{"id":37122,"date":"2025-04-18T10:49:57","date_gmt":"2025-04-18T02:49:57","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=37122"},"modified":"2025-04-18T10:49:57","modified_gmt":"2025-04-18T02:49:57","slug":"%e5%85%a8%e6%99%af%e6%80%a7%e8%83%bd%e7%9b%91%e6%8e%a7%e8%83%bd%e5%90%a6%e6%8f%90%e5%8d%87api%e6%80%a7%e8%83%bd%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/37122.html","title":{"rendered":"\u5168\u666f\u6027\u80fd\u76d1\u63a7\u80fd\u5426\u63d0\u5347API\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\/04\/siLF2At9x.jpg\" alt=\"\u5168\u666f\u6027\u80fd\u76d1\u63a7\u80fd\u5426\u63d0\u5347API\u6027\u80fd\uff1f\" 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href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u666f\u6027\u80fd\u76d1\u63a7<\/a>\uff08Full-Stack Performance Monitoring\uff09<\/strong>\u4f5c\u4e3a\u4e00\u79cd\u65b0\u5174\u6280\u672f\u7406\u5ff5\uff0c\u6b63\u5728\u91cd\u65b0\u5b9a\u4e49API\u6027\u80fd\u4f18\u5316\u7684\u8303\u5f0f\u3002<\/p>\n<hr>\n<h3 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href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u666f\u6027\u80fd\u76d1\u63a7<\/a>\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5728\u4e8e\u6784\u5efa\u8de8\u7cfb\u7edf\u7684\u89c2\u6d4b\u94fe\u8def<\/strong>\u3002\u5b83\u901a\u8fc7\u4ee5\u4e0b\u4e09\u4e2a\u7ef4\u5ea6\u5b9e\u73b0\u771f\u6b63\u7684\u201c\u53ef\u89c6\u6027\u7a7f\u900f\u201d\uff1a<\/p>\n<ol>\n<li><strong>\u5168\u6808\u6570\u636e\u91c7\u96c6<\/strong>\uff1a\u4ece\u5e95\u5c42\u786c\u4ef6\u8d44\u6e90\uff08\u5982\u5bb9\u5668\u8d44\u6e90\u914d\u989d\uff09\u3001\u4e2d\u95f4\u4ef6\u72b6\u6001\uff08\u5982Kafka\u6d88\u606f\u5806\u79ef\uff09\u3001\u5230\u4ee3\u7801\u7ea7\u6267\u884c\u94fe\u8def\uff08\u5982Java\u65b9\u6cd5\u8c03\u7528\u6811\uff09\uff0c\u5b9e\u73b0\u6570\u636e\u7684\u65e0\u6b7b\u89d2\u8986\u76d6\u3002\n<\/li>\n<li><strong>\u4e0a\u4e0b\u6587\u5173\u8054\u5206\u6790<\/strong>\uff1a\u5f53\u67d0\u4e2a\u8ba2\u5355\u67e5\u8be2API\u53d8\u6162\u65f6\uff0c\u7cfb\u7edf\u80fd\u81ea\u52a8\u5173\u8054\u5230\u540c\u4e00\u65f6\u6bb5\u53d1\u751f\u7684\u6570\u636e\u5e93\u7d22\u5f15\u91cd\u5efa\u4efb\u52a1\u3001\u4ee5\u53ca\u7b2c\u4e09\u65b9\u7269\u6d41\u63a5\u53e3\u7684\u9650\u6d41\u7b56\u7565\u53d8\u52a8\u3002\n<\/li>\n<li><strong>\u667a\u80fd\u6839\u56e0\u5b9a\u4f4d<\/strong>\uff1a\u501f\u52a9\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u81ea\u52a8\u8bc6\u522b\u5f02\u5e38\u6a21\u5f0f\u3002\u4f8b\u5982\uff0c\u67d0\u652f\u4ed8\u63a5\u53e3\u768499\u5206\u4f4d