Polar Analytics vs Causality Engine

Side-by-side comparison of all-in-one dtc analytics platform vs bayesian causal inference for shopify attribution. Updated for 2026.

Polar AnalyticsCausality EngineYou are here
Starting price$300/mo€99 one-time
Pricing modelRevenue-based tiers€99 one-time or $299/mo Pro
MethodologyDeterministic multi-touch attributionBayesian causal inference
Setup time30 minutes2 minutes
Pixel required?NoNo
Best forDTC brands wanting unified BI + basic attributionShopify DTC brands wanting true incrementality measurement

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

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