Polar Analytics vs Causality Engine
Side-by-side comparison of all-in-one dtc analytics platform vs upload your ga4 csv, see what actually works in 5-10 minutes. Updated for 2026.
| Polar Analytics | Causality EngineYou are here | |
|---|---|---|
| Starting price | $300/mo | €99 one-time |
| Pricing model | Revenue-based tiers | €99 one-time or €299/mo Pro |
| Methodology | Deterministic multi-touch attribution | causal inference |
| Setup time | 30 minutes | 5–10 minutes (GA4 CSV upload) |
| Pixel required? | No | No |
| Measures incrementality? | No | Yes, causal inference |
| iOS 14.5+ resilient? | Partial | Yes, aggregate data |
| Developer required? | No | No |
| Contract required? | Often | No, cancel anytime |
| Time to first insight | 30 minutes | Minutes |
| Best for | DTC brands wanting unified BI + basic attribution | Any ecommerce brand using GA4, frustrated with platform-reported attribution |
See the difference on your own data
Upload your GA4 CSV · 5–10 min insights · €99 · Full refund
Where Polar Analytics falls short
- BI dashboard first, attribution second
- Deterministic MTA misses untracked journeys
- No causal inference
- Attribution is not the core product
Why brands choose Causality Engine instead
- Attribution is THE core product
- Causal inference methodology
- Measures incrementality
- Deeper attribution = better decisions
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.
“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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