Design and analysis of high performance crypt-NoSQL

Ming-Hung Shih, J. Morris Chang
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引用次数: 6

Abstract

NoSQL databases have become popular with enterprises due to their scalable and flexible storage management of big data. Nevertheless, their popularity also brings up security concerns. Most NoSQL databases lacked secure data encryption, relying on developers to implement cryptographic methods at application level or middleware layer as a wrapper around the database. While this approach protects the integrity of data, it increases the difficulty of executing queries. We were motivated to design a system that not only provides NoSQL databases with the necessary data security, but also supports the execution of query over encrypted data. Furthermore, how to exploit the distributed fashion of NoSQL databases to deliver high performance and scalability with massive client accesses is another important challenge. In this research, we introduce Crypt-NoSQL, the first prototype to support execution of query over encrypted data on NoSQL databases with high performance. Three different models of Crypt-NoSQL were proposed and performance was evaluated with Yahoo! Cloud Service Benchmark (YCSB) considering an enormous number of clients. Our experimental results show that Crypt-NoSQL can process queries over encrypted data with high performance and scalability. A guidance of establishing service level agreement (SLA) for Crypt-NoSQL as a cloud service is also proposed.
高性能crypt-NoSQL的设计与分析
NoSQL数据库因其可扩展和灵活的大数据存储管理而受到企业的欢迎。然而,它们的流行也带来了安全问题。大多数NoSQL数据库缺乏安全的数据加密,依赖于开发人员在应用程序层或中间件层实现加密方法,作为数据库的包装。虽然这种方法保护了数据的完整性,但它增加了执行查询的难度。我们的动机是设计一个系统,它不仅为NoSQL数据库提供必要的数据安全性,而且还支持对加密数据执行查询。此外,如何利用NoSQL数据库的分布式方式在大量客户端访问时提供高性能和可伸缩性是另一个重要的挑战。在本研究中,我们引入Crypt-NoSQL,这是第一个支持在高性能的NoSQL数据库上对加密数据执行查询的原型。提出了三种不同的Crypt-NoSQL模型,并通过Yahoo!云服务基准(YCSB)考虑了大量的客户端。实验结果表明,Crypt-NoSQL可以处理加密数据上的查询,具有高性能和可扩展性。提出了建立Crypt-NoSQL作为云服务的服务水平协议(SLA)的指南。
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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