A stateless API can be replicated across multiple instances behind a load balancer.

The load balancer distributes requests while health checks prevent traffic from reaching unhealthy instances.

Application-local memory should not be treated as shared state in a horizontally scaled service. Shared state belongs in appropriate external systems such as databases, distributed caches, queues, or object storage.

This is one reason REST statelessness is valuable for scalable services.