How to Scale an Integration Pipeline Without Breaking Correctness

Scaling a data pipeline to handle thousands of events per second is possible only by first establishing unbreakable rules for data correctness. A critical guarantee is using versioning to ensure older data can never overwrite newer updates, which allows for aggressive parallel processing without fear of corruption. The system also uses atomic database