How does Scala support streaming stateful computation at scale?

Stateful streaming tracks intermediate computation state across events in real time.

Stateful streaming in Scala is implemented using Akka Streams, Flink, or Spark Structured Streaming. Stateful operators maintain per-key or windowed state across events. This enables use cases like session tracking, fraud detection, and real-time aggregation. State is checkpointed for fault recovery.