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.
Identifer | oai:union.ndltd.org:DRESDEN/oai:qucosa:de:qucosa:79149 |
Date | 30 May 2022 |
Creators | Theodorou, Vasileios, Abelló, Alberto, Thiele, Maik, Lehner, Wolfgang |
Publisher | ACM |
Source Sets | Hochschulschriftenserver (HSSS) der SLUB Dresden |
Language | English |
Detected Language | English |
Type | info:eu-repo/semantics/acceptedVersion, doc-type:conferenceObject, info:eu-repo/semantics/conferenceObject, doc-type:Text |
Rights | info:eu-repo/semantics/openAccess |
Relation | 78-1-4503-0999-8, 10.1145/2666158.2666178, info:eu-repo/grantAgreement/European Commission/Erasmus Mundus Joint Doctorate/IT4BI-DC//Information Technologies for Business Intelligence - Doctoral College |
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