Monitoring vLLM in Production: Metrics, PromQL, Alerts, and Runbooks
A production guide to monitoring vLLM 0.23.x with Prometheus and Grafana, including key metrics, PromQL, alerts, and runbooks.
Notes on software, systems, and things I learn along the way
A production guide to monitoring vLLM 0.23.x with Prometheus and Grafana, including key metrics, PromQL, alerts, and runbooks.
How vLLM improves LLM serving efficiency with PagedAttention, better KV-cache utilization, higher throughput, and steadier latency.