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https://hdl.handle.net/1822/43853
Título: | An architecture for data warehousing in big data environments |
Autor(es): | Bruno Martinho Santos, Maribel Yasmina |
Palavras-chave: | Big Data Data Warehouse NoSQL Hadoop Hive Impala |
Data: | Dez-2016 |
Editora: | Springer Verlag |
Revista: | Lecture Notes in Business Information Processing |
Citação: | Martinho, Bruno, and Maribel Yasmina Santos, “An Architecture for Data Warehousing in Big Data Environments”, Proceedings of the 10th. International Conference on Research and Practical Issues of Enterprise Information Systems (Confenis’2016), IFIP International Federation for Information Processing, LNBIP 268, pp. 237–250, 2016, Springer-Verlag, 13-14 December 2016, Viena, Aústria, 2016. (DOI: 10.1007/978-3-319-49944-4_18). |
Resumo(s): | Recent advances in Information Technologies facilitate the increasing capacity to collect and store data, being the Big Data term often mentioned. In this context, many challenges need to be addressed, being Data Warehousing one of them. In this sense, the main purpose of this work is to propose an architecture for Data Warehousing in Big Data, taking as input a data source stored in a traditional Data Warehouse, which is transformed into a Data Warehouse in Hive. Before proposing and implementing the architecture, a benchmark was conducted to verify the processing times of Hive and Impala, understanding how these technologies could be integrated in an architecture where Hive plays the role of a Data Warehouse and Impala is the driving force for the analysis and visualization of data. After the proposal of the architecture, it was implemented using tools like the Hadoop ecosystem, Talend and Tableau, and validated using a data set with more than 100 million records, obtaining satisfactory results in terms of processing times. |
Tipo: | Artigo em ata de conferência |
URI: | https://hdl.handle.net/1822/43853 |
ISBN: | 9783319499437 |
DOI: | 10.1007/978-3-319-49944-4_18 |
ISSN: | 1865-1348 |
Arbitragem científica: | yes |
Acesso: | Acesso restrito UMinho |
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Ficheiros deste registo:
Ficheiro | Descrição | Tamanho | Formato | |
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ArchitectureBigDataWarehousing_Final.pdf Acesso restrito! | 992,14 kB | Adobe PDF | Ver/Abrir |