{"id":54838,"date":"2026-03-23T22:38:49","date_gmt":"2026-03-23T14:38:49","guid":{"rendered":"https:\/\/www.zdsztech.com\/blog\/product-test-data-analysis-find-performance-weaknesses\/"},"modified":"2026-03-23T22:38:49","modified_gmt":"2026-03-23T14:38:49","slug":"product-test-data-analysis-find-performance-weaknesses","status":"publish","type":"post","link":"https:\/\/www.zdsztech.com\/blog\/product-test-data-analysis-find-performance-weaknesses\/","title":{"rendered":"\u4ea7\u54c1\u6d4b\u8bd5\u6570\u636e\u7edf\u8ba1\u5206\u6790\uff1a\u5982\u4f55\u5feb\u901f\u627e\u51fa\u6027\u80fd\u77ed\u677f\uff1f"},"content":{"rendered":"<h2><span class=\"ez-toc-section\" 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id=\"%E7%AC%AC%E4%B8%80%E6%AD%A5%EF%BC%9A%E5%AE%9A%E4%B9%89%E5%9F%BA%E7%BA%BF_-_%E6%98%8E%E7%A1%AE%E6%80%A7%E8%83%BD%E7%9A%84%E2%80%9C%E5%8F%8A%E6%A0%BC%E7%BA%BF%E2%80%9D\"><\/span>\u7b2c\u4e00\u6b65\uff1a\u5b9a\u4e49\u57fa\u7ebf - \u660e\u786e\u6027\u80fd\u7684\u201c\u53ca\u683c\u7ebf\u201d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6ca1\u6709\u6807\u51c6\uff0c\u5c31\u65e0\u4ece\u5224\u65ad\u597d\u574f\u3002\u5728\u8fdb\u884c\u4efb\u4f55\u6b63\u5f0f\u7684\u538b\u529b\u6d4b\u8bd5\u548c\u5206\u6790\u4e4b\u524d\uff0c\u5fc5\u987b\u5148\u4e3a\u7cfb\u7edf\u6027\u80fd\u5efa\u7acb\u4e00\u4e2a\u53ef\u91cf\u5316\u7684\u8bc4\u5224\u6807\u51c6\uff0c\u5373\u201c\u57fa\u7ebf\u201d\u3002<\/p>\n<p>\u64cd\u4f5c\u4e0a\uff0c\u4f60\u9700\u8981\u5728\u8f83\u4f4e\u538b\u529b\u3001\u7cfb\u7edf\u7edd\u5bf9\u7a33\u5b9a\u7684\u72b6\u6001\u4e0b\u8fd0\u884c\u4e00\u6b21\u6d4b\u8bd5\uff0c\u8be6\u7ec6\u8bb0\u5f55\u6b64\u65f6\u7684\u5173\u952e\u6027\u80fd\u6307\u6807\uff08P95\u54cd\u5e94\u65f6\u95f4\u3001\u541e\u5410\u91cf\u3001\u9519\u8bef\u7387\u3001CPU\/\u5185\u5b58\u5360\u7528\u7b49\uff09\u3002\u540c\u65f6\uff0c\u7ed3\u5408\u4e1a\u52a1\u5c42\u9762\u7684\u670d\u52a1\u7b49\u7ea7\u76ee\u6807\uff08SLO\/SLA\uff09\uff0c\u5171\u540c\u786e\u5b9a\u4e00\u5957\u660e\u786e\u7684\u6027\u80fd\u9608\u503c\u3002\u4f8b\u5982\uff0c\u201c\u6838\u5fc3\u4ea4\u6613\u63a5\u53e3\u5728 500 \u5e76\u53d1\u4e0b\uff0cP95 \u54cd\u5e94\u65f6\u95f4\u4e0d\u5f97\u8d85\u8fc7 300ms\uff0c\u9519\u8bef\u7387\u5fc5\u987b\u4e3a 