Lessons from using the outbox pattern at scale
Original URL: https://zapier.com/blog/lessons-from-using-outbox-pattern-at-scale/
Article Written: March 30, 2026
Added: June 11, 2026
Type: tech2
Summary
The article discusses the implementation of the outbox pattern at Zapier for their Events API to ensure reliability in event-driven services. It highlights the advantages and challenges faced during its deployment, particularly around scalability and performance issues with SQLite. The author explains the optimizations made to handle high throughput and the eventual decision to move away from this approach in favor of a more robust infrastructure leveraging S3 and SQS. The insights provided are valuable for teams considering similar implementations in production environments.