Journal article
Cheap data analytics using cold storage devices
R Borovica-Gajić, R Appuswamy, A Ailamaki
Proceedings of the VLDB Endowment | ASSOC COMPUTING MACHINERY | Published : 2016
Abstract
operational expenses. In such a setting, data waterfalls from an SSDbased high-performance tier when it is "hot" (frequently accessed) to a disk-based capacity tier and finally to a tape-based archival tier when "cold" (rarely accessed). To address the unprecedented growth in the amount of cold data, hardware vendors introduced new devices named Cold Storage Devices (CSD) explicitly targeted at cold data workloads. With access latencies in tens of seconds and cost/GB as low as $0.01/GB/month, CSD provide a middle ground between the low-latency (ms), high-cost, HDD-based capacity tier, and high-latency (min to h), low-cost, tape-based, archival tier. Driven by the price/performance aspect..
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Awarded by European Union
Awarded by European Research Council (ERC)
Funding Acknowledgements
We would like to thank Prof. Donald Kossmann, the anonymous reviewers, and the DIAS laboratory members for their constructive feedback that substantially improved the presentation of the paper. We thank Javier Alejandro Rivas for his help with MJoin implementation. This work is partially funded by the European Union Seventh Framework Programme (ERC-2013-CoG), under grant agreement number 617508 (ViDa) and the European Union Seventh Framework Programme (FP7 Collaborative project), under grant agreement number 317858 (BigFoot).