Switch from Littledata to Causality Engine
Littledata uses data layer tracking for ga4/segment. Causality Engine uses causal inference. The switch takes 2 minutes and you can run both side by side.
| Littledata | Causality Engine | |
|---|---|---|
| Price | $159/mo | €99 one-time |
| Method | Data layer tracking for GA4/Segment | Causal inference |
| Setup | 30 minutes | 2 minutes |
| Migration effort | N/A | Zero, runs alongside |
Pricing verified from Littledata'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.
How to switch (5 steps)
No cancellation required yet
Keep Littledata running. Causality Engine reads your GA4 CSV export, zero conflict, zero data overlap.
Upload your GA4 CSV (no integration required)
Export any historical period from GA4 as a CSV and upload it. No OAuth, no pixel, no code, no DNS changes. Shopify native is on the roadmap.
Run your first analysis
See confidence-scored ROAS by channel within minutes. Compare against what . See what really drove your sales — €99, once.Littledata was telling you.
Evaluate side by side
Run both tools for a month. When you see the difference in channel-level attribution, the decision makes itself.
Cancel Littledata when ready
No rush. But once you see causal attribution vs data layer tracking for ga4/segment, most brands cancel within 30 days.
Start with €99, keep Littledata running
Run both tools side by side. See the difference in attribution quality. Cancel Littledata only when you're ready.
“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.