{"id":34411,"date":"2025-03-10T17:17:43","date_gmt":"2025-03-10T09:17:43","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=34411"},"modified":"2025-03-10T17:17:43","modified_gmt":"2025-03-10T09:17:43","slug":"%e4%ba%91%e5%8e%9f%e7%94%9fapm%e5%a6%82%e4%bd%95%e5%ae%9e%e7%8e%b0%e9%ab%98%e6%95%88%e7%9a%84%e6%80%a7%e8%83%bd%e7%9b%91%e6%8e%a7%e6%95%b0%e6%8d%ae%e5%ad%98%e5%82%a8%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/34411.html","title":{"rendered":"\u4e91\u539f\u751fAPM\u5982\u4f55\u5b9e\u73b0\u9ad8\u6548\u7684\u6027\u80fd\u76d1\u63a7\u6570\u636e\u5b58\u50a8\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/5oJ2z.jpg\" alt=\"\u4e91\u539f\u751fAPM\u5982\u4f55\u5b9e\u73b0\u9ad8\u6548\u7684\u6027\u80fd\u76d1\u63a7\u6570\u636e\u5b58\u50a8\uff1f\" ><\/p>\n<\/p>\n<p>\u3010\u524d\u8a00\u3011<br 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style=\"color:blue\">\u5e94\u7528\u6027\u80fd\u7ba1\u7406<\/a>\uff09<\/strong>\u5982\u4f55\u7a81\u7834\u5b58\u50a8\u74f6\u9888\uff0c\u5b9e\u73b0\u9ad8\u6027\u80fd\u3001\u4f4e\u6210\u672c\u3001\u53ef\u6269\u5c55\u7684\u6570\u636e\u7ba1\u7406\uff1f\u8fd9\u4e0d\u4ec5\u5173\u4e4e\u8fd0\u7ef4\u6548\u7387\uff0c\u66f4\u76f4\u63a5\u51b3\u5b9a\u4f01\u4e1a\u7684\u4e1a\u52a1\u54cd\u5e94\u901f\u5ea6\u4e0e\u7528\u6237\u4f53\u9a8c\u3002\u672c\u6587\u5c06\u6df1\u5165\u89e3\u6790\u4e91\u539f\u751f\u73af\u5883\u4e0b\u7684\u6570\u636e\u5b58\u50a8\u8bbe\u8ba1\u54f2\u5b66\uff0c\u63ed\u793a\u9ad8\u6548\u5b58\u50a8\u80cc\u540e\u7684\u5173\u952e\u6280\u672f\u8def\u5f84\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u4e91\u539f\u751fapm\u7684\u6570\u636e\u7279\u5f81\u4e0e\u5b58\u50a8\u6311\u6218\">\u4e00\u3001<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u4e91\u539f\u751fAPM<\/a>\u7684\u6570\u636e\u7279\u5f81\u4e0e\u5b58\u50a8\u6311\u6218<\/h3>\n<p>\u4e91\u539f\u751f\u73af\u5883\u4e0b\u7684\u6027\u80fd\u76d1\u63a7\u6570\u636e\u5448\u73b0\u4e09\u5927\u7279\u5f81\uff1a<strong>\u9ad8\u7ef4\u5ea6<\/strong>\u3001<strong>\u9ad8\u541e\u5410<\/strong>\u3001<strong>\u9ad8\u65f6\u6548\u6027<\/strong>\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u9ad8\u7ef4\u5ea6\u6570\u636e\u805a\u5408<\/strong><br \/>\n\u5728Kubernetes\u96c6\u7fa4\u4e2d\uff0c\u5355\u4e2aPod\u53ef\u80fd\u5173\u8054\u6570\u5341\u4e2a\u6807\u7b7e\uff08\u5982\u73af\u5883\u3001\u7248\u672c\u3001\u5730\u57df\uff09\uff0c\u7ed3\u5408\u6307\u6807\uff08CPU\u3001\u5185\u5b58\uff09\u3001\u65e5\u5fd7\uff08\u9519\u8bef\u5806\u6808\uff09\u4e0e\u8ffd\u8e2a\uff08Span\uff09\u6570\u636e\uff0c\u5355\u6b21\u67e5\u8be2\u9700\u5904\u7406\u591a\u7ef4\u5ea6\u5173\u8054\u3002\u4f20\u7edf\u65f6\u5e8f\u6570\u636e\u5e93\uff08\u5982Graphite\uff09\u56e0\u7f3a\u4e4f\u7075\u6d3b\u7684\u6570\u636e\u6a21\u578b\uff0c\u96be\u4ee5\u652f\u6491\u52a8\u6001\u6807\u7b7e\u68c0\u7d22\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6bcf\u79d2\u767e\u4e07\u7ea7\u6570\u636e\u5199\u5165<\/strong><br \/>\n\u4ee5Istio\u670d\u52a1\u7f51\u683c\u4e3a\u4f8b\uff0c\u5355\u4e2a\u4e2d\u578b\u96c6\u7fa4\u6bcf\u65e5\u53ef\u751f\u6210\u8d85\u8fc710TB\u7684\u9065\u6d4b\u6570\u636e\u3002\u82e5\u91c7\u7528\u96c6\u4e2d\u5f0f\u5b58\u50a8\uff0c\u7f51\u7edc\u5e26\u5bbd\u4e0e\u78c1\u76d8IO\u5c06\u6210\u4e3a\u74f6\u9888\u3002*\u201c\u6570\u636e\u672c\u5730\u5316\u5904\u7406\u201d*\u6210\u4e3a\u5fc5\u9009\u9879\uff0c\u4f8b\u5982\u901a\u8fc7Sidecar\u4ee3\u7406\u5728\u8282\u70b9\u5c42\u8fdb\u884c\u9884\u805a\u5408\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5b9e\u65f6\u5206\u6790\u4e0e\u957f\u671f\u5b58\u50a8\u7684\u5e73\u8861<\/strong><br \/>\n\u6545\u969c\u6392\u67e5\u4f9d\u8d56\u79d2\u7ea7\u54cd\u5e94\u7684\u5b9e\u65f6\u6570\u636e\uff0c\u800c\u5bb9\u91cf\u89c4\u5212\u9700\u8bbf\u95ee\u6570\u6708\u524d\u7684\u5386\u53f2\u8bb0\u5f55\u3002\u8fd9\u5c31\u8981\u6c42\u5b58\u50a8\u7cfb\u7edf\u540c\u65f6\u652f\u6301<strong>\u70ed\u5b58\u50a8<\/strong>\uff08\u5185\u5b58\/SSD\uff09\u4e0e<strong>\u51b7\u5b58\u50a8<\/strong>\uff08\u5bf9\u8c61\u5b58\u50a8\uff09\uff0c\u5e76\u901a\u8fc7\u667a\u80fd\u5206\u5c42\u964d\u4f4eTCO\uff08\u603b\u62e5\u6709\u6210\u672c\uff09\u3002<\/p>\n<\/li>\n<\/ol>\n<hr>\n<h3 id=\"\u4e8c-\u5206\u5e03\u5f0f\u5b58\u50a8\u67b6\u6784\u7684\u6838\u5fc3\u8bbe\u8ba1\u539f\u5219\">\u4e8c\u3001\u5206\u5e03\u5f0f\u5b58\u50a8\u67b6\u6784\u7684\u6838\u5fc3\u8bbe\u8ba1\u539f\u5219<\/h3>\n<p>\u4e3a\u5e94\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0c\u9886\u5148\u7684\u4e91\u539f\u751fAPM\u65b9\u6848\u666e\u904d\u91c7\u7528<strong>\u201c\u5206\u7247-\u5206\u5c42-\u5206\u6d41\u201d\u4e09\u4f4d\u4e00\u4f53\u67b6\u6784<\/strong>\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u6a2a\u5411\u5206\u7247\uff1a\u7a81\u7834\u5355\u70b9\u6027\u80fd\u6781\u9650<\/strong><br \/>\n\u901a\u8fc7\u4e00\u81f4\u6027\u54c8\u5e0c\u7b97\u6cd5\uff08\u5982Rendezvous Hashing\uff09\u5c06\u6570\u636e\u6309\u670d\u52a1\u3001\u547d\u540d\u7a7a\u95f4\u7b49\u7ef4\u5ea6\u5206\u7247\uff0c\u6bcf\u4e2aShard\u72ec\u7acb\u627f\u62c5\u8bfb\u5199\u538b\u529b\u3002\u4f8b\u5982\uff0c<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a>\u7684Thanos\u9879\u76ee\u901a\u8fc7Store Gateway\u5b9e\u73b0\u8de8\u96c6\u7fa4\u6570\u636e\u5206\u7247\u67e5\u8be2\uff0c\u5b58\u50a8\u89c4\u6a21\u53ef\u6269\u5c55\u81f3EB\u7ea7\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5782\u76f4\u5206\u5c42\uff1a\u51b7\u70ed\u6570\u636e\u667a\u80fd\u8c03\u5ea6<\/strong><br \/>\n*\u70ed\u6570\u636e\u5c42*\u91c7\u7528\u5012\u6392\u7d22\u5f15+\u5217\u5f0f\u5b58\u50a8\uff08\u5982Elasticsearch\uff09\uff0c\u5b9e\u73b0\u6beb\u79d2\u7ea7\u54cd\u5e94\uff1b*\u6e29\u6570\u636e\u5c42*\u4f7f\u7528\u538b\u7f29\u65f6\u5e8f\u5757\uff08\u5982InfluxDB TSM\u5f15\u64ce\uff09\uff0c\u5e73\u8861\u67e5\u8be2\u901f\u5ea6\u4e0e\u5b58\u50a8\u5bc6\u5ea6\uff1b*\u51b7\u6570\u636e\u5c42*\u5bf9\u63a5S3\/MinIO\uff0c\u901a\u8fc7\u751f\u547d\u5468\u671f\u7b56\u7565\u81ea\u52a8\u6c89\u964d\u6570\u636e\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8fb9\u7f18\u5206\u6d41\uff1a\u964d\u4f4e\u4e2d\u5fc3\u5b58\u50a8\u8d1f\u8f7d<\/strong><br \/>\n\u5728\u6570\u636e\u91c7\u96c6\u7aef\uff08\u5982OpenTelemetry Collector\uff09\u90e8\u7f72\u6d41\u5f0f\u5904\u7406\u5f15\u64ce\uff0c\u6267\u884c\u964d\u91c7\u6837\uff08downsampling\uff09\u3001\u5f02\u5e38\u68c0\u6d4b\u7b49\u9884\u5904\u7406\u3002\u4f8b\u5982\uff0c\u5c06\u539f\u59cb1\u79d2\u7cbe\u5ea6\u7684\u6307\u6807\u805a\u5408\u4e3a1\u5206\u949f\u7edf\u8ba1\u503c\uff0c\u51cf\u5c1190%\u7684\u5b58\u50a8\u5f00\u9500\u3002<\/p>\n<\/li>\n<\/ol>\n<hr>\n<h3 id=\"\u4e09-\u5173\u952e\u6280\u672f\u9009\u578b\u4e0e\u4f18\u5316\u5b9e\u8df5\">\u4e09\u3001\u5173\u952e\u6280\u672f\u9009\u578b\u4e0e\u4f18\u5316\u5b9e\u8df5<\/h3>\n<h4 id=\"1-\u5217\u5f0f\u5b58\u50a8-vs-\u884c\u5f0f\u5b58\u50a8\">1. <strong>\u5217\u5f0f\u5b58\u50a8 vs \u884c\u5f0f\u5b58\u50a8<\/strong><\/h4>\n<p><em>\u884c\u5f0f\u5b58\u50a8<\/em>\uff08\u5982MySQL\uff09\u9002\u5408\u4e8b\u52a1\u5904\u7406\uff0c\u4f46\u9762\u5bf9\u76d1\u63a7\u573a\u666f\u7684\u5bbd\u8868\u67e5\u8be2\u6548\u7387\u4f4e\u4e0b\u3002<em>\u5217\u5f0f\u5b58\u50a8<\/em>\uff08\u5982Apache Parquet\uff09\u901a\u8fc7\u6309\u5217\u538b\u7f29\u3001\u5411\u91cf\u5316\u8ba1\u7b97\uff0c\u53ef\u63d0\u5347\u805a\u5408\u67e5\u8be2\u901f\u5ea65-10\u500d\u3002Cortex\u9879\u76ee\u4f7f\u7528\u5217\u5f0f\u5b58\u50a8\u5b9e\u73b0\u6bcf\u79d2\u767e\u4e07\u7ea7\u6837\u672c\u5199\u5165\uff0c\u538b\u7f29\u7387\u9ad8\u8fbe10:1\u3002<\/p>\n<h4 id=\"2-\u5012\u6392\u7d22\u5f15\u7684\u53d6\u820d\">2. <strong>\u5012\u6392\u7d22\u5f15\u7684\u53d6\u820d<\/strong><\/h4>\n<p>\u867d\u7136Elasticsearch\u7684\u5012\u6392\u7d22\u5f15\u652f\u6301\u7075\u6d3b\u67e5\u8be2\uff0c\u4f46\u5176\u5185\u5b58\u6d88\u8017\u4e0e\u5199\u5165\u5ef6\u8fdf\u8f83\u9ad8\u3002<strong>\u6df7\u5408\u7d22\u5f15\u7b56\u7565<\/strong>\u9010\u6e10\u5174\u8d77\uff1a<\/p>\n<ul>\n<li><strong>\u65f6\u5e8f\u4f18\u5148\u7d22\u5f15<\/strong>\uff1a\u5bf9\u65f6\u95f4\u8303\u56f4\u5206\u533a\uff0c\u7f29\u5c0f\u68c0\u7d22\u8303\u56f4\uff1b\n<\/li>\n<li><strong>\u5e03\u9686\u8fc7\u6ee4\u5668\u52a0\u901f<\/strong>\uff1a\u5feb\u901f\u6392\u9664\u4e0d\u5339\u914d\u7684\u5206\u7247\uff1b\n<\/li>\n<li><strong>\u9884\u8ba1\u7b97\u6807\u7b7e\u7ec4\u5408<\/strong>\uff1a\u5c06\u9ad8\u9891\u67e5\u8be2\u7684\u6807\u7b7e\u5bf9\u9884\u5b58\u4e3a\u4f4d\u56fe\uff08Bitmap\uff09\uff0c\u5982\u201cenv=prod AND app=payment\u201d\u3002\n<\/li>\n<\/ul>\n<h4 id=\"3-\u538b\u7f29\u7b97\u6cd5\u7684\u573a\u666f\u9002\u914d\">3. <strong>\u538b\u7f29\u7b97\u6cd5\u7684\u573a\u666f\u9002\u914d<\/strong><\/h4>\n<ul>\n<li><em>\u6d6e\u70b9\u578b\u6307\u6807<\/em>\uff1a\u4f7f\u7528Gorilla\u538b\u7f29\u7b97\u6cd5\uff08Facebook\u5f00\u6e90\uff09\uff0c\u5229\u7528\u76f8\u90bb\u6570\u636e\u7684\u5dee\u503c\u7f16\u7801\uff0c\u538b\u7f29\u7387\u53ef\u8fbe70%\uff1b\n<\/li>\n<li><em>\u65e5\u5fd7\u6587\u672c<\/em>\uff1aZSTD\u5b57\u5178\u538b\u7f29\u6280\u672f\uff0c\u9488\u5bf9\u91cd\u590d\u6a21\u5f0f\uff08\u5982K8s\u4e8b\u4ef6\u6a21\u677f\uff09\u8bad\u7ec3\u4e13\u5c5e\u5b57\u5178\uff0c\u538b\u7f29\u7387\u63d0\u534740%\uff1b\n<\/li>\n<li><em>\u8ffd\u8e2a\u6570\u636e<\/em>\uff1a\u901a\u8fc7\u534f\u8bae\u7f13\u51b2\uff08Protocol