\u5ef6\u8fdf\u7a81\u589e\uff0c\u53ef\u80fd\u88ab\u6eaf\u6e90\u5230\u7279\u5b9a\u5730\u7406\u533a\u57df\u7684CDN\u8282\u70b9\u5f02\u5e38\u3002\n<\/li>\n<\/ol>\n<p>\u8fd9\u79cd\u80fd\u529b\u4f7f\u5f97\u6027\u80fd\u4f18\u5316\u4ece\u201c\u88ab\u52a8\u6551\u706b\u201d\u8f6c\u5411<strong>\u201c\u9884\u6d4b\u6027\u7ef4\u62a4\u201d<\/strong>\u3002\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u7684\u5b9e\u8df5\u663e\u793a\uff0c\u5728\u5f15\u5165\u5168\u666f\u76d1\u63a7\u540e\uff0c\u5176API\u6545\u969c\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff08MTTR\uff09\u4ece42\u5206\u949f\u7f29\u77ed\u81f39\u5206\u949f\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u6027\u80fd\u4f18\u5316\u7684-\u663e\u5fae\u955c-\u4e0e-\u6307\u5357\u9488-\u5173\u952e\u4f5c\u7528\u573a\u666f\">\u4e8c\u3001\u6027\u80fd\u4f18\u5316\u7684\u201c\u663e\u5fae\u955c\u201d\u4e0e\u201c\u6307\u5357\u9488\u201d\uff1a\u5173\u952e\u4f5c\u7528\u573a\u666f<\/h3>\n<h4 id=\"1-\u7cbe\u51c6\u8bc6\u522b\u9690\u85cf\u7684\u6027\u80fd\u53cd\u6a21\u5f0f\">1. <strong>\u7cbe\u51c6\u8bc6\u522b\u9690\u85cf\u7684\u6027\u80fd\u53cd\u6a21\u5f0f<\/strong><\/h4>\n<p>\u5728\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\uff0c\u67d0\u4e9b\u6027\u80fd\u95ee\u9898\u5c31\u50cf\u201c\u6162\u6027\u75c5\u201d\u2014\u2014\u4f8b\u5982\uff0c\u4e00\u4e2a\u6bcf\u79d2\u88ab\u8c03\u7528200\u6b21\u7684API\uff0c\u6bcf\u6b21\u591a\u6d88\u80172ms\u7684GC\u65f6\u95f4\uff0c\u770b\u4f3c\u5fae\u4e0d\u8db3\u9053\uff0c\u4f46\u5168\u5e74\u7d2f\u8ba1\u53ef\u80fd\u5bfc\u81f4\u6838\u5fc3\u4e1a\u52a1\u635f\u5931\u8d85\u8fc7300\u5c0f\u65f6\u7684\u5904\u7406\u80fd\u529b\u3002<strong>\u5168\u666f\u76d1\u63a7\u7684\u7ec6\u7c92\u5ea6\u6307\u6807\u8ffd\u8e2a<\/strong>\uff08\u5982Java\u5e94\u7528\u7684\u5783\u573e\u56de\u6536\u9891\u7387\u3001Python\u534f\u7a0b\u5207\u6362\u5f00\u9500\uff09\u80fd\u5c06\u8fd9\u4e9b\u201c\u8682\u8681\u642c\u5bb6\u5f0f\u201d\u7684\u8d44\u6e90\u635f\u8017\u53ef\u89c6\u5316\u3002<\/p>\n<p>\u67d0\u89c6\u9891\u6d41\u5a92\u4f53\u5e73\u53f0\u7684\u6848\u4f8b\u9887\u5177\u4ee3\u8868\u6027\uff1a\u901a\u8fc7\u5206\u6790\u5168\u666f\u76d1\u63a7\u6570\u636e\uff0c\u5de5\u7a0b\u5e08\u53d1\u73b0\u5176\u63a8\u8350\u7b97\u6cd5API\u7684\u54cd\u5e94\u65f6\u95f4\u6ce2\u52a8\u4e0eGo\u8bed\u8a00\u7684\u534f\u7a0b\u8c03\u5ea6\u5668\u53c2\u6570\u5f3a\u76f8\u5173\u3002\u8c03\u6574<code>GOMAXPROCS<\/code>\u53c2\u6570\u540e\uff0cAPI\u7684P99\u5ef6\u8fdf\u4e0b\u964d37%\u3002<\/p>\n<h4 