Towards an Adaptive Middleware for Efficient Multi-Cloud Data Storage

A. Rafique, D. Landuyt, Vincent Reniers, W. Joosen
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引用次数: 23

Abstract

A multi-cloud storage architecture combines different storage technologies and resources from multiple clouds. As it allows application providers to manage the risks associated to technology or vendor lock-in, provider reliability, data security, privacy, it is an increasingly popular tactic for designing the storage tier of cloud-based applications. Multi-cloud storage architectures are however prone to run-time dynamicity: many dynamic properties impact the way such a setup is governed and evolved over time, e.g., storage providers enter or leave the market; pricing policies, QoS metrics and SLA guarantees change over time; etc. This paper provides an in-depth discussion of this complexity, and sketches our architectural vision of self-adaptive middleware solutions that monitor and change the storage architecture (semi-)autonomously. We highlight two areas of ongoing and future research that deserve specific attention: (i) systematically monitoring the storage systems, despite heterogeneity, and (ii) providing uniform methods and techniques to change and control the different storage resources dynamically.
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面向高效多云数据存储的自适应中间件
多云存储架构结合了来自多个云的不同存储技术和资源。由于它允许应用程序提供商管理与技术或供应商锁定、提供商可靠性、数据安全性和隐私相关的风险,因此它是设计基于云的应用程序的存储层的一种日益流行的策略。然而,多云存储架构容易出现运行时动态性:许多动态属性会影响这种设置的管理方式和随着时间的推移而演变,例如,存储提供商进入或离开市场;定价策略、QoS指标和SLA保证会随时间变化;等。本文对这种复杂性进行了深入的讨论,并概述了我们对自适应中间件解决方案的体系结构愿景,该解决方案可以(半)自主地监视和更改存储体系结构。我们强调了两个值得特别关注的正在进行的和未来的研究领域:(i)系统地监测存储系统,尽管存在异质性;(ii)提供统一的方法和技术来动态地改变和控制不同的存储资源。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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