Dreamdata vs Causality Engine
Side-by-side comparison of b2b revenue attribution platform vs causal inference for shopify attribution. Updated for 2026.
| Dreamdata | Causality EngineYou are here | |
|---|---|---|
| Starting price | $999/mo | €99 one-time |
| Pricing model | Tiered ($999–$2,499/mo) | €99 one-time or $299/mo Pro |
| Methodology | Multi-touch attribution with account-based mapping | causal inference |
| Setup time | 1–2 weeks | 2 minutes |
| Pixel required? | Yes | No |
| Best for | B2B SaaS companies with long sales cycles | Shopify DTC brands wanting true incrementality measurement |
Where Dreamdata falls short
- B2B-only — not built for DTC or e-commerce
- Expensive for mid-market
- Complex multi-week setup
- Correlation-based MTA methodology
Why brands choose Causality Engine instead
- Purpose-built for e-commerce
- 90% cheaper
- 2-minute setup
- Causal inference not correlation
Try it risk-free for €99
One-time analysis. No subscription. See your true channel-level ROAS in minutes. Full refund if you don't see the value.
“Finally stopped arguing with our agency about which numbers are real.”
Founder, Beauty Brand
“Discovered €47K/month our dashboards never showed.”
CMO, Fashion Brand
No pixel required2-minute setupGDPR compliantFull refund guarantee
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See which channels actually drive your revenue. Confidence-scored results in minutes — not months. Full refund if you don't see the value.
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|VAT: NL865944039B01
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