How does Scala support real-time analytics architectures?

Scala enables real-time analytics using streaming engines like Spark Streaming and Akka Streams.

Real-time analytics pipelines ingest data from Kafka, process it using streaming frameworks, and store aggregated results in OLAP systems. Windowing operations allow time-based aggregations. Backpressure and partitioning ensure scalability under high throughput.