Derivation of Response Time Service Level Objectives for Business Services

David Breitgand, E. Henis, O. Shehory, J. M. Lake
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引用次数: 15

Abstract

Design of Service Level Agreements (SLAs) emerges as an increasingly important discipline in business-oriented IT management. In this work, we study utility maximization of contractual obligations of a business service provider for a typical SLA. We demonstrate that using service usage and performance data as well as IT performance data, routinely collected by enterprises, efficient automated derivation of optimal response time Service Level Objectives (SLOs) of an SLA is possible. This paper addresses a specific facet of the SLA design problem not sufficiently addressed in previous studies. One common approach is to calculate SLOs attainable for the given IT infrastructure by means of simple percentile analysis. However, this methodology is business agnostic and may result in sub-optimal SLOs. Another widespread approach addresses IT infrastructure (re)design, where the goal is to enable the IT to meet specified target SLOs. In contrast to these approaches, our work proposes finding optimal response lime SLOs attainable for the given IT infrastructure in a business aware manner. We define the response time SLO optimization problem, propose an algorithm that efficiently solves it using linear optimization and percentile analysis, and evaluate our solution both analytically and experimentally.
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业务服务的响应时间服务水平目标的推导
服务水平协议(sla)的设计在面向业务的IT管理中日益成为一个重要的学科。在这项工作中,我们研究了典型SLA的业务服务提供商的合同义务的效用最大化。我们证明,使用企业例行收集的服务使用和性能数据以及IT性能数据,可以有效地自动推导SLA的最佳响应时间服务水平目标(slo)。本文解决了以前的研究没有充分解决的SLA设计问题的一个特定方面。一种常见的方法是通过简单的百分位数分析来计算给定IT基础设施可实现的slo。然而,这种方法与业务无关,可能导致次优的slo。另一种广泛的方法处理IT基础设施(重新)设计,其目标是使IT能够满足指定的目标slo。与这些方法相反,我们的工作建议以业务感知的方式为给定的IT基础设施找到可实现的最佳响应时间slo。我们定义了响应时间SLO优化问题,提出了一种使用线性优化和百分位分析有效解决该问题的算法,并对我们的解决方案进行了分析和实验评估。
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