Prometheus vs Grafana (2026): Which Monitoring Tool Should You Choose?
Quick Answer
Prometheus and Grafana are complementary tools, not competitors — most production monitoring stacks use both. Prometheus is the time-series metrics database: it scrapes metrics from your services, stores them efficiently, and provides PromQL for querying and alerting. Grafana is the visualization layer: it connects to Prometheus (and 60+ other data sources) and turns metrics into beautiful dashboards. The industry standard is running them together.
Prometheus
9.1/10
Best metrics collection & storage
Grafana
9.3/10
Best dashboards & visualization
Feature Comparison
| Feature | Prometheus | Grafana |
|---|---|---|
| Primary Role | Metrics collection + storage + alerting | Visualization + dashboarding |
| Data Sources | Self — scrapes your services | 60+ data sources (Prometheus, Loki, Tempo, etc.) |
| Query Language | PromQL — powerful time-series queries | Uses source query languages (PromQL, SQL, etc.) |
| Alerting | Alertmanager — production-grade | Grafana Alerting — visual alert creation |
| Dashboards | Basic expression browser | Beautiful, shareable dashboards |
| Logs | Metrics only | Grafana Loki — logs alongside metrics |
| Managed Cloud | Cortex, Thanos, Grafana Mimir | Grafana Cloud — managed stack |
| Best For | Kubernetes metrics, infrastructure monitoring | Dashboards, multi-source observability |
Which do you use?
How to Use Them Together
Use Prometheus for:
Collecting metrics from your application (via /metrics endpoints), Kubernetes cluster monitoring (kube-state-metrics, node-exporter), and alerting rules via Alertmanager. Prometheus' pull-based scraping model and PromQL query language are the foundation of Kubernetes-native monitoring and the entire CNCF observability ecosystem.
Use Grafana for:
Building dashboards that visualize your Prometheus metrics, correlating metrics with logs (Loki) and traces (Tempo), sharing dashboards with your team, and creating alert rules with a visual editor. Grafana's community dashboard library has 1,000+ pre-built dashboards for popular services (Kubernetes, Nginx, PostgreSQL) that you can import instantly.
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