How does Scala support global API rate limiting systems?

Scala implements rate limiting using distributed counters, token buckets, and API gateways.

Global rate limiting requires coordination across distributed nodes. Scala systems use Redis or centralized stores to maintain counters or token buckets. API gateways enforce limits before requests reach services. In distributed setups, approximate algorithms or eventual consistency models are used for scalability.