Suitability of NoSQL systems — Cassandra and ScyllaDB — For IoT workloads

Ashraf Y. Mahgoub, S. Ganesh, Folker Meyer, A. Grama, S. Chaterji
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引用次数: 11

Abstract

Motivated by the increasing trend of storing data for web applications in fast NoSQL systems, in this paper, we experiment with the leading NoSQL datastore — Cassandra — and a latest generation re-design of Cassandra — ScyllaDB — meant to deliver bleeding-edge performance on modern multicore machines. We evaluate the scalability claim of ScyllaDB, in terms of the number of clients, and provide diagnostic evidence through OS-level metrics, such as, disk utilization and cache-miss rates. Specifically we are motivated by the need to store large amounts of IoT-generated data in nearby datastores. Our evaluation is the first in the line of objective benchmarking of these two technologies that are finding widespread adoption in data centers and other modern computing platforms. For example, we find hitherto unreported performance instability of ScyllaDB when the servers are replicated while we identify the root cause of improved read performance of ScyllaDB compared to Cassandra.
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NoSQL系统的适用性- Cassandra和ScyllaDB -物联网工作负载
在快速NoSQL系统中存储web应用程序数据的趋势日益增长的推动下,在本文中,我们试验了领先的NoSQL数据存储- Cassandra -以及Cassandra的最新一代重新设计- ScyllaDB -旨在在现代多核机器上提供尖端性能。我们根据客户端数量评估ScyllaDB的可伸缩性声明,并通过操作系统级别的指标(如磁盘利用率和缓存丢失率)提供诊断证据。具体来说,我们的动机是需要将大量物联网生成的数据存储在附近的数据存储中。我们的评估是对这两种技术进行客观基准测试的第一步,这两种技术在数据中心和其他现代计算平台中得到了广泛采用。例如,当服务器被复制时,我们发现ScyllaDB迄今未报告的性能不稳定,而我们确定了ScyllaDB与Cassandra相比读取性能提高的根本原因。
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