#event-time

Taming Late Data in Spark Structured Streaming: Practical Event‑Time Watermarking

When IoT devices send logs late, dashboards can become stale. Spark’s event‑time watermarks let you drop or keep late data automatically. This guide shows how to set up watermarks, a working example, and the trade‑offs you need to monitor.