How does Scala handle data pipeline orchestration?

Scala orchestrates data pipelines using Spark, Akka Streams, and workflow engines.

Data pipelines in Scala are built using Spark for batch processing, Akka Streams or FS2 for streaming, and orchestration tools like Airflow or custom schedulers. Pipelines are designed to be idempotent, fault-tolerant, and scalable across clusters.