How does R support observability and monitoring in production ML systems?

R systems integrate logging, metrics, and tracing via external observability stacks.

R itself has limited observability tools, so production systems integrate with Prometheus, Grafana, and logging frameworks. Plumber APIs expose metrics endpoints for monitoring latency and throughput.