0\u201d\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E7%AC%AC%E4%BA%8C%E6%AD%A5%EF%BC%9A%E8%AF%86%E5%88%AB%E5%BC%82%E5%B8%B8_-_%E9%94%81%E5%AE%9A%E9%97%AE%E9%A2%98%E5%8F%91%E7%94%9F%E7%9A%84%E2%80%9C%E6%97%B6%E9%97%B4%E7%AA%97%E5%8F%A3%E2%80%9D\"><\/span>\u7b2c\u4e8c\u6b65\uff1a\u8bc6\u522b\u5f02\u5e38 - \u9501\u5b9a\u95ee\u9898\u53d1\u751f\u7684\u201c\u65f6\u95f4\u7a97\u53e3\u201d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6709\u4e86\u57fa\u7ebf\uff0c\u4e0b\u4e00\u6b65\u5c31\u662f\u5728\u6b63\u5f0f\u7684\u8d1f\u8f7d\u6d4b\u8bd5\u8fc7\u7a0b\u4e2d\uff0c\u901a\u8fc7\u5bf9\u6bd4\u5b9e\u65f6\u6570\u636e\u4e0e\u57fa\u7ebf\uff0c\u7cbe\u51c6\u5730\u627e\u5230\u6027\u80fd\u9996\u6b21\u51fa\u73b0\u6076\u5316\u7684\u90a3\u4e2a\u65f6\u95f4\u70b9\u6216\u65f6\u95f4\u7a97\u53e3\u3002<\/p>\n<p>\u4f60\u9700\u8981\u50cf\u76d1\u63a7\u5fc3\u7535\u56fe\u4e00\u6837\uff0c\u7d27\u76ef\u4ee5\u4e0b\u51e0\u4e2a\u6838\u5fc3\u66f2\u7ebf\uff1a<\/p>\n<ul>\n<li><strong>\u54cd\u5e94\u65f6\u95f4\u66f2\u7ebf<\/strong>\uff1a\u662f\u5426\u5b58\u5728\u4e00\u4e2a\u660e\u663e\u7684\u3001\u6301\u7eed\u7684\u62c9\u5347\uff0c\u5f62\u6210\u4e86\u65b0\u7684\u201c\u53f0\u9636\u201d\uff1f<\/li>\n<li><strong>\u541e\u5410\u91cf\u66f2\u7ebf<\/strong>\uff1a\u662f\u5426\u5728\u8fbe\u5230\u67d0\u4e2a\u5e73\u53f0\u671f\u540e\uff0c\u589e\u957f\u505c\u6ede\uff0c\u751a\u81f3\u968f\u538b\u529b\u589e\u52a0\u800c\u5f00\u59cb\u4e0b\u964d\uff1f<\/li>\n<li><strong>\u9519\u8bef\u7387\u66f2\u7ebf<\/strong>\uff1a\u662f\u5426\u4ece 0 \u6216\u4e00\u4e2a\u6781\u4f4e\u7684\u503c\u5f00\u59cb\u6301\u7eed\u6500\u5347\uff1f<\/li>\n<\/ul>\n<p>\u4e00\u65e6\u89c2\u5bdf\u5230\u8fd9\u4e9b\u73b0\u8c61\uff0c\u7acb\u5373\u8bb0\u4e0b\u5176\u53d1\u751f\u7684\u65f6\u95f4\u70b9\u3002\u8fd9\u4e2a\u201c\u65f6\u95f4\u7a97\u53e3\u201d\u5c31\u662f\u6211\u4eec\u540e\u7eed\u5206\u6790\u7684\u7126\u70b9\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E7%AC%AC%E4%B8%89%E6%AD%A5%EF%BC%9A%E5%A4%9A%E7%BB%B4%E5%85%B3%E8%81%94_-_%E7%BB%98%E5%88%B6%E2%80%9C%E7%8A%AF%E7%BD%AA%E7%8E%B0%E5%9C%BA%E2%80%9D%E7%9A%84%E6%8C%87%E6%A0%87%E5%BF%AB%E7%85%A7\"><\/span>\u7b2c\u4e09\u6b65\uff1a\u591a\u7ef4\u5173\u8054 - \u7ed8\u5236\u201c\u72af\u7f6a\u73b0\u573a\u201d\u7684\u6307\u6807\u5feb\u7167<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5728\u9501\u5b9a\u4e86\u95ee\u9898\u53d1\u751f\u7684\u201c\u65f6\u95f4\u7a97\u53e3\u201d\u540e\uff0c\u6838\u5fc3\u5de5\u4f5c\u5c31\u662f\u7ed8\u5236\u51fa\u8be5\u65f6\u523b\u7cfb\u7edf\u6240\u6709\u76f8\u5173\u6307\u6807\u7684\u201c\u5feb\u7167\u201d\uff0c\u901a\u8fc7\u591a\u7ef4\u5ea6\u5173\u8054\uff0c\u627e\u5230\u9ad8\u5ea6\u76f8\u5173\u7684\u201c\u5acc\u7591\u4eba\u201d\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4efd\u57fa\u7840\u7684\u5173\u8054\u5206\u6790\u6e05\u5355\uff1a<\/p>\n<ul>\n<li><strong>\u538b\u529b\u6307\u6807 vs \u6027\u80fd\u6307\u6807<\/strong>\uff1a\u89c2\u5bdf<strong>\u5e76\u53d1\u7528\u6237\u6570<\/strong>\u7684\u589e\u957f\u66f2\u7ebf\uff0c\u662f\u5426\u4e0e<strong>\u54cd\u5e94\u65f6\u95f4<\/strong>\u7684\u589e\u957f\u66f2\u7ebf\u5728\u5f62\u6001\u4e0a\u9ad8\u5ea6\u4e00\u81f4\uff1f<\/li>\n<li><strong>\u6027\u80fd\u6307\u6807 vs \u7cfb\u7edf\u8d44\u6e90<\/strong>\uff1a\u5728<strong>\u54cd\u5e94\u65f6\u95f4<\/strong>\u98d9\u5347\u7684\u540c\u4e00\u65f6\u523b\uff0c\u662f<strong>CPU\u4f7f\u7528\u7387<\/strong>\u7387\u5148\u89e6\u9876\uff0c\u8fd8\u662f<strong>\u5185\u5b58\u5360\u7528<\/strong>\u53d1\u751f\u5267\u70c8\u6ce2\u52a8\uff0c\u6216\u662f\u78c1\u76d8<strong>I\/O\u7b49\u5f85<\/strong>\u65f6\u95f4\u6025\u5267\u589e\u52a0\uff1f<\/li>\n<li><strong>\u5e94\u7528\u6307\u6807 vs \u4f9d\u8d56\u670d\u52a1<\/strong>\uff1a\u5f53\u5e94\u7528\u7684<strong>\u9519\u8bef\u7387<\/strong>\u4e0a\u5347\u65f6\uff0c\u67e5\u770b\u5176\u4f9d\u8d56\u7684<strong>\u6570\u636e\u5e93\u67e5\u8be2<\/strong>\u76d1\u63a7\uff0c\u662f\u5426\u5b58\u5728\u5927\u91cf\u7684\u6162\u67e5\u8be2\u6216\u8fde\u63a5\u8d85\u65f6\uff1f\u6216\u8005\uff0c\u7b2c\u4e09\u65b9API\u7684<strong>\u7f51\u7edc\u5ef6\u8fdf<\/strong>\u662f\u5426\u4e5f\u540c\u6b65\u51fa\u73b0\u4e86\u5cf0\u503c\uff1f<\/li>\n<\/ul>\n<blockquote>\n<p>\u8fd9\u4e00\u6b65\u662f\u6574\u4e2a\u5206\u6790\u8fc7\u7a0b\u7684\u6838\u5fc3\uff0c\u76ee\u6807\u662f\u57fa\u4e8e\u6570\u636e\u95f4\u7684\u5f3a\u76f8\u5173\u6027\uff0c\u201c\u9501\u5b9a\u7b2c\u4e00\u4f5c\u6848\u73b0\u573a\u201d\u3002<\/p>\n<\/blockquote>\n<h3><span