分析和分析NoSQL数据库的I/O性能

J. Schindler
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引用次数: 8

摘要

所谓的NoSQL数据库的出现带来了一种使用存储系统的新模式。传统的关系数据库系统利用集中管理的企业级存储阵列提供的特性,而具有较弱数据一致性模型的新一代数据库系统则满足于使用和管理本地附加的单个存储设备,并通过高级软件特性和协议提供数据可靠性和可用性。本教程旨在回顾所选NoSQL数据库的体系结构,为理解这些新数据库系统的行为奠定基础。本文特别关注这些新系统如何有效地使用I/O和其他资源来完成它们的工作。本教程将研究几个NoSQL数据库的行为,重点介绍Cassandra——一个流行的NoSQL数据库系统。它使用在私有云部署中捕获的I/O跟踪和资源利用配置文件,私有云部署既使用专用的直接连接存储,也使用共享的网络存储。
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Profiling and analyzing the I/O performance of NoSQL DBs
The advent of the so-called NoSQL databases has brought about a new model of using storage systems. While traditional relational database systems took advantage of features offered by centrally-managed, enterprise-class storage arrays, the new generation of database systems with weaker data consistency models is content with using and manag- ing locally attached individual storage devices and providing data reliability and availability through high-level software features and protocols. This tutorial aims to review the architecture of selected NoSQL DBs to lay the foundations for understanding how these new DB systems behave. In particular, it focuses on how (in)efficiently these new systems use I/O and other resources to accomplish their work. The tutorial examines the behavior of several NoSQL DBs with an emphasis on Cassandra - a popular NoSQL DB system. It uses I/O traces and resource utilization profiles captured in private cloud deployments that use both dedicated directly attached storage as well as shared networked storage.
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