Modeling and Analysis of Availability in Multi-Tenant SaaS

Wenbo Su, Qu Liu, Chuang Lin, Xuemin Shen
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引用次数: 2

Abstract

Software as a Service (SaaS) has become an important application development and service delivery model. Among different architectures, multi-tenant architecture (MTA) not only has advantage on maintenance, but also increases resource utilization by sharing instances. However, sharing instances brings challenges to the security of the service. As one of the three principal properties of the security, availability receives more and more attentions. Recently, there are extensive efforts on technical methods to implement a secure multi-tenant SaaS, but few works on the modeling and analysis of its availability. In this paper, we firstly present the availability issues of the multi-tenant SaaS. Two important mechanisms to implement the MTA SaaS are then introduced: network isolation and database sharing. After that, a stochastic Petri net (SPN) model is developed to analyze the availability. Specific metrics are proposed to measure the availability both from the aspects of the system and the tenant. To extend the SPN model for large scale analysis, we solve the state space explosion problem of SPN model based on the theory of Markov chain aggregation. Finally, numerical results are provided to demonstrate the effectiveness of the SPN model and the analysis is efficient.
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多租户SaaS中的可用性建模与分析
软件即服务(SaaS)已经成为一种重要的应用程序开发和服务交付模型。在不同的体系结构中,多租户体系结构(MTA)不仅在维护方面具有优势,而且通过共享实例提高了资源利用率。但是,实例共享给服务的安全性带来了挑战。可用性作为安全的三大基本属性之一,越来越受到人们的关注。最近,对实现安全多租户SaaS的技术方法进行了大量的研究,但对其可用性的建模和分析却很少。在本文中,我们首先介绍了多租户SaaS的可用性问题。然后介绍了实现MTA SaaS的两种重要机制:网络隔离和数据库共享。在此基础上,建立了随机Petri网(SPN)模型进行有效性分析。提出了从系统和租户两个方面度量可用性的具体度量标准。为了将SPN模型扩展到大规模分析,我们基于马尔可夫链聚集理论解决了SPN模型的状态空间爆炸问题。最后给出了数值结果,验证了SPN模型的有效性和分析的有效性。
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