ByShard: Sharding in a Byzantine Environment

The emergence of blockchains has fueled the development of resilient systems that can deal with Byzantine failures due to crashes, bugs, or even malicious behavior. Recently, we have also seen the exploration of sharding in these resilient systems, this to provide the scalability required by very large data-based applications. Unfortunately, current sharded resilient systems all use system-specific specialized approaches toward sharding that do not provide the flexibility of traditional sharded data management systems. To improve on this situation, we fundamentally look at the design of sharded resilient systems.We do so by introducing ByShard, a unifying framework for the study of sharded resilient systems. Within this framework, we show how two-phase commit and twophase locking—two techniques central to providing atomicity and isolation in traditional sharded databases—can be implemented efficiently in a Byzantine environment, this with a minimal usage of costly Byzantine resilient primitives. Based on these techniques, we propose eighteen multi-shard transaction processing protocols. Finally, we practically evaluate these protocols and show that each protocol supports high transaction throughput and provides scalability while each striking its own trade-off between throughput, isolation level, latency, and abort rate. As such, our work provides a strong foundation for the development of ACID-compliant generalpurpose and flexible sharded resilient data management systems. PVLDB Reference Format: Jelle Hellings and Mohammad Sadoghi. ByShard: Sharding in a Byzantine Environment. PVLDB, 14(11): 2230–2243, 2021. doi:10.14778/3476249.3476275 PVLDB Artifact Availability: The source code, data, and/or other artifacts have been made available at https://www.jhellings.nl/projects/byshard/.