8\u53d6\u51b3\u4e8e\u4f7f\u7528\u8005\u7684\u8ba4\u77e5\u3002\u5b9a\u671f\u5f00\u5c55<strong>\u6027\u80fd\u590d\u76d8\u4f1a<\/strong>\uff0c\u5c06APM\u6570\u636e\u4e0eKPI\u8003\u6838\u6302\u94a9\uff0c\u80fd\u8ba9\u5f00\u53d1\u56e2\u961f\u4ece\u201c\u529f\u80fd\u4f18\u5148\u201d\u8f6c\u5411\u201c\u4f53\u9a8c\u4f18\u5148\u201d\u3002\u817e\u8baf\u300a\u738b\u8005\u8363\u8000\u300b\u9879\u76ee\u7ec4\u8981\u6c42\u6bcf\u4e2a\u65b0\u529f\u80fd\u5fc5\u987b\u901a\u8fc7APM\u9884\u8bbe\u7684\u6027\u80fd\u95e8\u69db\uff0c\u8fd9\u4f7f\u5f97\u6e38\u620f\u57286\u5e74\u8fed\u4ee3\u4e2d\u59cb\u7ec8\u4fdd\u630198%\u4ee5\u4e0a\u7684\u5728\u7ebf\u7a33\u5b9a\u6027\u3002<\/p>\n<hr>\n<h3 id=\"\u56db-\u672a\u6765\u8d8b\u52bf-aiops\u4e0e\u8fb9\u7f18\u8ba1\u7b97\u7684\u878d\u5408\u7a81\u7834\">\u56db\u3001\u672a\u6765\u8d8b\u52bf\uff1aAIOps\u4e0e\u8fb9\u7f18\u8ba1\u7b97\u7684\u878d\u5408\u7a81\u7834<\/h3>\n<p>\u968f\u7740\u6e38\u620f\u573a\u666f\u5411\u5143\u5b87\u5b99\u6f14\u8fdb\uff0cAPM\u6280\u672f\u6b63\u5728\u5411\u667a\u80fd\u5316\u3001\u53bb\u4e2d\u5fc3\u5316\u65b9\u5411\u8fdb\u5316\uff1a<\/p>\n<ul>\n<li><strong>AI\u5f02\u5e38\u68c0\u6d4b<\/strong>\uff1a\u5229\u7528\u673a\u5668\u5b66\u4e60\u81ea\u52a8\u8bc6\u522b\u5fae<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" 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