Singular vs Causality Engine

Side-by-side comparison of marketing analytics and attribution for mobile vs causal inference for shopify attribution. Updated for 2026.

SingularCausality EngineYou are here
Starting priceCustom pricing€99 one-time
Pricing modelEnterprise (custom, typically $2K+/mo)€99 one-time or $299/mo Pro
MethodologyDeterministic + probabilistic mobile attributioncausal inference
Setup time1–2 weeks (SDK integration)2 minutes
Pixel required?YesNo
Best forMobile app companies and gaming studiosShopify DTC brands wanting true incrementality measurement

Where Singular falls short

  • Mobile-app focused — not built for e-commerce
  • Requires SDK integration
  • Enterprise pricing not transparent
  • Deterministic mobile attribution is commoditized post-ATT

Why brands choose Causality Engine instead

  • Built for e-commerce not mobile apps
  • No SDK or pixel required
  • Transparent pricing
  • Causal inference works despite ATT

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

Stop guessing.Start knowing.

See which channels actually drive your revenue. Confidence-scored results in minutes — not months. Full refund if you don't see the value.