Databricks
Grafana
| Feature | Databricks | Grafana |
|---|---|---|
| Pricing | Free / from $0.07/mo | Free / from $29/mo |
| Free Plan | ✓ Yes | ✓ Yes |
| Rating | 4.5 / 5 | 4.6 / 5 |
| Best For | data-engineering-teams, ml-teams, enterprises, large-scale-analytics | devops-teams, sre-teams, data-engineers, iot-monitoring |
| Founded | 2013 | 2014 |
| Data Lakehouse | ✓ | ✗ |
| Sql Analytics | ✓ | ✗ |
| Machine Learning | ✓ | ✗ |
| Real Time Streaming | ✓ | ✗ |
| Data Governance | ✓ | ✗ |
| Notebooks | ✓ | ✗ |
| Delta Lake | ✓ | ✗ |
| Dashboards | ✗ | ✓ |
| Data Sources | ✗ | ✓ |
| Alerting | ✗ | ✓ |
| Annotations | ✗ | ✓ |
| Plugins | ✗ | ✓ |
| Loki Logs | ✗ | ✓ |
| Tempo Traces | ✗ | ✓ |
| Mimir Metrics | ✗ | ✓ |
✓ Databricks Pros
- Unified platform for data engineering, science, and analytics
- Delta Lake provides ACID transactions on data lakes
- Excellent ML/AI capabilities with MLflow integration
- Community Edition is free for learning
✗ Databricks Cons
- Complex pricing with DBU credits
- Requires data engineering expertise to configure
- Vendor lock-in once deeply integrated
✓ Grafana Pros
- Connects to virtually any data source
- Beautiful and highly customizable dashboards
- Open-source with massive community
- Grafana Cloud includes Loki, Tempo, and Mimir
- Alerting across all data sources
✗ Grafana Cons
- Self-hosting requires DevOps expertise
- Dashboard creation has a learning curve
- Plugin quality varies
The Verdict
Databricks is built for data engineering teams and ml teams, with a focus on data-lakehouse and sql-analytics. Grafana targets devops teams and sre teams and leads with dashboards and data-sources.
On pricing, Databricks is the clear winner for budget-conscious users — starting at $0.07/mo compared to $29/mo for Grafana. That $28.93/mo difference adds up quickly for growing teams.
Both offer free plans, so you can test each with your real workflow before committing to a subscription.
Feature-wise, Grafana offers broader built-in capabilities (8 features vs 7), while Databricks takes a more focused approach — which can mean a simpler, faster onboarding experience.
This is a genuinely close comparison. If you can, sign up for both free trials (where available) and run a one-week test with your actual team tasks before deciding.