id=\"2-\u6253\u7834-\u6570\u636e\u5b64\u5c9b-\u7684\u6027\u80fd\u4f18\u5316\u95ed\u73af\">2. <strong>\u6253\u7834\u201c\u6570\u636e\u5b64\u5c9b\u201d\u7684\u6027\u80fd\u4f18\u5316\u95ed\u73af<\/strong><\/h4>\n<p>\u5728\u590d\u6742\u7684\u5fae\u670d\u52a1\u67b6\u6784\u4e2d\uff0c\u4e00\u4e2a\u7528\u6237\u767b\u5f55\u8bf7\u6c42\u53ef\u80fd\u7a7f\u8d8a6\u4e2a\u4ee5\u4e0a\u670d\u52a1\u8282\u70b9\u3002\u4f20\u7edf\u76d1\u63a7\u4e0b\uff0c\u6bcf\u4e2a\u56e2\u961f\u53ea\u80fd\u770b\u5230\u81ea\u5df1\u7684\u201c\u4e00\u4ea9\u4e09\u5206\u5730\u201d\uff1a<\/p>\n<ul>\n<li>\u7f51\u5173\u56e2\u961f\u8ba4\u4e3a\u9274\u6743\u670d\u52a1\u54cd\u5e94\u6b63\u5e38\n<\/li>\n<li>\u4e2d\u95f4\u4ef6\u56e2\u961f\u786e\u8ba4Redis\u7f13\u5b58\u547d\u4e2d\u7387\u8fbe98%\n<\/li>\n<li>\u4f46\u7528\u6237\u4f53\u9a8c\u7aef\u4ecd\u9891\u7e41\u62a5\u9519\n<\/li>\n<\/ul>\n<p><strong>\u5168\u666f\u76d1\u63a7\u901a\u8fc7\u7edf\u4e00\u7684Trace 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style=\"color:blue\">Prometheus<\/a>\u91c7\u96c6Kubernetes\u96c6\u7fa4\u7684Pod\u8d44\u6e90\u4f7f\u7528\u7387\n<\/li>\n<li><strong>\u5e94\u7528\u5c42<\/strong>\uff1a\u5229\u7528OpenTelemetry\u81ea\u52a8\u6ce8\u5165Trace\u4fe1\u606f\n<\/li>\n<li><strong>\u4e1a\u52a1\u5c42<\/strong>\uff1a\u5728API\u7f51\u5173\u57cb\u70b9\u8bb0\u5f55\u4e1a\u52a1\u72b6\u6001\u7801\uff08\u5982HTTP 429\u9650\u6d41\u6b21\u6570\uff09\n<\/li>\n<\/ul>\n<h4 id=\"2-\u667a\u80fd\u5206\u6790\u5f15\u64ce\">2. <strong>\u667a\u80fd\u5206\u6790\u5f15\u64ce<\/strong><\/h4>\n<ul>\n<li><strong>\u5f02\u5e38\u68c0\u6d4b<\/strong>\uff1a\u4f7f\u7528Facebook Prophet\u6a21\u578b\u9884\u6d4bAPI\u6d41\u91cf\u57fa\u7ebf\uff0c\u81ea\u52a8\u8bc6\u522b\u504f\u79bb\u9608\u503c\u7684\u5f02\u5e38\u70b9\n<\/li>\n<li><strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a><\/strong>\uff1a\u57fa\u4e8e\u8d1d\u53f6\u65af\u7f51\u7edc\u6784\u5efa\u6545\u969c\u4f20\u64ad\u56fe\u8c31\uff0c\u4f8b\u5982\u5224\u65ad\u6570\u636e\u5e93\u6162\u67e5\u8be2\u662f\u7d22\u5f15\u7f3a\u5931\u5bfc\u81f4\uff0c\u8fd8\u662f\u8fde\u63a5\u6c60\u914d\u7f6e\u4e0d\u5f53\n<\/li>\n<\/ul>\n<h4 id=\"3-\u53ef\u89c2\u6d4b\u6027\u9a71\u52a8\u7684\u4f18\u5316\">3. <strong>\u53ef\u89c2\u6d4b\u6027\u9a71\u52a8\u7684\u4f18\u5316<\/strong><\/h4>\n<ul>\n<li><strong>\u5bb9\u91cf\u89c4\u5212<\/strong>\uff1a\u6839\u636eAPI\u8c03\u7528\u94fe\u8def\u7684\u8d44\u6e90\u6d88\u8017\u6a21\u578b\uff0c\u52a8\u6001\u8c03\u6574\u81ea\u52a8\u6269\u7f29\u5bb9\u7b56\u7565\n<\/li>\n<li><strong>\u67b6\u6784\u6cbb\u7406<\/strong>\uff1a\u8bc6\u522b\u9891\u7e41\u8d85\u65f6\u7684\u4e0b\u6e38\u670d\u52a1\