Processing 6 billion CDRs/day: from research to production (experience report)

E. Bouillet, Ravina Kothari, Vibhore Kumar, L. Mignet, Senthil Nathan, A. Ranganathan, D. Turaga, O. Udrea, O. Verscheure
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引用次数: 25

Abstract

A call detail record (CDR), is a data record produced by a telephone exchange or other telecommunications equipment documenting the details of a phone call that passed through the exchange or equipment. Telecommunications companies (or "telcos") use CDRs for purposes of billing, extracting business intelligence, fraud detection, etc. However, they face a Big Data challenge -- many telcos get billions of CDRs per day, and are unable to keep up with these data rates. In this paper, we describe a stream processing solution for processing CDRs that allows scaling the processing to handle 6 billion CDRs per day for a certain telco. We describe the stream processing application (running on the IBM InfoSphere Streams platform) that performs CDR mediation and analysis in real-time. We also describe various business and operational constraints and the legacy software ecosystem - seldom discussed in academic gatherings - that make the problem more challenging than originally meets the eye. The outcome of our work is a highly configurable and scalable CDR processing stream with several functional and performance capabilities that are a first for the telecommunication industry.
60亿cdr /日处理:从研究到生产(经验报告)
呼叫详细记录(CDR)是由电话交换机或其他电信设备产生的记录电话通过交换机或设备的详细信息的数据记录。电信公司(或“电信公司”)将cdr用于计费、提取商业智能、欺诈检测等目的。然而,他们面临着大数据的挑战——许多电信公司每天要处理数十亿的cdr,却无法跟上这些数据速率。在本文中,我们描述了一种用于处理话单的流处理解决方案,该解决方案允许将处理扩展到每天处理特定电信公司的60亿话单。我们描述了实时执行CDR中介和分析的流处理应用程序(运行在IBM InfoSphere Streams平台上)。我们还描述了各种业务和操作约束以及遗留软件生态系统——很少在学术聚会上讨论——这使得问题比最初看到的更具挑战性。我们的工作成果是一个高度可配置和可扩展的CDR处理流,具有电信行业首创的若干功能和性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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