一些经典论文
可以参考这位大佬的博客,2020年下半年开始有许多paper阅读笔记
https://fuzhe1989.github.io/
1.大数据Hadoop三辆马车
MapReduce-2004:一种计算框架
https://static.googleusercontent.com/media/research.google.com/zh-CN//archive/mapreduce-osdi04.pdf
GoogleFileSystem-2003:GFS 谷歌的文件系统
https://static.googleusercontent.com/media/research.google.com/zh-CN//archive/gfs-sosp2003.pdf
BigTable-2006:数据存储
https://static.usenix.org/events/osdi06/tech/chang/chang_html/?em_x=22
2.snowflake数据仓库
1.《The Snowflake Elastic Data Warehouse》- 2016
snowflake 面向OLAP的云原生数据仓库
https://dl.acm.org/doi/pdf/10.1145/2882903.2903741
2.《Building An Elastic Query Engine on Disaggregated Storage》-2020
是snowflake第一篇(2016)的后续版本,介绍snowflake架构和实现
https://www.usenix.org/system/files/nsdi20-paper-vuppalapati.pdf
3.一些论文
1.《Impala: A Modern, Open-Source SQL Engine for Hadoop》-2015
impala论文 介绍了架构
http://cidrdb.org/cidr2015/Papers/CIDR15_Paper28.pdf
2.《Kudu: Storage for Fast Analytics on Fast Data 》-2015
impala+kudu,一个是计算引擎,一个是存储
apache kudu:一种支持高效随机读写和扫描的存储系统
https://kudu.apache.org/kudu.pdf
3.《Volcano-An Extensible and Parallel Query Evaluation System》- 1994
火山架构
https://paperhub.s3.amazonaws.com/dace52a42c07f7f8348b08dc2b186061.pdf
3.《F1: A distributed SQL database that scales》-2013
https://research.google/pubs/pub41344/
4.《TiDB: A Raft-based HTAP Database》-2020
pingCAP的数据库TiDB
https://dl.acm.org/doi/pdf/10.14778/3415478.3415535
5.《Alibaba hologres: a cloud-native service for hybrid serving/analytical processing》- 2020
hologres是 融合NoSQL写和OLAP读的系统,称为HASP(Hybrid Srerving and Analytical Processing)
https://dl.acm.org/doi/pdf/10.14778/3415478.3415550
6.《AnalyticDB: Real-time OLAP Database System at Alibaba Cloud》-2019
AnalyticDB 阿里的OLAP数据仓库,支持复杂ad-hoc查询的实时分析系统
https://dl.acm.org/doi/abs/10.14778/3352063.3352124