A comparison of flexible schemas for software as a service

Stefan Aulbach, D. Jacobs, A. Kemper, Michael Seibold
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引用次数: 111

Abstract

A multi-tenant database system for Software as a Service (SaaS) should offer schemas that are flexible in that they can be extended different versions of the application and dynamically modified while the system is on-line. This paper presents an experimental comparison of five techniques for implementing flexible schemas for SaaS. In three of these techniques, the database "owns" the schema in that its structure is explicitly defined in DDL. Included here is the commonly-used mapping where each tenant is given their own private tables, which we take as the baseline, and a mapping that employs Sparse Columns in Microsoft SQL Server. These techniques perform well, however they offer only limited support for schema evolution in the presence of existing data. Moreover they do not scale beyond a certain level. In the other two techniques, the application "owns" the schema in that it is mapped into generic structures in the database. Included here are XML in DB2 and Pivot Tables in HBase. These techniques give the application complete control over schema evolution, however they can produce a significant decrease in performance. We conclude that the ideal database for SaaS has not yet been developed and offer some suggestions as to how it should be designed.
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软件即服务的灵活模式的比较
软件即服务(SaaS)的多租户数据库系统应该提供灵活的模式,因为它们可以扩展应用程序的不同版本,并在系统在线时动态修改。本文对实现SaaS灵活模式的五种技术进行了实验比较。在其中三种技术中,数据库“拥有”模式,因为它的结构是在DDL中显式定义的。这里包括常用的映射,其中每个租户都有自己的私有表,我们将其作为基线,以及Microsoft SQL Server中使用稀疏列的映射。这些技术表现良好,但是在现有数据存在的情况下,它们只提供有限的模式演化支持。此外,它们的规模不会超过一定的水平。在另外两种技术中,应用程序“拥有”模式,因为它被映射到数据库中的通用结构中。这里包括DB2中的XML和HBase中的数据透视表。这些技术为应用程序提供了对模式演变的完全控制,但是它们可能会显著降低性能。我们得出结论,理想的SaaS数据库尚未开发出来,并就如何设计它提供了一些建议。
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