Prometheus and Grafana form the standard monitoring and visualization stack in cloud-native environments. Prometheus collects and stores time-series metrics, while Grafana provides the visualization layer with rich dashboards and alerting capabilities.
Prometheus exposes a query API that Grafana consumes directly. The integration uses PromQL (Prometheus Query Language) for querying metrics, enabling real-time dashboards and historical analysis.
Metrics Sources → Prometheus (storage) → Grafana (visualization)