{"id":36129,"date":"2025-03-26T14:20:33","date_gmt":"2025-03-26T06:20:33","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=36129"},"modified":"2025-03-26T14:20:33","modified_gmt":"2025-03-26T06:20:33","slug":"%e5%85%a8%e6%99%af%e6%80%a7%e8%83%bd%e7%9b%91%e6%8e%a7%e5%a6%82%e4%bd%95%e6%8f%90%e5%8d%87%e7%b3%bb%e7%bb%9f%e7%a8%b3%e5%ae%9a%e6%80%a7%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/36129.html","title":{"rendered":"\u5168\u666f\u6027\u80fd\u76d1\u63a7\u5982\u4f55\u63d0\u5347\u7cfb\u7edf\u7a33\u5b9a\u6027\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/OR095dQ2F2.jpg\" alt=\"\u5168\u666f\u6027\u80fd\u76d1\u63a7\u5982\u4f55\u63d0\u5347\u7cfb\u7edf\u7a33\u5b9a\u6027\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\u6b63\u6210\u4e3a\u5b88\u62a4\u7cfb\u7edf\u7a33\u5b9a\u6027\u7684\u65b0\u4e00\u4ee3\u6570\u5b57\u54e8\u5175<\/strong>\u3002<\/p>\n<hr>\n<h3 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KCI\uff08\u5173\u952e\u5bb9\u91cf\u6307\u6807\uff09<\/strong>\u7684\u5c42\u6b21\u5316\u6a21\u578b\u3002\u4f8b\u5982\u7535\u5546\u573a\u666f\uff1a\n<\/li>\n<\/ol>\n<ul>\n<li>KPI\uff1a\u8d2d\u7269\u8f66\u52a0\u8f7d\u5ef6\u8fdf\u2264800ms\n<\/li>\n<li>KRI\uff1aRedis\u96c6\u7fa4\u8282\u70b9\u95f4\u540c\u6b65\u5ef6\u8fdf\u2265200ms\n<\/li>\n<li>KCI\uff1a\u8ba2\u5355\u5e93\u8fde\u63a5\u6c60\u4f7f\u7528\u7387\u226575%\n<\/li>\n<\/ul>\n<ol>\n<li>\n<p><strong>\u6570\u636e\u91c7\u96c6\u7684\u8774\u8776\u6548\u5e94\u63a7\u5236<\/strong><br \/>\n\u91c7\u7528<strong>\u81ea\u9002\u5e94\u91c7\u6837\u7b56\u7565<\/strong>\uff0c\u5728\u4e1a\u52a1\u9ad8\u5cf0\u65f6\u6bb5\u81ea\u52a8\u5207\u6362\u4e3a\u8f7b\u91cf\u7ea7\u6307\u6807\u91c7\u96c6\u6a21\u5f0f\u3002\u67d0\u793e\u4ea4\u5e73\u53f0\u901a\u8fc7\u52a8\u6001\u8c03\u6574<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a>\u7684\u6293\u53d6\u9891\u7387\uff0c\u5c06\u76d1\u63a7\u7cfb\u7edf\u81ea\u8eab\u8d44\u6e90\u6d88\u8017\u964d\u4f4e40%\uff0c\u907f\u514d\u5f62\u6210&rdquo;\u76d1\u63a7\u5403\u6389\u4e1a\u52a1\u8d44\u6e90&rdquo;\u7684\u53cd\u6a21\u5f0f\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u7ec4\u7ec7\u534f\u540c\u7684DevOps\u8fdb\u5316<\/strong><br \/>\n\u5efa\u7acb<strong>SRE\uff08\u7ad9\u70b9\u53ef\u9760\u6027\u5de5\u7a0b\uff09\u56e2\u961f\u4e3b\u5bfc\u7684\u4f5c\u6218\u5ba4\u673a\u5236<\/strong>\uff0c\u7edf\u4e00\u8fd0\u7ef4\u76d1\u63a7\u6570\u636e\u4e0e\u4e1a\u52a1\u5f02\u5e38\u611f\u77e5\u3002\u5f53\u7269\u6d41\u7cfb\u7edf\u51fa\u73b0\u8fd0\u5355\u72b6\u6001\u540c\u6b65\u5f02\u5e38\u65f6\uff0c\u4e1a\u52a1\u65b9\u63d0\u4f9b\u7684\u4fc3\u9500\u6d3b\u52a8\u4fe1\u606f\u4e0e\u8fd0\u7ef4\u7aef\u7684Kafka\u79ef\u538b\u6570\u636e\u4ea4\u53c9\u9a8c\u8bc1\uff0c\u5feb\u901f\u9501\u5b9a\u7b2c\u4e09\u65b9API\u9650\u6d41\u7b56\u7565\u53d8\u66f4\u7684\u6839\u6e90\u3002<\/p>\n<\/li>\n<\/ol>\n<hr>\n<h3 id=\"\u56db-\u884c\u4e1a\u5b9e\u8df5\u7684\u4ef7\u503c\u542f\u793a\">\u56db\u3001\u884c\u4e1a\u5b9e\u8df5\u7684\u4ef7\u503c\u542f\u793a<\/h3>\n<p>\u5728\u5de5\u4e1a\u7269\u8054\u7f51\u9886\u57df\uff0c\u4e09\u4e00\u91cd\u5de5\u901a\u8fc7\u90e8\u7f72\u8fb9\u7f18\u8ba1\u7b97\u8282\u70b9\u7684\u5168\u666f\u76d1\u63a7\uff0c\u5b9e\u73b020000\u53f0\u5de5\u7a0b\u673a\u68b0\u7684\u9884\u6d4b\u6027\u7ef4\u62a4\uff0c\u8bbe\u5907\u6545\u969c\u7387\u4e0b\u964d58%\u3002\u8fd9\u4e2a\u6848\u4f8b\u5370\u8bc1\u4e86<strong>\u76d1\u63a7\u7ef4\u5ea6\u4e0e\u4e1a\u52a1\u4ef7\u503c\u7684\u6b63\u76f8\u5173\u5b9a\u5f8b<\/strong>\u2014\u2014\u5f53\u76d1\u63a7\u6570\u636e\u80fd\u76f4\u63a5\u6620\u5c04\u5230\u505c\u673a\u6210\u672c\u3001\u5ba2\u6237\u6d41\u5931\u7387\u7b49\u5546\u4e1a\u6307\u6807\u65f6\uff0c\u5176\u4ea7\u751f\u7684\u7ecf\u6d4e\u6548\u76ca\u5448\u6307\u6570\u7ea7\u653e\u5927\u3002<\/p>\n<p>\u91d1\u878d\u884c\u4e1a\u7684\u5b9e\u8df5\u66f4\u5177\u8b66\u793a\u610f\u4e49\uff1a\u67d0\u7701\u7ea7\u533b\u4fdd\u5e73\u53f0\u5728\u9996\u6279\u7528\u6237\u6ce8\u518c\u65f6\u5d29\u6e83\uff0c\u4e8b\u540e\u5206\u6790\u53d1\u73b0\u867d\u7136\u6570\u636e\u5e93QPS\u5728\u5b89\u5168\u9608\u503c\u5185\uff0c\u4f46\u672a\u76d1\u63a7\u5230B+\u6811\u7d22\u5f15\u5206\u88c2\u5bfc\u81f4\u7684\u9501\u7ade\u4e89\u52a0\u5267\u3002\u8fd9\u4fc3\u4f7f\u884c\u4e1a\u5236\u5b9a\u65b0\u7684\u76d1\u63a7\u6807\u51c6\u2014\u2014<strong>\u5fc5\u987b\u5305\u542b\u5b58\u50a8\u5f15\u64ce\u5185\u90e8\u72b6\u6001\u7684\u53ef\u89c2\u6d4b\u6027<\/strong>\u3002<\/p>\n<hr>\n<h3 