Buffers\uff09\u7f16\u7801Span\u95f4\u7684\u7236\u5b50\u5173\u7cfb\uff0c\u51cf\u5c11\u5197\u4f59\u5b57\u6bb5\u4f20\u8f93\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u56db-\u4e91\u539f\u751f\u5b58\u50a8\u7684\u56db\u5927\u6f14\u8fdb\u8d8b\u52bf\">\u56db\u3001\u4e91\u539f\u751f\u5b58\u50a8\u7684\u56db\u5927\u6f14\u8fdb\u8d8b\u52bf<\/h3>\n<ol>\n<li>\n<p><strong>Serverless\u5316\u5b58\u50a8\u670d\u52a1<\/strong><br \/>\n\u501f\u52a9AWS Aurora\u3001Snowflake\u7b49\u4e91\u6570\u636e\u5e93\u7684Serverless\u80fd\u529b\uff0cAPM\u7cfb\u7edf\u53ef\u6839\u636e\u8d1f\u8f7d\u81ea\u52a8\u6269\u7f29\u5bb9\uff0c\u5b9e\u73b0\u201c\u6309\u5b9e\u9645\u626b\u63cf\u91cf\u4ed8\u8d39\u201d\uff0c\u907f\u514d\u8d44\u6e90\u95f2\u7f6e\u3002<\/p>\n<\/li>\n<li>\n<p><strong>AI\u9a71\u52a8\u7684\u5b58\u50a8\u4f18\u5316<\/strong><br \/>\n\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u9884\u6d4b\u6570\u636e\u8bbf\u95ee\u6a21\u5f0f\uff1a<\/p>\n<\/li>\n<\/ol>\n<ul>\n<li>\u52a8\u6001\u8c03\u6574\u5b58\u50a8\u5c42\u7ea7\uff08\u5982\u63d0\u524d\u5c06\u5373\u5c06\u8bbf\u95ee\u7684\u51b7\u6570\u636e\u52a0\u8f7d\u5230\u5185\u5b58\uff09\uff1b\n<\/li>\n<li>\u81ea\u52a8\u8bc6\u522b\u4f4e\u4ef7\u503c\u6570\u636e\uff08\u5982\u8fde\u7eed24\u5c0f\u65f6\u65e0\u6ce2\u52a8\u7684\u6307\u6807\uff09\uff0c\u89e6\u53d1\u964d\u91c7\u6837\u6216\u5220\u9664\u7b56\u7565\u3002\n<\/li>\n<\/ul>\n<ol>\n<li>\n<p><strong>\u5f00\u653e\u683c\u5f0f\u7684\u7edf\u4e00\u5b58\u50a8\u6c60<\/strong><br \/>\nIceberg\u3001Delta Lake\u7b49\u8868\u683c\u683c\u5f0f\u652f\u6301\u8de8APM\u5de5\u5177\uff08<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a>\u3001Jaeger\uff09\u7684\u6570\u636e\u6e56\u5b58\u50a8\uff0c\u6253\u7834\u6570\u636e\u5b64\u5c9b\u3002\u4f8b\u5982\uff0c\u53ef\u901a\u8fc7\u7edf\u4e00SQL\u63a5\u53e3\u5173\u8054\u6307\u6807\u3001\u65e5\u5fd7\u4e0e\u8ffd\u8e2a\u6570\u636e\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u786c\u4ef6\u52a0\u901f\u7a81\u7834\u6027\u80fd\u5929\u82b1\u677f<\/strong><\/p>\n<\/li>\n<\/ol>\n<ul>\n<li>\u4f7f\u7528FPGA\u52a0\u901f\u65f6\u5e8f\u6570\u636e\u7684\u538b\u7f29\/\u89e3\u538b\u6d41\u6c34\u7ebf\uff1b\n<\/li>\n<li>\u57fa\u4e8eRDMA\u7f51\u7edc\u5b9e\u73b0\u5b58\u50a8\u8282\u70b9\u95f4\u96f6\u62f7\u8d1d\u6570\u636e\u4f20\u8f93\uff1b\n<\/li>\n<li>\u5229\u7528Intel