Benchmarking Elastic Cloud Big Data Services Under SLA Constraints

Autor:	David Carrera, Clemens Szyperski, Raghu Ramakrishnan, Nicolas Poggi, Thomas Fenech, Alejandro Montero, José A. Blakeley, Donald Kossmann, Josep Lluis Berral, Umar Farooq Minhas, Víctor Cuevas-Vicenttín, Gonzalo Gómez, Davide Brini
Rok vydání:	2020
Předmět:	Big data processing Database Computer science business.industry Quality of service Big data Cloud computing Benchmarking computer.software_genre Service level Elasticity (economics) business computer Elastic cloud
Zdroj:	Performance Evaluation and Benchmarking for the Era of Cloud(s) ISBN: 9783030550233 TPCTC
DOI:	10.1007/978-3-030-55024-0_1
Popis:	We introduce an extension for TPC benchmarks addressing the requirements of big data processing in cloud environments. We characterize it as the Elasticity Test and evaluate under TPCx-BB (BigBench). First, the Elasticity Test incorporates an approach to generate real-world query submissions patterns with distinct data scale factors based on major industrial cluster logs. Second, a new metric is introduced based on Service Level Agreements (SLAs) that takes the quality of service requirements of each query under consideration.
Databáze:	OpenAIRE
Externí odkaz:	https://explore.openaire.eu/search/publication?articleId=doi_________::01a9513de161773f820ae6f89f02f5c4 https://doi.org/10.1007/978-3-030-55024-0_1 Zobrazit plný text záznamu