A comparative analysis of adaptive consistency approaches in cloud storage
NoSQL storage systems are used extensively by web applications and provide an attractive alternative to conventional databases due to their high security and availability with a low cost. High data availability is achieved by replicating data in different servers in order to reduce access time lag,...
Gespeichert in:
Veröffentlicht in: | Journal of parallel and distributed computing 2019-07, Vol.129, p.36-49 |
---|---|
Hauptverfasser: | , , , , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
Zusammenfassung: | NoSQL storage systems are used extensively by web applications and provide an attractive alternative to conventional databases due to their high security and availability with a low cost. High data availability is achieved by replicating data in different servers in order to reduce access time lag, network bandwidth consumption and system unreliability. Hence, the data consistency is a major challenge in distributed systems. In this context, strong consistency guarantees data freshness but affects directly the performance and availability of the system. In contrast, weaker consistency enhances availability and performance but increases data staleness. Therefore, an adaptive consistency strategy is needed to tune, during runtime, the consistency level depending on the criticality of the requests or data items. Although there is a rich literature on adaptive consistency approaches in cloud storage, there is a need to classify as well as regroup the approaches based on their strategies. This paper will establish a set of comparative criteria and then make a comparative analysis of existing adaptive consistency approaches. A survey of this kind not only provides the user/researcher with a comparative performance analysis of the approaches but also clarifies the suitability of these for candidate cloud systems.
•A set of comparison and characterization criteria are proposed and defined in detail.•The proposed criteria have a direct influence on the development of a new approach.•A review of the most popular adaptive consistency approaches in the cloud is established.•The comparative analysis is summarized in a table and thereafter discussed in detail.•Several challenges and open research directions of adaptive consistency are outlined. |
---|---|
ISSN: | 0743-7315 1096-0848 |
DOI: | 10.1016/j.jpdc.2019.03.006 |