从 ES 到 Kylin，斗鱼客户端性能分析平台进化之旅

{"type":"doc","content":[{"type":"heading","attrs":{"align":null,"level":2},"content":[{"type":"text","text":"一、背景"}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"斗鱼是一家面向大众用户的在线直播平台，每天都有超大量的终端用户在使用斗鱼各客户端参与线上互动。伴随业务的迅猛发展，斗鱼需要对客户端采集到的性能数据进行统计和分析，开发出具有多维度分析图表和数据监控的 APM （Application Performance Monitoring，应用性能监控） 平台。"}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null},"content":[{"type":"text","text":"针对不同的客户端采集的不同数据，我们需要将各种维度之间相互组合并聚合，最终产出的数据变成指标在图表中展示。例如：对在时间、地域、网络环境、客户端以及 CDN 厂商等维度聚合下的各项指标情况进行"},{"type":"text","marks":[{"type":"strong"}],"text":"多维度分析"},{"type":"text","text":"，包括客户端网络性能（包含完整请求耗时，请求耗时，响应耗时，DNS 耗时，TCP 耗时，TLS 耗时等等指标）各类错误时间段内的占比以及详细数量、状态码分布等等。图一和图二分别是两个示例："}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"image","attrs":{"src":"https:\/\/static001.infoq.cn\/resource\/image\/68\/b6\/68d4fb39af4264ca8929a71468e45cb6.png","alt":null,"title":null,"style":null,"href":null,"fromPaste":true,"pastePass":false}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":"center","origin":null},"content":[{"type":"text","text":"△ 图一"}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"image","attrs":{"src":"https:\/\/static001.infoq.cn\/resource\/image\/89\/df\/89d40eyyb7eac9fa8d7b8bce5ee132df.png","alt":null,"title":null,"style":null,"href":null,"fromPaste":true,"pastePass":false}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":"center","origin":null},"content":[{"type":"text","text":"△ 图二"}]},{"type":"paragraph","attrs":{"indent":0,"number":0,"align":null,"origin":null}}]}