Adaptive Performance Isolation Middleware for Multi-tenant SaaS

Stefan Walraven, Wouter De Borger, B. V. Brabant, B. Lagaisse, D. Landuyt, W. Joosen
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引用次数: 16

Abstract

SaaS providers typically adopt a multi-tenant architecture to leverage economies of scale. By maximizing the sharing of resources among multiple customer organizations, called tenants, operational costs are reduced. However, this high degree of resource sharing complicates performance isolation between tenants: different tenants have different requirements regarding performance and ensuring compliance with these co-existing and competing performance constraints within a shared application remains a challenge. This paper presents an adaptive middleware that enables SaaS providers to efficiently enforce different and competing performance constraints in multi-tenant SaaS applications. It can manage a combination of performance constraints in terms of latency, throughput and deadlines at a fine-grained level, and enables rapid response on changing circumstances, while preserving the resource usage efficiency of application-level multi-tenancy. We focus on service-oriented applications that asynchronously process small units of work, as supported by many cloud platforms via queues or simple workflows (e.g. Google App Engine, Amazon AWS). We have implemented a prototype on top of a private cloud platform, based on OpenStack and JBoss. The evaluation shows the effectiveness and flexibility of our solution in the context of an industry-relevant SaaS application, with minimal performance overhead.
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用于多租户SaaS的自适应性能隔离中间件
SaaS提供商通常采用多租户架构来利用规模经济。通过在多个客户组织(称为租户)之间最大限度地共享资源,可以降低运营成本。然而,这种高度的资源共享使租户之间的性能隔离变得复杂:不同的租户对性能有不同的要求,确保在共享应用程序中遵守这些共存和竞争的性能约束仍然是一个挑战。本文提出了一种自适应中间件,使SaaS提供商能够在多租户SaaS应用程序中有效地执行不同的竞争性性能约束。它可以在细粒度级别上管理延迟、吞吐量和截止日期方面的性能约束组合,并支持对不断变化的环境进行快速响应,同时保持应用程序级多租户的资源使用效率。我们专注于异步处理小工作单元的面向服务的应用程序,正如许多云平台通过队列或简单工作流(例如b谷歌App Engine, Amazon AWS)所支持的那样。我们已经在私有云平台上实现了一个原型,基于OpenStack和JBoss。评估显示了我们的解决方案在与行业相关的SaaS应用程序上下文中的有效性和灵活性,并且性能开销最小。
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