class=\"ez-toc-section\" id=\"%E7%AC%AC%E5%9B%9B%E6%AD%A5%EF%BC%9A%E4%B8%8B%E9%92%BB%E5%88%86%E6%9E%90_-_%E6%B7%B1%E5%85%A5%E2%80%9C%E7%8E%B0%E5%9C%BA%E2%80%9D%E6%89%BE%E5%88%B0%E6%A0%B9%E6%9C%AC%E5%8E%9F%E5%9B%A0\"><\/span>\u7b2c\u56db\u6b65\uff1a\u4e0b\u94bb\u5206\u6790 - \u6df1\u5165\u201c\u73b0\u573a\u201d\u627e\u5230\u6839\u672c\u539f\u56e0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5f53\u7b2c\u4e09\u6b65\u7684\u5173\u8054\u5206\u6790\u5c06\u5acc\u7591\u6307\u5411\u67d0\u4e2a\u5177\u4f53\u7684\u7ec4\u4ef6\u6216\u8d44\u6e90\u540e\uff08\u4f8b\u5982\uff0c\u6570\u636e\u5e93\uff09\uff0c\u6700\u540e\u4e00\u6b65\u5c31\u662f\u4f7f\u7528\u66f4\u4e13\u95e8\u7684\u8bca\u65ad\u5de5\u5177\uff0c\u6df1\u5165\u201c\u73b0\u573a\u201d\u8fdb\u884c\u6839\u56e0\u5206\u6790\u3002<\/p>\n<p>\u8fd9\u91cc\u7684\u884c\u52a8\u8def\u5f84\u975e\u5e38\u660e\u786e\uff1a<\/p>\n<ul>\n<li>\u82e5\u5173\u8054\u5230 <strong>CPU<\/strong> \u74f6\u9888\uff1a\u4f7f\u7528\u5e94\u7528\u6027\u80fd\u5256\u6790\u5668\uff08Profiler\uff09\u6765\u5206\u6790\u662f\u54ea\u4e2a\u65b9\u6cd5\u6216\u7ebf\u7a0b\u6d88\u8017\u4e86\u6700\u591a\u7684 CPU \u65f6\u95f4\u3002<\/li>\n<li>\u82e5\u5173\u8054\u5230 <strong>\u5185\u5b58<\/strong> \u74f6\u9888\uff1a\u5206\u6790\u5783\u573e\u56de\u6536\uff08GC\uff09\u65e5\u5fd7\u6216\u5bfc\u51fa\u5806\u8f6c\u50a8\u5feb\u7167\uff08Heap Dump\uff09\uff0c\u6392\u67e5\u662f\u5426\u5b58\u5728\u5185\u5b58\u6cc4\u6f0f\u6216\u5927\u5bf9\u8c61\u95ee\u9898\u3002<\/li>\n<li>\u82e5\u5173\u8054\u5230 <strong>\u6570\u636e\u5e93<\/strong> \u74f6\u9888\uff1a\u7acb\u5373\u68c0\u67e5\u6570\u636e\u5e93\u7684\u6162\u67e5\u8be2\u65e5\u5fd7\uff0c\u5e76\u5bf9\u9ad8\u9891\u3001\u8017\u65f6\u7684 SQL \u8bed\u53e5\u8fdb\u884c\u6267\u884c\u8ba1\u5212\u5206\u6790\u3002<\/li>\n<li>\u82e5\u5173\u8054\u5230 <strong>I\/O<\/strong> \u74f6\u9888\uff1a\u68c0\u67e5\u64cd\u4f5c\u7cfb\u7edf\u7684\u78c1\u76d8\u8bfb\u5199\u961f\u5217\u957f\u5ea6\u548c\u5e73\u5747\u7b49\u5f85\u65f6\u95f4\uff0c\u5b9a\u4f4d\u662f\u54ea\u4e2a\u8fdb\u7a0b\u5728\u8fdb\u884c\u5927\u91cf\u7684\u8bfb\u5199\u64cd\u4f5c\u3002<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BB%8E%E6%89%8B%E5%8A%A8%E5%85%B3%E8%81%94%E5%88%B0%E6%99%BA%E8%83%BD%E8%AF%8A%E6%96%AD%EF%BC%9A%E6%9B%B4%E9%AB%98%E6%95%88%E7%9A%84%E6%80%A7%E8%83%BD%E7%9F