A Framework for User-Centered Declarative ETL

V. Theodorou, A. Abelló, Maik Thiele, Wolfgang Lehner
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引用次数: 12

Abstract

As business requirements evolve with increasing information density and velocity, there is a growing need for efficiency and automation of Extract-Transform-Load (ETL) processes. Current approaches for the modeling and optimization of ETL processes provide platform-independent optimization solutions for the (semi-)automated transition among different abstraction levels, focusing on cost and performance. However, the suggested representations are not abstract enough to communicate business requirements and the role of the process quality in a user-centered perspective has not yet been adequately examined. In this paper, we introduce a novel methodology for the end-to-end design of ETL processes that takes under consideration both functional and non-functional requirements. Based on existing work, we raise the level of abstraction for the conceptual representation of ETL operations and we show how process quality characteristics can generate specific patterns on the process design.
一个以用户为中心的声明式ETL框架
随着业务需求随着信息密度和速度的增加而发展,对提取-转换-加载(ETL)过程的效率和自动化的需求也在不断增长。目前用于ETL过程建模和优化的方法为不同抽象级别之间的(半)自动化转换提供了与平台无关的优化解决方案,重点关注成本和性能。然而,建议的表示还不够抽象,无法传达业务需求,而且流程质量在以用户为中心的透视图中的作用还没有得到充分的研究。在本文中,我们为ETL过程的端到端设计引入了一种新的方法,该方法同时考虑了功能和非功能需求。基于现有的工作,我们提高了ETL操作的概念性表示的抽象级别,并展示了过程质量特征如何在过程设计上生成特定的模式。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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