How does Scala support adaptive system scaling in cloud environments?

Scala systems scale adaptively using metrics-driven autoscaling and stateless design.

Adaptive scaling uses metrics (CPU, latency, queue depth) to dynamically adjust replicas in Kubernetes or cloud environments. Scala services are designed to be stateless and horizontally scalable. Streaming systems automatically rebalance partitions when scaling events occur.