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Informed Schema Design for Column Store-Based Database Services

机译:基于列存储的数据库服务的知情模式设计

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While database schema options in relational database management systems are few and have been studied for decades, little effort has so far been devoted to NoSQL column stores. Today, schema design for column stores is still based on the gut feeling of the application developer instead of being approached systematically. This is even more critical as "good" schemas in column stores do not only depend on the data model of the application but also on the queries on that data: Poor schema design will either lead to a situation where not all queries can be answered or where some queries will show really poor performance. In this paper, we propose a systematic and informed approach to database schema design in NoSQL column stores by means of automated schema generation and application-specific schema ranking.
机译:尽管关系数据库管理系统中的数据库模式选项很少,并且已经进行了数十年的研究,但到目前为止,对NoSQL列存储的投入很少。如今,列存储的架构设计仍然基于应用程序开发人员的直觉,而不是被系统地采用。这一点尤为重要,因为列存储中的“好的”模式不仅取决于应用程序的数据模型,而且还取决于对数据的查询:不良的模式设计将导致无法回答所有查询的情况,或者某些查询会显示出非常差的性能。在本文中,我们通过自动模式生成和特定于应用程序的模式排名,为NoSQL列存储中的数据库模式设计提出了一种系统化,知情的方法。

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