Elementary vs Grafana
Side-by-side comparison to help you choose the best tool.
Elementary
freemiumElementary is an open-source data observability platform built natively for dbt, providing data quality tests, anomaly detection, and lineage directly within dbt workflows. It generates a data observability report from dbt test results and adds ML-based anomaly detection on top. Elementary is the leading open-source alternative to Monte Carlo and Anomalo for dbt-centric data teams.
Grafana
freemiumOpen-source observability and dashboarding platform with AI anomaly detection, multi-source data integration, and beautiful time-series visualisations. Grafana is the industry standard for monitoring infrastructure, applications, and business metrics with real-time streaming data support. Its ML-powered anomaly detection and forecasting features help teams proactively identify issues before they impact users.
| Feature | Elementary | Grafana |
|---|---|---|
| Pricing | freemium | freemium |
| Category | Data & Analytics | Data & Analytics |
| Rating | 4.4 | 4.6 |
| Best For | Data engineering teams using dbt who want open-source data observability and anomaly detection without adding another managed platform | DevOps and engineering teams monitoring infrastructure and application metrics |
| Views | 4 | 4 |
Pros
- Best open-source data observability for dbt teams
- Zero additional infrastructure if already using dbt
- Self-hostable with no data leaving your environment
Cons
- Best value only for dbt-centric stacks
- Enterprise features require Elementary Cloud subscription
Pros
- Best-in-class time-series dashboarding
- Huge plugin ecosystem
- Strong open-source community
Cons
- Primarily designed for technical/DevOps use cases
- Business intelligence features are limited
- dbt-native data observability
- ML anomaly detection on dbt metrics
- Data lineage within dbt
- Slack alerting for test failures
- Open-source & self-hostable
- AI-powered anomaly detection and forecasting
- Real-time time-series visualisation
- 80+ data source plugins
- Alerting and on-call management
- Unified observability with Loki and Tempo