u4f9d\u8d56\uff0c\u63a8\u52a8\u670d\u52a1\u62c6\u5206\u6216\u7f13\u5b58\u7b56\u7565\u91cd\u6784\n<\/li>\n<\/ul>\n<p>\u67d0\u51fa\u884c\u5e73\u53f0\u901a\u8fc7\u8fd9\u5957\u4f53\u7cfb\uff0c\u5728\u4e09\u4e2a\u6708\u5185\u5c06\u5176\u884c\u7a0b\u8ba1\u7b97API\u7684\u541e\u5410\u91cf\u63d0\u53472.4\u500d\uff0c\u540c\u65f6\u5c06\u4e91\u8d44\u6e90\u6210\u672c\u964d\u4f4e18%\u3002<\/p>\n<hr>\n<h3 id=\"\u56db-\u8d85\u8d8a\u5de5\u5177-\u6784\u5efa\u6027\u80fd\u6587\u5316\u7684\u65b0\u8303\u5f0f\">\u56db\u3001\u8d85\u8d8a\u5de5\u5177\uff1a\u6784\u5efa\u6027\u80fd\u6587\u5316\u7684\u65b0\u8303\u5f0f<\/h3>\n<p>\u6280\u672f\u5de5\u5177\u7684\u5347\u7ea7\u5fc5\u987b\u4f34\u968f\u7ec4\u7ec7\u53d8\u9769\u3002<strong>\u5168\u666f\u76d1\u63a7\u7684\u771f\u6b63\u843d\u5730\uff0c\u9700\u8981\u6253\u7834\u201c\u5f00\u53d1-\u8fd0\u7ef4-\u6d4b\u8bd5\u201d\u7684\u804c\u80fd\u58c1\u5792<\/strong>\uff1a<\/p>\n<ul>\n<li>\u5f00\u53d1\u56e2\u961f\u9700\u5728\u4ee3\u7801\u4e2d\u9884\u57cb\u76d1\u63a7\u63a2\u9488\uff08\u5982\u65b9\u6cd5\u7ea7\u7684@Timed\u6ce8\u89e3\uff09\n<\/li>\n<li>\u8fd0\u7ef4\u56e2\u961f\u9700\u5c06\u4e1a\u52a1SLA\uff08\u5982\u201c\u641c\u7d22API\u7684P95\u5ef6\u8fdf<200ms>\n<\/li>\n<li>\u6d4b\u8bd5\u56e2\u961f\u9700\u5728\u6027\u80fd\u6d4b\u8bd5\u811a\u672c\u4e2d\u96c6\u6210\u5b9e\u65f6\u76d1\u63a7\u4eea\u8868\u76d8\n<\/li>\n<\/ul>\n<p>\u66f4\u91cd\u8981\u7684\u662f\uff0c\u901a\u8fc7\u5c06\u76d1\u63a7\u6570\u636e\u8f6c\u5316\u4e3a<strong>\u53ef\u6267\u884c\u7684\u6027\u80fd\u6d1e\u5bdf<\/strong>\uff08\u5982\u201c\u8ba2\u5355\u670d\u52a1\u6269\u5bb9\u4f18\u5148\u7ea7\u5e94\u9ad8\u4e8e\u7528\u6237\u670d\u52a1\u201d\uff09\uff0c\u4f01\u4e1a\u80fd\u5efa\u7acb\u6570\u636e\u9a71\u52a8\u7684\u51b3\u7b56\u6587\u5316\u3002\u5f53\u6bcf\u4e2aAPI\u7684\u6027\u80fd\u6307\u6807\u90fd\u4e0e\u4e1a\u52a1KPI\uff08\u5982GMV\u635f\u5931\u7387\uff09\u6302\u94a9\u65f6\uff0c\u6027\u80fd\u4f18\u5316\u5c31\u4e0d\u518d\u662f\u6280\u672f\u56e2\u961f\u7684\u201c\u81ea\u55e8\u201d\uff0c\u800c\u6210\u4e3a\u4f01\u4e1a\u6838\u5fc3\u7ade\u4e89\u529b\u7684\u7ec4\u6210\u90e8\u5206\u3002<\/p>\n<hr>\n<h3 id=\"\u4e94-\u672a\u6765\u6218\u573a-\u5f53\u76d1\u63a7\u9047\u89c1aiops\">\u4e94\u3001\u672a\u6765\u6218\u573a\uff1a\u5f53\u76d1\u63a7\u9047\u89c1AIOps<\/h3>\n<p>\u968f\u7740\u751f\u6210\u5f0fAI\u7684\u7a81\u7834\uff0c\u5168\u666f\u76d1\u63a7\u6b63\u5728\u5411\u201c\u81ea\u52a8\u9a7e\u9a76\u201d\u6a21\u5f0f\u8fdb\u5316\uff1a<\/p>\n<ul>\n<li><strong>\u667a\u80fd\u6839\u56e0\u63a8\u8350<\/strong>\uff1a\u5f53API\u5ef6\u8fdf\u