Should I pay for attribution software like Triple Whale or Northbeam?
Under $50K MRR, no. The data is too noisy and the cost is too high. Above $200K MRR, almost certainly yes — the lift from reallocating ad spend pays back fast.
The data isn't free of you don't have volume
Multi-touch attribution requires enough conversions to escape statistical noise. Below ~500 orders/month, attribution platforms tell you stories that are partially confabulation. The platform's confident-sounding 'Meta deserves 73% of credit' is built on 200-conversion samples — noise wins.
Where they actually pay back
Above $200K MRR with 1K+ orders/month, real value emerges. Triple Whale ($129+/mo) gives a defensible single source of truth across Meta + Google + organic. Northbeam ($1,000+/mo) does more sophisticated incrementality modeling. Polar ($299+/mo) is the cheaper Triple Whale alternative.
Typical lift from reallocating spend based on real attribution: 10-25% improvement in blended ROAS within 6-8 weeks.
The cheaper alternative under $200K MRR
Use a UTM convention (consistent across all paid + organic) + Shopify's native attribution + a weekly spreadsheet check. Not perfect, but accurate enough below 500 orders/month — and free.
The tools worth comparing
- Triple Whale — Attribution + dashboard built for ecom — not retrofitted from B2B SaaS analytics.
- Polar Analytics — Best-in-class custom dashboards; SQL-style flexibility; faster to add new data sources than Triple Whale.
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