Databricks
Ragic
| Feature | Databricks | Ragic |
|---|---|---|
| Pricing | Free / from $0.07/mo | Free / from $25/mo |
| Free Plan | ✓ Yes | ✓ Yes |
| Rating | 4.5 / 5 | 4 / 5 |
| Best For | data-engineering-teams, ml-teams, enterprises, large-scale-analytics | business-analysts, operations-teams, manufacturing, administrative-teams |
| Founded | 2013 | 2008 |
| Data Lakehouse | ✓ | ✗ |
| Sql Analytics | ✓ | ✗ |
| Machine Learning | ✓ | ✗ |
| Real Time Streaming | ✓ | ✗ |
| Data Governance | ✓ | ✗ |
| Notebooks | ✓ | ✗ |
| Delta Lake | ✓ | ✗ |
| Form Builder | ✗ | ✓ |
| Workflow Approval | ✗ | ✓ |
| Subtables | ✗ | ✓ |
| Reports | ✗ | ✓ |
| Api Access | ✗ | ✓ |
| Role Based Access | ✗ | ✓ |
✓ 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
✓ Ragic Pros
- Intuitive spreadsheet-to-app conversion
- Strong form and workflow features
- On-premise deployment available
- Good for structured business data
✗ Ragic Cons
- Dated visual design
- Limited collaboration features
- Steeper pricing for larger teams
The Verdict
Databricks is built for data engineering teams and ml teams, with a focus on data-lakehouse and sql-analytics. Ragic targets business analysts and operations teams and leads with form-builder and workflow-approval.
On pricing, Databricks is the clear winner for budget-conscious users — starting at $0.07/mo compared to $25/mo for Ragic. That $24.93/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.
Databricks edges out on user ratings (4.5 vs 4). While both are well-regarded, that gap reflects real differences in user satisfaction worth considering.
Feature-wise, Databricks offers broader built-in capabilities (7 features vs 6), while Ragic takes a more focused approach — which can mean a simpler, faster onboarding experience.
Bottom line: Databricks has a slight overall edge — but if intuitive spreadsheet-to-app conversion matters most to you, Ragic may still be the right call.