Batch spot market for data analytics cloud providers

S. Costache, Tommaso Madonia, A. Tantawi, M. Steinder
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Abstract

Hosting data analytics services is challenging as their workload is often composed of on-line (e.g., interactive or streaming), requiring fast on-demand provisioning, and batch jobs. As workload demand fluctuations lead to varying idle capacity, efficient resource management is difficult, in particular given different provider objectives, e.g., utilization, revenue.
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数据分析云提供商的批量现货市场
托管数据分析服务具有挑战性,因为它们的工作负载通常由在线(例如,交互式或流)组成,需要快速按需供应和批处理作业。由于工作负载需求波动导致不同的闲置能力,因此很难进行有效的资源管理,特别是考虑到不同的提供商目标,例如利用率和收入。
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