Abstract
Large amounts of data (BigData) are nowadays stored using NoSQL databases and typically stored and accessed using a key-value format. However, depending on the NoSQL database type, different performance is offered. Thus, in this paper, NoSQL database performance is evaluated and compared in aspects relating with, query performance, based on reads and updates.
In this paper, the five most popular NoSQL databases are tested and evaluated: MongoDB; Cassandra; HBase; OrientDB; Voldemort; Memcached and Redis. To assess the mentioned databases, are used, workloads represented by Yahoo! Cloud Serving Benchmark.
Results allow users to choose the NoSQL database that better fits application needs.
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References
Carro, M.: NoSQL databases (2014). arXiv preprint arXiv:1401.2101
Chang, F., Dean, J., Ghemawat, S., Hsieh, W.C., Wallach, D.A., Burrows, M., Chandra, T., Fikes, A., Gruber, R.E.: Bigtable: a distributed storage system for structured data. ACM Trans. Comput. Syst. (TOCS) 26(2), 4 (2008)
Cook, J.D.: Acid versus base for database transactions. Cook, J.D., Blog (2009)
Cooper, B.F., Silberstein, A., Tam, E., Ramakrishnan, R., Sears, R.: Benchmarking cloud serving systems with YCSB. In Proceedings of the 1st ACM Symposium on Cloud Computing, pp. 143–154. ACM (2010)
DeCandia, G., Hastorun, D., Jampani, M., Kakulapati, G., Lakshman, A., Pilchin, A., Sivasubramanian, S., Vosshall, P., Vogels, W.: Dynamo: amazon’s highly available key-value store. In: ACM SIGOPS operating systems review, vol. 41, pp. 205–220. ACM (2007)
Elbushra, M.M., Lindström, J.: Eventual consistent databases: state of the art. Open J. Databases (OJDB) 1(1), 26–41 (2014)
Gajendran, S.K.: A survey on NoSQL databases. University of Illinois (2012)
Han, J., Haihong, E., Le, G., Du, J.: Survey on NoSQL database. In: 2011 6th International Conference on Pervasive Computing and Applications (ICPCA), pp. 363–366. IEEE (2011)
Hecht, R., Jablonski, S.: NoSQL evaluation: a use case oriented survey. In: 2011 International Conference on Cloud and Service Computing (CSC), pp. 336–341. IEEE (2011)
Indrawan-Santiago, M.: Database research: are we at a crossroad? reflection on NoSQL. In: 2012 15th International Conference on Network-Based Information Systems (NBiS), pp. 45–51. IEEE (2012)
Leavitt, N.: Will NoSQL databases live up to their promise? Computer 43(2), 12–14 (2010)
Moniruzzaman, A., Hossain, S.A.: NoSQL database: new era of databases for big data analytics-classification, characteristics and comparison (2013). arXiv preprint arXiv:1307.0191
Pritchett, D.: Base: an acid alternative. Queue 6(3), 48–55 (2008)
Simon, S.: Brewer’s Cap Theorem. CS341 Distributed Information Systems, University of Basel (HS2012) (2000)
Stonebraker, M.: SQL databases v. NoSQL databases. Commun. ACM 53(4), 10–11 (2010)
Zhang, H., Tompa, F.W.: Querying xml documents by dynamic shredding. In: Proceedings of the 2004 ACM Symposium on Document Engineering, pp. 21–30. ACM (2004)
Acknowledgements
“This article is a result of the CityAction project CENTRO-01-0247-FEDER-017711, supported by Centro Portugal Regional Operational Program (CENTRO 2020), under the Portugal 2020 Partnership Agreement, through the European Regional Development Fund (ERDF), and also financed by national funds through FCT Fundação para a Ciência e Tecnologia, I.P., under the project UID/Multi/04016/2016. Furthermore, we would like to thank the Instituto Politécnico de Viseu for their support.”
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Martins, P., Abbasi, M., Sá, F. (2019). A Study over NoSQL Performance. In: Rocha, Á., Adeli, H., Reis, L., Costanzo, S. (eds) New Knowledge in Information Systems and Technologies. WorldCIST'19 2019. Advances in Intelligent Systems and Computing, vol 930. Springer, Cham. https://doi.org/10.1007/978-3-030-16181-1_57
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DOI: https://doi.org/10.1007/978-3-030-16181-1_57
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