Switch from Singular to Causality Engine
Singular uses deterministic + probabilistic mobile attribution. Causality Engine uses causal inference. The switch takes 2 minutes and you can run both side by side.
| Singular | Causality Engine | |
|---|---|---|
| Price | Custom pricing | €99 one-time |
| Method | Deterministic + probabilistic mobile attribution | Causal inference |
| Setup | 1–2 weeks (SDK integration) | 2 minutes |
| Migration effort | N/A | Zero, runs alongside |
How to switch (5 steps)
No cancellation required yet
Keep Singular 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 file and upload it. No OAuth dance. No pixel. No code. No DNS changes. Shopify native integration is on the roadmap but not required today.
Run your first analysis
See confidence-scored ROAS by channel within minutes. Compare against what Singular 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 Singular when ready
No rush. But once you see causal attribution vs deterministic + probabilistic mobile attribution, most brands cancel within 30 days.
Start with €99, keep Singular running
Run both tools side by side. See the difference in attribution quality. Cancel Singular only when you're ready.
Book a Demo“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 Shopify brands. Upload your GA4 export, see which channels really drove revenue in 5–10 minutes. €99, pay-per-use. Pro at €299/mo when you want it continuous.
The math behind your marketing.
Built for Ecommerce brands using GA4.
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