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realtime-data-warehouse's Introduction

Realtime-Data-Warehouse

本项目涉及实时数据仓库搭建相关,是实习期间和几位大神朋友一起协作完成的课题,在此感谢几位大佬@鑫锋@葛老师@丁哥的帮助

技术路线

一图胜千言,如图是所使用的大数据组件,离线数仓的搭建涉及Kafka、Flume、Sqoop、Hive,实时路线包含Kafka、SparkStreaming、Kudu,最终的展示由Impala查询Hive和Kudu上相关数据,作OLAP分析,分析结果由Tableau展示

img

  • 离线数据采集

    • Kafka+Flume+HDFS 构建消息采集系统

    img

    • Sqoop作数据库到数仓的桥梁
  • 数据仓库数据分层和维度建模的设计

    img

  • 实时消息处理

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