One post tagged with "Watermark"

I thought watermark was a trivial concept, until I encounter cross-stream joins and out-of-order data. Handling unexpected event-time skew and late data arrival across multiple streams requires more than just a basic configuration that documentation often overlooks. This post is a technical deep dive into the lessons learned while debugging state expiration and late-arrival logic when developing and deploying complex streaming pipelines at my work.