Email revenue is not email profit
Okiela hypothesis
Attributed channel revenue (email, SMS) is often reported gross, before discounts and costs, so the channel looks more profitable than it is.
In real life: An email campaign claims large attributed revenue, but most of it came from a deep discount code with thin margin.
Shopify / DTCAgency
Data you need
- requiredAttributed orders with discount and COGS. Tie the channel to real margin.
Formula
Channel contribution
Attributed Net Revenue - COGS - Shipping - FeesRevenue attribution is not profit attribution. (Net Revenue is already after discounts and refunds.)
Key insight
- Discount-driven channel revenue can be low or negative margin.
- Report channel profit, not channel revenue.
Action checklist
- 1Recompute channel results on contribution margin · medium · 1 hour
Strip the discount and cost layers. - 2Flag campaigns that leaned on deep codes · easy · 20 min
They flatter revenue, not profit.
Money impact · Improve clarity
Stops over-crediting channels whose revenue came from margin-eroding discounts.
Common mistakes
- Judging email/SMS by attributed revenue alone.
- Ignoring the discount code behind the campaign.
How Okiela helps
Channel-aware profitbeta
Okiela reconciles per-channel revenue with the cost layers behind it.
Trust & sources
- Okiela hypothesisAttribution-vs-profit gap; verify per store
Last reviewed 2026-06-22 · Confidence 2/5