A MODEL DRIVEN FRAMEWORK FOR COLLABORATIVEAND DYNAMIC DESIGN AND IMPLEMENTATION OF NOSQL-ORIENTED DATA WAREHOUSES

被引:0
作者
Letrache, Khadija [1 ]
Ramdani, Mohammed [1 ]
机构
[1] Univ Hassan 2, Fac Sci & Tech Mohammedia, Informat Dept, LIM Lab, Casablanca, Morocco
来源
JORDANIAN JOURNAL OF COMPUTERS AND INFORMATION TECHNOLOGY | 2024年 / 10卷 / 02期
关键词
Data warehouse; Model driven architecture; Metamodel; Dynamic transformation rule; NoSQL; Document; Key-value; Column-Family; Graph;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Nowadays, modernizing the data warehouse ecosystem is a key challenge in decision-support systems. This modernization is crucial for ensuring scalability and meeting evolving business requirements, especially with the advent of big data. A promising solution involves implementing data warehouses with contemporary data stores, such as NoSQL. In this context, we introduce in this paper a framework that leverages Model-driven Architecture (MDA) to design and implement modern data warehouses across NoSQL data stores. Our MDA approach aims to offer a collaborative, dynamic and reusable process for developing NoSQL-oriented data warehouses tailored to specific project requirements. It facilitates the automatic and dynamic generation of a hybrid data-warehouse model from its conceptual model, which encompasses structural, domain and access parameters. Moreover, our framework includes the generation of implementation code for the data warehouse, along with a set of files to validate, document and illustrate the data-warehouse schema on a target platform. Finally, we present a detailed case study to highlight the effectiveness of our MDA framework.
引用
收藏
页码:214 / 230
页数:17
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