Effeclouds: A cost-effective cloud-of-clouds framework for two-tier storage

被引:10
|
作者
Liu, Mingyu [1 ]
Pan, Li [1 ]
Liu, Shijun [1 ]
机构
[1] Shandong Univ, Sch Software, Jinan, Peoples R China
基金
国家重点研发计划;
关键词
Cloud storage; Fault tolerance; Cost optimization; Distributed system; Tiered storage; Online algorithm; REPLICATION; AVAILABILITY; EFFICIENT;
D O I
10.1016/j.future.2021.11.012
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Cloud storage is attracting more and more users with its virtually infinite capacity. However, users have to confront challenges of service outages, price hikes and vendor lock-in. Data replication is a widely used approach to overcome these challenges, but it may bring reduplicated growth in costs. Tiered-storage, which springs up in recent years, offers an opportunity for cost optimization. The hot tier charges users a higher price of storage but a lower price of operations, and vice versa for the cold tier. For optimizing costs, users can transfer their data between hot and cold tiers according to the prior knowledge of data's future access patterns which, however, is generally very hard to obtain in practice. Therefore, it is cost-risky to transfer data rashly because data would incur more costs if they are stored in inappropriate tiers. To achieve cost-effectiveness and high data availability, in this paper we propose a cost-effective framework, Effeclouds, which leverages erasure coding to stripe data across multiple clouds redundantly, in addition to an online algorithm with proved competitiveness to further optimize costs by selecting appropriate tiers for data. Effeclouds offers users a simple way to deploy and exploit, and simultaneously gives consideration to both cost-effectiveness and data-availability. It also mitigates the effect of vendor lock-in and price hikes on costs with multiple clouds as the back-end. Eventually, we validate the effectiveness of Effeclouds by extensive simulations driven by real-world traces. (C) 2021 Elsevier B.V. All rights reserved.
引用
收藏
页码:33 / 49
页数:17
相关论文
共 50 条
  • [1] Building Cost-Effective Storage Clouds
    Zhang, Ning
    Kant, Chander
    2014 IEEE INTERNATIONAL CONFERENCE ON CLOUD ENGINEERING (IC2E), 2014, : 77 - 86
  • [2] DEPSKY: Dependable and Secure Storage in a Cloud-of-Clouds
    Bessani, Alysson
    Correia, Miguel
    Quaresma, Bruno
    Andre, Fernando
    Sousa, Paulo
    EUROSYS 11: PROCEEDINGS OF THE EUROSYS 2011 CONFERENCE, 2011, : 31 - 45
  • [3] To Transfer or Not: An Online Cost Optimization Algorithm for Using Two-Tier Storage-as-a-Service Clouds
    Liu, Mingyu
    Pan, Li
    Liu, Shijun
    IEEE ACCESS, 2019, 7 : 94263 - 94275
  • [4] DEPSKY: Dependable and Secure Storage in a Cloud-of-Clouds
    Bessani, Alysson
    Correia, Miguel
    Quaresma, Bruno
    Andre, Fernando
    Sousa, Paulo
    ACM TRANSACTIONS ON STORAGE, 2013, 9 (04)
  • [5] A cost-effective and reliable cloud storage
    Wei, Yongmei
    Foo, Yong Wee
    2014 IEEE 7TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING (CLOUD), 2014, : 938 - 939
  • [6] Hybrid Two-Tier Framework for Improved Security in Cloud Environment
    Singh, Aarti
    Malhotra, Manisha
    PROCEEDINGS OF THE 10TH INDIACOM - 2016 3RD INTERNATIONAL CONFERENCE ON COMPUTING FOR SUSTAINABLE GLOBAL DEVELOPMENT, 2016, : 955 - 960
  • [7] A Two-Tier Hybrid Parameterization Framework for Effective Data Classification
    Mohamad, Masurah
    Selamat, Ali
    NEW TRENDS IN INTELLIGENT SOFTWARE METHODOLOGIES, TOOLS AND TECHNIQUES (SOMET_18), 2018, 303 : 321 - 331
  • [8] DCStore: A Deduplication-Based Cloud-of-Clouds Storage Service
    An, Bo
    Li, Yan
    Ma, Junming
    Huang, Gang
    Chen, Xiangqun
    Cao, Donggang
    2019 IEEE INTERNATIONAL CONFERENCE ON WEB SERVICES (IEEE ICWS 2019), 2019, : 291 - 295
  • [9] Toward a Cost-effective Cloud Storage Service
    Kim, Shin-gyu
    Han, Hyuck
    Eom, Hyeonsang
    Yeom, Heon Y.
    12TH INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION TECHNOLOGY: ICT FOR GREEN GROWTH AND SUSTAINABLE DEVELOPMENT, VOLS 1 AND 2, 2010, : 99 - 102
  • [10] Adaptive Recovery with Reinforcement Learning in Cloud-of-Clouds Storage Systems
    Shen, Jiajie
    Wu, Bochun
    Xiang, Wang
    Zhao, Zeyu
    Zhang, Kai
    FRONTIERS OF NETWORKING TECHNOLOGIES, CCF CHINANET 2023, 2024, 1988 : 48 - 60