Sharding Consistency
Category: science
The difficulty of maintaining data integrity across distributed shards.
When you split data across shards, you can no longer run a single SQL "Join." This is the hardest part of sharding. You have to handle cross-shard transactions, which significantly complicates the code, often requiring eventual consistency models to survive.
Common Examples
- The biggest engineering risk in our system is cross-shard consistency, which we solve by enforcing strict transaction boundaries at the application layer.
- Achieving shard consistency without compromising performance requires a deep understanding of the CAP theorem and distributed locks.