Title :
Benchmark for OLAP on NoSQL technologies comparing NoSQL multidimensional data warehousing solutions
Author :
Chevalier, Max ; El Malki, Mohammed ; Kopliku, Arlind ; Teste, Olivier ; Tournier, Ronan
Author_Institution :
Univ. of Toulouse, Toulouse, France
Abstract :
The plethora of data warehouse solutions has created a need comparing these solutions using experimental benchmarks. Existing benchmarks rely mostly on the relational data model and do not take into account other models. In this paper, we propose an extension to a popular benchmark (the Star Schema Benchmark or SSB) that considers non-relational NoSQL models. To avoid data post-processing required for using this data with NoSQL systems, the data is generated in different formats. To exploit at best horizontal scaling, data can be produced in a distributed file system, hence removing disk or partition sizes as limit for the generated dataset. Experimental work proves improved performance of our new benchmark.
Keywords :
SQL; data mining; data warehouses; distributed databases; network operating systems; relational databases; NoSQL multidimensional data warehousing solutions; NoSQL technologies; OLAP benchmark; Star Schema Benchmark; distributed file system; nonrelational NoSQL models; relational data model; Data Warehouses; HBase; MongoDB; NoSQL; OLAP; big data; decision support systems;
Conference_Titel :
Research Challenges in Information Science (RCIS), 2015 IEEE 9th International Conference on
Conference_Location :
Athens
DOI :
10.1109/RCIS.2015.7128909