Optane\u6301\u4e45\u5185\u5b58\uff08PMEM\uff09\u6784\u5efa\u4f4e\u5ef6\u8fdf\u5199\u5165\u7f13\u51b2\u533a\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u4e94-\u5b9e\u8df5\u5efa\u8bae-\u6784\u5efa\u9ad8\u6548\u5b58\u50a8\u7cfb\u7edf\u7684\u5173\u952e\u6b65\u9aa4\">\u4e94\u3001\u5b9e\u8df5\u5efa\u8bae\uff1a\u6784\u5efa\u9ad8\u6548\u5b58\u50a8\u7cfb\u7edf\u7684\u5173\u952e\u6b65\u9aa4<\/h3>\n<ol>\n<li><strong>\u660e\u786e\u6570\u636eSLA\u5206\u7ea7<\/strong>\n<\/li>\n<\/ol>\n<ul>\n<li>\u5b9a\u4e49\u6838\u5fc3\u4e1a\u52a1\u6307\u6807\u7684\u4fdd\u7559\u7b56\u7565\uff08\u5982\u652f\u4ed8\u94fe\u8def\u6570\u636e\u4fdd\u5b58180\u5929\uff0c\u65e5\u5fd7\u4fdd\u5b5830\u5929\uff09\uff1b\n<\/li>\n<li>\u6839\u636eP99\u5ef6\u8fdf\u8981\u6c42\u5212\u5b9a\u5b58\u50a8\u4ecb\u8d28\uff08SSD\/HDD\/\u78c1\u5e26\uff09\u3002\n<\/li>\n<\/ul>\n<ol>\n<li><strong>\u9009\u62e9\u4e0e\u573a\u666f\u5339\u914d\u7684\u5b58\u50a8\u5f15\u64ce<\/strong>\n<\/li>\n<\/ol>\n<ul>\n<li>\u9ad8\u5e76\u53d1\u5b9e\u65f6\u544a\u8b66\uff1aTimescaleDB\uff08\u57fa\u4e8ePostgreSQL\u7684\u65f6\u5e8f\u6269\u5c55\uff09\uff1b\n<\/li>\n<li>\u4f4e\u6210\u672c\u6d77\u91cf\u65e5\u5fd7\uff1aLoki\uff08\u7d22\u5f15\u4e0e\u5b58\u50a8\u5206\u79bb\u67b6\u6784\uff09\uff1b\n<\/li>\n<li>\u8de8\u670d\u52a1\u8ffd\u8e2a\u5206\u6790\uff1aClickHouse\uff08\u5411\u91cf\u5316\u6267\u884c\u5f15\u64ce\uff09\u3002\n<\/li>\n<\/ul>\n<ol>\n<li><strong>\u6301\u7eed\u76d1\u63a7\u4e0e\u8c03\u4f18<\/strong>\n<\/li>\n<\/ol>\n<ul>\n<li>\u90e8\u7f72\u5b58\u50a8\u5065\u5eb7\u5ea6\u770b\u677f\uff0c\u5173\u6ce8\u538b\u7f29\u7387\u3001\u67e5\u8be2QPS\u3001\u8282\u70b9\u8d1f\u8f7d\u5747\u8861\u7b49\u6307\u6807\uff1b\n<\/li>\n<li>\u5b9a\u671f\u6267\u884c\u5b58\u50a8\u538b\u529b\u6d4b\u8bd5\uff0c\u6a21\u62df\u6d41\u91cf\u6fc0\u589e\u573a\u666f\u4e0b\u7684\u964d\u7ea7\u7b56\u7565\uff08\u5982\u9650\u6d41\u3001\u91c7\u6837\uff09\u3002\n<\/li>\n<\/ul>\n<ol>\n<li><strong>\u62e5\u62b1\u5f00\u6e90\u751f\u6001\u4f46\u907f\u514d\u8fc7\u5ea6\u8026\u5408<\/strong><br \/>\n\u867d\u7136Prometheus\u3001Thanos\u7b49\u5f00\u6e90\u5de5\u5177\u964d\u4f4e\u4e86\u5165\u95e8\u95e8\u69db\uff0c\u4f46\u4f01\u4e1a\u9700\u8bc4\u4f30\u957f\u671f\u7ef4\u62a4\u6210\u672c\u3002\u5bf9\u4e8e\u5173\u952e\u4e1a\u52a1\uff0c\u53ef\u8003\u8651\u5546\u4e1a\u65b9\u6848\uff08\u5982Datadog\u3001New