CATER: A Policy-Based Data Placement Framework for Edge Storage

Research output: Chapter in Book/Report/Conference proceedingsChapterpeer-review

Abstract

The growing heterogeneity and decentralization in the modern computing paradigm of edge-cloud continuum introduces new constraints on storage systems, such as storage type, associated processors, privacy, scarce resources, compliance, GDPR and geographical restrictions. While existing distributed data and object stores can ensure data availability and fault-tolerance, they are not flexible or dynamic enough to address these diverse set of constraints. In this paper, we introduce a modular policy-driven data placement framework, CATER, designed to seamlessly integrate with existing storage systems and overcome the aforementioned limitations. CATER formulates the data placement problem as an optimization model, incorporating data collocation and hardware constraints. We integrated a pro-totype of CATER with Apache Ozone and conducted experiments and simulations. Results show a 23% improvement in data placement while respecting 100 % of the constraints.

Original languageEnglish
Title of host publicationProceedings - 2024 32nd Euromicro International Conference on Parallel, Distributed and Network-Based Processing, PDP 2024
EditorsAdriana E. Chis, Horacio Gonzalez-Velez
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages26-34
Number of pages9
ISBN (Electronic)9798350363074
DOIs
Publication statusPublished - 2024
Event32nd Euromicro International Conference on Parallel, Distributed and Network-Based Processing, PDP 2024 - Dublin, Ireland
Duration: 20 Mar 202422 Mar 2024

Publication series

NameProceedings - 2024 32nd Euromicro International Conference on Parallel, Distributed and Network-Based Processing, PDP 2024

Conference

Conference32nd Euromicro International Conference on Parallel, Distributed and Network-Based Processing, PDP 2024
Country/TerritoryIreland
CityDublin
Period20/03/2422/03/24

Keywords

  • Apache Ozone
  • data placement
  • distributed storage system
  • Edge computing
  • GDPR

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