id=\"\u4e94-\u9762\u5411\u672a\u6765\u7684\u6280\u672f\u6f14\u8fdb\">\u4e94\u3001\u9762\u5411\u672a\u6765\u7684\u6280\u672f\u6f14\u8fdb<\/h3>\n<p>\u968f\u7740eBPF\u6280\u672f\u6210\u719f\uff0c\u5185\u6838\u7ea7\u7ec6\u7c92\u5ea6\u76d1\u63a7\u4e0d\u518d\u9700\u8981\u4fee\u6539\u5e94\u7528\u4ee3\u7801\uff1b<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">OpenTelemetry<\/a>\u6807\u51c6\u7684\u666e\u53ca\uff0c\u5219\u6253\u7834\u76d1\u63a7\u6570\u636e\u7684\u5b64\u5c9b\u72b6\u6001\u3002\u503c\u5f97\u5173\u6ce8\u7684\u662f<strong>AIOPS\u7684\u8303\u5f0f\u8f6c\u53d8<\/strong>\uff1a\u67d0\u4e91\u670d\u52a1\u5546\u5efa\u7acb\u7684\u6545\u969c\u81ea\u6108\u7cfb\u7edf\uff0c\u80fd\u5728\u68c0\u6d4b\u5230MySQL\u4e3b\u4ece\u540c\u6b65\u5ef6\u8fdf\u65f6\uff0c\u81ea\u52a8\u5b9e\u65bd\u67e5\u8be2\u91cd\u5b9a\u5411\u3001\u4ece\u5e93\u9884\u70ed\u3001\u6162SQL\u7194\u65ad\u7b4912\u79cd\u7ec4\u5408\u7b56\u7565\uff0c\u5b9e\u73b0\u771f\u6b63\u610f\u4e49\u4e0a\u7684&rdquo;\u65e0\u4eba\u503c\u5b88&rdquo;\u7a33\u5b9a\u6027\u4fdd\u969c\u3002<\/p>\n<p>\u5728\u91cf\u5b50\u8ba1\u7b97\u4e0e\u4e91\u539f\u751f\u67b6\u6784\u53cc\u91cd\u51b2\u51fb\u4e0b\uff0c\u4e0b\u4e00\u4ee3\u5168\u666f\u76d1\u63a7\u7cfb\u7edf\u5c06\u5177\u5907<strong>\u8de8\u7ef4\u5ea6\u5173\u8054\u80fd\u529b<\/strong>\u2014\u2014\u5f53\u91cf\u5b50\u52a0\u5bc6\u82af\u7247\u7684\u8bef\u7801\u7387\u6ce2\u52a8\u65f6\uff0c\u7cfb\u7edf\u80fd\u9884\u5224\u5176\u5bf9\u5fae\u670d\u52a1\u95f4gRPC\u901a\u4fe1\u65f6\u5ef6\u7684\u5f71\u54cd\u7cfb\u6570\uff0c\u8fd9\u79cd\u8de8\u8d8a\u786c\u4ef6\u5c42\u4e0e\u5e94\u7528\u5c42\u7684\u56e0\u679c\u6d1e\u5bdf\uff0c\u5c06\u91cd\u65b0\u5b9a\u4e49\u7cfb\u7edf\u7a33\u5b9a\u6027\u7684\u5b88\u62a4\u8fb9\u754c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u6570\u5b57\u65f6\u4ee3\u7684\u4e00\u6b21\u5927\u89c4\u6a21\u4fc3\u9500\u6d3b\u52a8\u4e2d\uff0c\u67d0\u5934\u90e8\u7535\u5546\u5e73\u53f0\u56e0\u652f\u4ed8\u63a5\u53e3\u54cd\u5e94\u5ef6\u8fdf\u5bfc\u81f4\u6bcf\u79d2\u635f\u5931\u8d85\u767e\u4e07\u8ba2\u5355\u3002\u4e8b\u540e\u6280\u672f\u56e2\u961f\u590d\u76d8\u53d1\u73b0\uff1a\u6838\u5fc3\u6570\u636e\u5e93\u7684\u7ebf\u7a0b\u6c60\u6ea2\u51fa\u95ee\u9898\u65e9\u5728