Relic\uff09\u7684\u6258\u7ba1\u5b58\u50a8\u670d\u52a1\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u3010\u524d\u8a00\u3011 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\u4e00\u3001\u4e91\u539f\u751fAPM\u7684\u6570\u636e\u7279\u5f81\u4e0e\u5b58\u50a8\u6311\u6218 \u4e91\u539f\u751f\u73af\u5883\u4e0b\u7684\u6027\u80fd\u76d1\u63a7\u6570\u636e\u5448\u73b0\u4e09\u5927\u7279\u5f81\uff1a\u9ad8\u7ef4\u5ea6\u3001\u9ad8\u541e\u5410\u3001\u9ad8\u65f6\u6548\u6027\u3002 \u9ad8\u7ef4\u5ea6\u6570\u636e\u805a\u5408 \u5728Kubernetes\u96c6\u7fa4\u4e2d\uff0c\u5355\u4e2aPod\u53ef\u80fd\u5173\u8054\u6570\u5341\u4e2a\u6807\u7b7e\uff08\u5982\u73af\u5883\u3001\u7248\u672c\u3001\u5730\u57df\uff09\uff0c\u7ed3\u5408\u6307\u6807\uff08CPU\u3001\u5185\u5b58\uff09\u3001\u65e5\u5fd7\uff08\u9519\u8bef\u5806\u6808\uff09\u4e0e\u8ffd\u8e2a\uff08Span\uff09\u6570\u636e\uff0c\u5355\u6b21\u67e5\u8be2\u9700\u5904\u7406\u591a\u7ef4\u5ea6\u5173\u8054\u3002\u4f20\u7edf\u65f6\u5e8f\u6570\u636e\u5e93\uff08\u5982Graphite\uff09\u56e0\u7f3a\u4e4f\u7075\u6d3b\u7684\u6570\u636e\u6a21\u578b\uff0c\u96be\u4ee5\u652f\u6491\u52a8\u6001\u6807\u7b7e\u68c0\u7d22\u3002 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\u6545\u969c\u6392\u67e5\u4f9d\u8d56\u79d2\u7ea7\u54cd\u5e94\u7684\u5b9e\u65f6\u6570\u636e\uff0c\u800c\u5bb9\u91cf\u89c4\u5212\u9700\u8bbf\u95ee\u6570\u6708\u524d\u7684\u5386\u53f2\u8bb0\u5f55\u3002\u8fd9\u5c31\u8981\u6c42\u5b58\u50a8\u7cfb\u7edf\u540c\u65f6\u652f\u6301\u70ed\u5b58\u50a8\uff08\u5185\u5b58\/SSD\uff09\u4e0e\u51b7\u5b58\u50a8\uff08\u5bf9\u8c61\u5b58\u50a8\uff09\uff0c\u5e76\u901a\u8fc7\u667a\u80fd\u5206\u5c42\u964d\u4f4eTCO\uff08\u603b\u62e5\u6709\u6210\u672c\uff09\u3002 \u4e8c\u3001\u5206\u5e03\u5f0f\u5b58\u50a8\u67b6\u6784\u7684\u6838\u5fc3\u8bbe\u8ba1\u539f\u5219 \u4e3a\u5e94\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0c\u9886\u5148\u7684\u4e91\u539f\u751fAPM\u65b9\u6848\u666e\u904d\u91c7\u7528\u201c\u5206\u7247-\u5206\u5c42-\u5206\u6d41\u201d\u4e09\u4f4d\u4e00\u4f53\u67b6\u6784\uff1a \u6a2a\u5411\u5206\u7247\uff1a\u7a81\u7834\u5355\u70b9\u6027\u80fd\u6781\u9650 \u901a\u8fc7\u4e00\u81f4\u6027\u54c8\u5e0c\u7b97\u6cd5\uff08\u5982Rendezvous 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