dbt
Heap
| Feature | dbt | Heap |
|---|---|---|
| Pricing | Free / from $100/mo | Free only |
| Free Plan | ✓ Yes | ✓ Yes |
| Rating | 4.6 / 5 | 4.3 / 5 |
| Best For | data-teams, analytics-engineers, bi-teams, data-driven-companies | product-teams, growth-marketers, ux-researchers, saas-companies |
| Founded | 2016 | 2013 |
| Sql Transformations | ✓ | ✗ |
| Data Testing | ✓ | ✗ |
| Documentation | ✓ | ✗ |
| Version Control | ✓ | ✗ |
| Scheduling | ✓ | ✗ |
| Lineage | ✓ | ✗ |
| Metrics Layer | ✓ | ✗ |
| Auto Capture | ✗ | ✓ |
| Session Replay | ✗ | ✓ |
| Funnel Analysis | ✗ | ✓ |
| Retention Analysis | ✗ | ✓ |
| User Segments | ✗ | ✓ |
| Data Science | ✗ | ✓ |
| Integrations | ✗ | ✓ |
✓ dbt Pros
- Industry standard for data transformation in warehouses
- SQL-based (accessible to analysts, not just engineers)
- Excellent testing and documentation framework
- dbt Core is fully open-source and free
✗ dbt Cons
- dbt Cloud pricing can be steep for large teams
- Requires a data warehouse (does not store data)
- Learning curve for software engineering practices
✓ Heap Pros
- Auto-captures all user interactions without code
- Retroactive analysis (define events after the fact)
- Session replay integrated with analytics
- No engineering resources needed for tracking
✗ Heap Cons
- Pricing not transparent (sales-required for growth+)
- Can generate excessive data requiring cleanup
- UI can feel slower than event-based alternatives
The Verdict
dbt is built for data teams and analytics engineers, with a focus on sql-transformations and data-testing. Heap targets product teams and growth marketers and leads with auto-capture and session-replay.
Heap uses custom enterprise pricing, while dbt starts at $100/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.
Bottom line: dbt has a slight overall edge — but if auto-captures all user interactions without code matters most to you, Heap may still be the right call.