Databricks
FullStory
| Feature | Databricks | FullStory |
|---|---|---|
| Pricing | Free / from $0.07/mo | Free only |
| Free Plan | ✓ Yes | ✓ Yes |
| Rating | 4.5 / 5 | 4.4 / 5 |
| Best For | data-engineering-teams, ml-teams, enterprises, large-scale-analytics | product-teams, ux-designers, enterprise-apps, conversion-optimization |
| Founded | 2013 | 2014 |
| Data Lakehouse | ✓ | ✗ |
| Sql Analytics | ✓ | ✗ |
| Machine Learning | ✓ | ✗ |
| Real Time Streaming | ✓ | ✗ |
| Data Governance | ✓ | ✗ |
| Notebooks | ✓ | ✗ |
| Delta Lake | ✓ | ✗ |
| Session Replay | ✗ | ✓ |
| Heatmaps | ✗ | ✓ |
| Product Analytics | ✗ | ✓ |
| Error Tracking | ✗ | ✓ |
| Frustration Signals | ✗ | ✓ |
| User Journeys | ✗ | ✓ |
| Data Export | ✗ | ✓ |
✓ 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
✓ FullStory Pros
- High-fidelity session replay with DOM rendering
- AI-powered insights surface frustration signals
- Combines qualitative and quantitative analytics
- Privacy-first with PII exclusion controls
✗ FullStory Cons
- Expensive for high-traffic sites
- Free plan limited to 1,000 sessions/month
- Can slow page performance with full recording
The Verdict
Databricks is built for data engineering teams and ml teams, with a focus on data-lakehouse and sql-analytics. FullStory targets product teams and ux designers and leads with session-replay and heatmaps.
FullStory uses custom enterprise pricing, while Databricks starts at $0.07/mo — a tangible advantage for teams with a fixed budget.
Both offer free plans, so you can test each with your real workflow before committing to a subscription.
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.