Looking for a Dreamdata alternative?
Dreamdata uses multi-touch attribution with account-based mapping. Causality Engine asks a different question: upload your GA4 CSV export and our proprietary causal-inference model tells you which channels actually drove revenue, not just which ones were present at the click. €99 to start. 5–10 minute insights. No pixel.
Dreamdata starts at
Free plan; paid plans on the vendor's pricing page. Causality Engine starts at €99 one-time. Upload your GA4 CSV. No subscription. No platform integration required.
| Dreamdata | Causality Engine | |
|---|---|---|
| Price | Free tier available | €99 one-time |
| Method | Multi-touch attribution with account-based mapping | Causal inference |
| Setup | 1–2 weeks | 2 minutes |
| Pixel? | Yes | No |
| Proves causation? | No | Yes |
Pricing verified from Dreamdata's pricing page, 2026-09-08. Competitor pricing is each vendor's publicly listed pricing as read on the date shown, and it changes without notice: verify on the vendor's own site before relying on it. Vendors without a public price are marked as such. Comparisons set Causality Engine's one-time €99 analysis against subscription models.
Why brands switch from Dreamdata
- B2B-only, not built for DTC or e-commerce
- Expensive for mid-market
- Complex multi-week setup
- Correlation-based MTA methodology
What Causality Engine does differently
- Purpose-built for e-commerce
- One-time €99, not a monthly enterprise contract
- GA4 CSV upload, no integration
- Causal inference not correlation
Watch the model work. Then run it on your data for €99.
The interactive demo runs the real causal model on a sample store, no signup. Your own read is €99, once, no subscription, full refund if you don't see the value.
“We discovered 34% of our revenue was hidden by last-click. CE found it in minutes.”
Maarten V., OFFFTRACK
“€47K/month our dashboards never showed. We reallocated budget the same week.”
Simone K., The Two Sisters
Last-click guesses.We run the math.
Causal attribution for ecommerce brands. Watch the model work on a sample store first, then upload your GA4 export and see which channels really drove revenue in 5–10 minutes. €99, pay-per-use. Pro at €299/mo when you want it continuous.
No signup for the demo. Book a 20-min call or compare plans.