%AD%E6%9D%BF%E5%AE%9A%E4%BD%8D%E6%96%B9%E5%BC%8F\"><\/span>\u4ece\u624b\u52a8\u5173\u8054\u5230\u667a\u80fd\u8bca\u65ad\uff1a\u66f4\u9ad8\u6548\u7684\u6027\u80fd\u77ed\u677f\u5b9a\u4f4d\u65b9\u5f0f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4e0a\u8ff0\u8fd9\u5957\u201c\u4fa6\u63a2\u5f0f\u201d\u7684\u5206\u6790\u6846\u67b6\u867d\u7136\u6781\u5176\u6709\u6548\uff0c\u4f46\u5728\u4eca\u5929\u65e5\u76ca\u590d\u6742\u7684\u5206\u5e03\u5f0f\u548c\u5fae\u670d\u52a1\u67b6\u6784\u4e2d\uff0c\u624b\u52a8\u8fdb\u884c\u6240\u6709\u6307\u6807\u7684<strong>\u5173\u8054\u5206\u6790<\/strong>\uff0c\u4e0d\u4ec5\u8017\u65f6\u8017\u529b\uff0c\u800c\u4e14\u6781\u6613\u56e0\u4e3a\u76d1\u63a7\u7ef4\u5ea6\u4e0d\u5168\u800c\u9057\u6f0f\u5173\u952e\u7ebf\u7d22\u3002<\/p>\n<p>\u6211\u4eec\u670d\u52a1\u8d85\u8fc75000\u5bb6\u4f01\u4e1a\u7684\u5b9e\u8df5\u7ecf\u9a8c\u8868\u660e\uff0c\u5c06\u8fd9\u5957\u5206\u6790\u6d41\u7a0b\u81ea\u52a8\u5316\u7684\u4ef7\u503c\u662f\u5de8\u5927\u7684\u3002\u4e13\u4e1a\u7684<strong>\u5e94\u7528\u6027\u80fd\u76d1\u63a7<\/strong>\uff08APM\uff09\u5de5\u5177\uff0c\u6b63\u662f\u4e3a\u6b64\u800c\u751f\u3002\u4f8b\u5982\u5728\u300c\u652f\u9053\u300d\u7684\u4ea7\u54c1\u4f53\u7cfb\u4e2d\uff0c\u5df2\u7ecf\u5c06\u8fd9\u5957\u201c\u4fa6\u63a2\u5f0f\u201d\u7684\u5173\u8054\u5206\u6790\u4e0e\u6839\u56e0\u8bca\u65ad\u6d41\u7a0b\u6df1\u5ea6\u6574\u5408\u5e76\u81ea\u52a8\u5316\uff0c\u80fd\u591f\u4ece\u6d77\u91cf\u6570\u636e\u4e2d\u667a\u80fd\u8bc6\u522b\u5f02\u5e38\uff0c\u5e76\u81ea\u52a8\u5448\u73b0\u95ee\u9898\u80cc\u540e\u7684\u5b8c\u6574\u8c03\u7528\u94fe\u4e0e\u4ee3\u7801\u7ea7\u74f6\u9888\u3002<\/p>\n<p><strong>\u67e5\u770b\u6211\u4eec\u7684\u5b9e\u8df5\u6848\u4f8b\uff0c\u4e86\u89e3\u667a\u80fd\u5206\u6790\u5982\u4f55\u5c06\u6027\u80fd\u74f6\u9888\u5b9a\u4f4d\u6548\u7387\u63d0\u534710\u500d\u3002<\/strong><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E6%80%BB%E7%BB%93%EF%BC%9A%E6%88%90%E4%B8%BA%E4%B8%80%E5%90%8D%E5%87%BA%E8%89%B2%E7%9A%84%E6%80%A7%E8%83%BD%E2%80%9C%E8%AF%8A%E6%96%AD%E4%B8%93%E5%AE%B6%E2%80%9D\"><\/span>\u603b\u7ed3\uff1a\u6210\u4e3a\u4e00\u540d\u51fa\u8272\u7684\u6027\u80fd\u201c\u8bca\u65ad\u4e13\u5bb6\u201d<span 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