5f02\u5e38\u65f6\uff0c\u7cfb\u7edf\u81ea\u52a8\u751f\u6210\u5206\u6790\u62a5\u544a\uff0c\u63d0\u793a\u201c83%\u6982\u7387\u4e3a\u6570\u636e\u5e93\u8fde\u63a5\u6cc4\u6f0f\uff0c\u5efa\u8bae\u68c0\u67e5\u8fde\u63a5\u6c60\u914d\u7f6e\u201d\n<\/li>\n<li><strong>\u9884\u6d4b\u6027\u8c03\u4f18<\/strong>\uff1a\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u8bad\u7ec3\u6a21\u578b\uff0c\u5728\u6d41\u91cf\u6d2a\u5cf0\u5230\u6765\u524d\u9884\u6269\u5bb9API\u5b9e\u4f8b\n<\/li>\n<li><strong>\u81ea\u6108\u7cfb\u7edf<\/strong>\uff1a\u81ea\u52a8\u89e6\u53d1\u7194\u65ad\u964d\u7ea7\u7b56\u7565\uff0c\u6216\u5728\u5b89\u5168\u73af\u5883\u4e0b\u5b9e\u65bd\u70ed\u4fee\u590d\n<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u6f14\u8fdb\u4e0d\u4ec5\u63d0\u5347\u4e86\u95ee\u9898\u89e3\u51b3\u6548\u7387\uff0c\u66f4\u91cd\u8981\u7684\u662f**\u5c06\u4eba\u7c7b\u4ece\u91cd\u590d\u6027\u52b3\u52a8\u4e2d<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u6570\u5b57\u5316\u6d6a\u6f6e\u5e2d\u5377\u5168\u7403\u7684\u4eca\u5929\uff0cAPI\uff08\u5e94\u7528\u7a0b\u5e8f\u7f16\u7a0b\u63a5\u53e3\uff09\u5df2\u6210\u4e3a\u4f01\u4e1a\u6280\u672f\u67b6\u6784\u7684\u201c\u795e\u7ecf\u7cfb\u7edf\u201d\u3002\u65e0\u8bba\u662f\u7535\u5546\u5e73\u53f0\u7684\u652f\u4ed8\u63a5\u53e3\uff0c\u8fd8\u662f\u793e\u4ea4\u5a92\u4f53\u7684\u6570\u636e\u8c03\u7528\uff0cAPI\u7684\u6027\u80fd\u76f4\u63a5\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\u3001\u4e1a\u52a1\u6548\u7387\u548c\u7cfb\u7edf\u7a33\u5b9a\u6027\u3002\u7136\u800c\uff0c\u968f\u7740\u5fae\u670d\u52a1\u67b6\u6784\u7684\u666e\u53ca\u548c\u4e1a\u52a1\u590d\u6742\u5ea6\u7684\u63d0\u5347\uff0c\u4f20\u7edf\u7684\u6027\u80fd\u76d1\u63a7\u624b\u6bb5\u6b63\u9762\u4e34\u201c\u76f2\u4eba\u6478\u8c61\u201d\u5f0f\u7684\u56f0\u5883\u2014\u2014\u5f00\u53d1\u56e2\u961f\u5f80\u5f80\u53ea\u80fd\u770b\u5230\u6570\u636e\u5e93\u54cd\u5e94\u65f6\u95f4\u3001\u670d\u52a1\u5668\u8d1f\u8f7d\u7b49\u5b64\u7acb\u6307\u6807\uff0c\u5374\u96be\u4ee5\u5b9a\u4f4d\u8de8\u7cfb\u7edf\u7684\u6027\u80fd\u74f6\u9888\u3002\u8fd9\u79cd\u80cc\u666f\u4e0b\uff0c\u5168\u666f\u6027\u80fd\u76d1\u63a7\uff08Full-Stack Performance Monitoring\uff09\u4f5c\u4e3a\u4e00\u79cd\u65b0\u5174\u6280\u672f\u7406\u5ff5\uff0c\u6b63\u5728\u91cd\u65b0\u5b9a\u4e49API\u6027\u80fd\u4f18\u5316\u7684\u8303\u5f0f\u3002 \u4e00\u3001\u4ece\u201c\u7ba1\u4e2d\u7aa5\u8c79\u201d\u5230\u201c\u4e0a\u5e1d\u89c6\u89d2\u201d\uff1a\u5168\u666f\u76d1\u63a7\u7684\u672c\u8d28\u7a81\u7834 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