\u6d41\u91cf\u5cf0\u503c\u5230\u6765\u524d3\u5c0f\u65f6\u5c31\u5df2\u51fa\u73b0\u6027\u80fd\u62d0\u70b9\u3002\u8fd9\u4e2a\u771f\u5b9e\u6848\u4f8b\u5370\u8bc1\u4e86IDC\u7684\u8c03\u7814\u7ed3\u8bba\u2014\u201475%\u7684\u7cfb\u7edf\u6545\u969c\u53ef\u901a\u8fc7\u65e9\u671f\u6027\u80fd\u5f02\u5e38\u4fe1\u53f7\u9884\u6d4b\u89c4\u907f\u3002\u8fd9\u63ed\u793a\u4e86\u73b0\u4ee3\u8f6f\u4ef6\u5de5\u7a0b\u7684\u5173\u952e\u547d\u9898\uff1a\u5f53\u7cfb\u7edf\u590d\u6742\u5ea6\u5448\u6307\u6570\u7ea7\u589e\u957f\u65f6\uff0c\u4f20\u7edf\u76d1\u63a7\u624b\u6bb5\u5df2\u96be\u4ee5\u5e94\u5bf9\uff0c\u800c\u5168\u666f\u6027\u80fd\u76d1\u63a7\uff08Full-Stack Performance Monitoring\uff09\u6b63\u6210\u4e3a\u5b88\u62a4\u7cfb\u7edf\u7a33\u5b9a\u6027\u7684\u65b0\u4e00\u4ee3\u6570\u5b57\u54e8\u5175\u3002 \u4e00\u3001\u7a81\u7834\u4f20\u7edf\u76d1\u63a7\u7684\u8ba4\u77e5\u8fb9\u754c \u4f20\u7edf\u76d1\u63a7\u4f53\u7cfb\u5f80\u5f80\u805a\u7126\u4e8e\u5355\u4e00\u7ef4\u5ea6\uff1a\u8fd0\u7ef4\u56e2\u961f\u5173\u6ce8CPU\/\u5185\u5b58\u7b49\u786c\u4ef6\u6307\u6807\uff0c\u5f00\u53d1\u56e2\u961f\u8ddf\u8e2a\u5e94\u7528\u9519\u8bef\u65e5\u5fd7\uff0c\u7f51\u7edc\u56e2\u961f\u76d1\u63a7\u5e26\u5bbd\u6d41\u91cf\u3002\u8fd9\u79cd\u5272\u88c2\u7684\u76d1\u63a7\u6a21\u5f0f\u5bfc\u81f4\u4e09\u4e2a\u81f4\u547d\u7f3a\u9677\uff1a\u76f2\u533a\u6548\u5e94\uff08\u5982Kafka\u6d88\u606f\u79ef\u538b\u672a\u88ab\u53ca\u65f6\u5bdf\u89c9\uff09\u3001\u8bef\u5224\u98ce\u9669\uff08CPU\u98d9\u5347\u53ef\u80fd\u6e90\u4e8e\u6b63\u5e38\u4e1a\u52a1\u9ad8\u5cf0\u800c\u975e\u6545\u969c\uff09\u3001\u54cd\u5e94\u6ede\u540e\uff08\u5e73\u5747\u970017\u5206\u949f\u5b9a\u4f4d\u6839\u56e0\uff09\u3002 \u5168\u666f\u6027\u80fd\u76d1\u63a7\u7684\u672c\u8d28\u9769\u65b0\u5728\u4e8e\u5efa\u7acb\u4e09\u7ef4\u89c2\u6d4b\u4f53\u7cfb\uff1a \u7eb5\u5411\u7a7f\u900f\uff1a\u4ece\u7528\u6237\u7ec8\u7aef\u8bbe\u5907\u5230CDN\u8282\u70b9\uff0c\u7a7f\u900f\u5e94\u7528\u670d\u52a1\u5668\u76f4\u81f3\u5e95\u5c42\u6570\u636e\u5e93 \u6a2a\u5411\u5173\u8054\uff1a\u5c06\u57fa\u7840\u8bbe\u65bd\u6307\u6807\u3001\u5e94\u7528\u6027\u80fd\u6570\u636e\uff08APM\uff09\u3001\u4e1a\u52a1\u65e5\u5fd7\u8fdb\u884c\u56e0\u679c\u94fe\u5efa\u6a21 \u65f6\u95f4\u56de\u6eaf\uff1a\u57fa\u4e8e\u9ad8\u7cbe\u5ea6\u65f6\u5e8f\u6570\u636e\u5e93\uff0c\u652f\u6301\u4efb\u610f\u65f6\u6bb5\u6570\u636e\u56de\u653e\u4e0e\u5bf9\u6bd4\u5206\u6790 \u67d0\u94f6\u884c\u6838\u5fc3\u7cfb\u7edf\u5347\u7ea7\u540e\u51fa\u73b0\u7684\u95f4\u6b47\u6027\u4ea4\u6613\u5931\u8d25\uff0c\u6b63\u662f\u901a\u8fc7\u5173\u8054\u5206\u6790JVM\u5783\u573e\u56de\u6536\u9891\u7387\u4e0eOracle\u9501\u7b49\u5f85\u65f6\u95f4\uff0c\u53d1\u73b0GC\u505c\u987f\u89e6\u53d1\u6570\u636e\u5e93\u4f1a\u8bdd\u8d85\u65f6\u7684\u9690\u853d\u6545\u969c\u6a21\u5f0f\u3002 \u4e8c\u3001\u6784\u5efa\u7a33\u5b9a\u6027\u7684\u56db\u91cd\u9632\u62a4\u7f51 1. \u4e8b\u524d\u9884\u9632\uff1a\u6570\u5b57\u5b6a\u751f\u538b\u529b\u6d4b\u8bd5 \u901a\u8fc7\u91c7\u96c6\u751f\u4ea7\u73af\u5883\u771f\u5b9e\u6d41\u91cf\uff0c\u5728\u4eff\u771f\u73af\u5883\u4e2d\u6784\u5efa\u6d41\u91cf\u67d3\u8272-\u5f71\u5b50\u5e93\u6d4b\u8bd5-\u5bb9\u91cf\u89c4\u5212\u7684\u95ed\u73af\u3002\u67d0\u89c6\u9891\u5e73\u53f0\u5728\u4e16\u754c\u676f\u76f4\u64ad\u524d\uff0c\u5229\u7528\u5386\u53f2\u5cf0\u503c\u6570\u636e\u751f\u6210300%\u6d41\u91cf\u538b\u529b\u7684\u6570\u5b57\u5b6a\u751f\u4f53\uff0c\u63d0\u524d\u53d1\u73b0\u8fb9\u7f18\u8282\u70b9\u8d1f\u8f7d\u5747\u8861\u7b97\u6cd5\u7684\u4e34\u754c\u5931\u6548\u70b9\u3002 2. \u4e8b\u4e2d\u7194\u65ad\uff1a\u667a\u80fd\u9608\u503c\u52a8\u6001\u8c03\u63a7 \u533a\u522b\u4e8e\u9759\u6001\u9608\u503c\u544a\u8b66\uff0c\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u52a8\u6001\u57fa\u7ebf\u6a21\u578b\u80fd\u8bc6\u522b\u4e1a\u52a1\u5468\u671f\u6027\u6ce2\u52a8\u3002\u5f53API\u54cd\u5e94\u65f6\u95f4\u7684\u6807\u51c6\u5dee\u7a81\u7834\u5386\u53f2\u6ce2\u52a8\u533a\u95f4\u65f6\uff0c\u81ea\u52a8\u89e6\u53d1\u670d\u52a1\u964d\u7ea7\u3002\u67d0\u822a\u53f8\u8ba2\u7968\u7cfb\u7edf\u5728\u6625\u8fd0\u671f\u95f4\uff0c\u901a\u8fc7\u52a8\u6001\u8c03\u6574Redis\u96c6\u7fa4\u7684\u6162\u67e5\u8be2\u9608\u503c\uff0c\u6210\u529f\u907f\u514d\u7f13\u5b58\u96ea\u5d29\u3002 3. \u6839\u56e0\u5b9a\u4f4d\uff1a\u62d3\u6251\u56fe\u8c31\u4e0e\u56e0\u679c\u63a8\u65ad \u62d3\u6251\u611f\u77e5\u6280\u672f 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