Which Channel Actually Pays After Every Deduction

Rank Cinderhaven Provisions's ten sales channels by revenue and Walmart sits on top by a wide margin, about half the book. Rank them by what actually reaches the bottom line after every deduction, allowance, and freight charge, and the order scrambles. The biggest account is not the best one, and the gap between the two rankings is where capital keeps getting misallocated.

Cinderhaven Provisions is a fictional $25M specialty food brand, and its channel P&L is a synthetic dataset built to make a real problem legible: the number everyone can see, gross revenue, is not the number that should decide where the next dollar goes.

Revenue is visible. Contribution is not.

Channel decisions at growing brands are made on revenue because revenue is the number that shows up first and in one place. Contribution does not. Deductions land in the remittance file, trade spend lives in a promo tracker, freight sits in logistics, and no system adds them back together per channel. So the brand ranks its accounts by the one figure that is complete and wrong for the purpose, and pours attention and inventory into the account with the largest top line rather than the best return.

The highest-revenue channel is usually not the best investment, and every brand that has run the full contribution math already knows the feeling of finding out. What most brands lack is not the insight. It is the reconciled number that proves it for their own book, channel by channel, in one view a CFO can read in a sitting.

The hidden tax of retail

The reason the rankings diverge is that channels are taxed differently on the way from gross to net. Retail deductions run 5 to 15% of gross sales in the CPG sector, and the retail side of Cinderhaven's book carries the heavier load: chargebacks, OTIF fines, slotting, scan allowances, promotional deductions. The distributor side, UNFI and KeHE and a regional, is taxed differently. Fewer compliance chargebacks, but a structural margin haircut baked into the wholesale relationship.

Neither channel is free. They are expensive in different places, which is exactly why a single revenue ranking hides the truth. A deduction waterfall drawn for retail and for distribution side by side shows two different shapes of cost arriving at two different contribution margins, and the channel that looked dominant on revenue can land mid-pack on contribution once both waterfalls are drawn.

The scale trap

The instinct, once the deduction tax is visible, is to push more volume through the biggest account to dilute the fixed cost. The Walmart marginal contribution curve says be careful. As volume grows, each incremental case into the largest account earns a thinner slice, because the deduction load and the terms scale with it. The curve flattens. Past a point, another million dollars of Walmart revenue adds less contribution than the revenue figure implies, and the brand that keeps feeding its biggest account on the strength of its top line is climbing a curve that is bending away from it.

This is the same divergence that runs the length of the P&L, where 15 to 25 cents on every dollar disappears between the invoice and the bank account. At the channel level it decides not just how much is lost but which account is quietly worth the least of what it appears to be worth.

The allocation question, priced

The piece ends where a strategy conversation should start: with a number attached to the next dollar. On Cinderhaven's data, an incremental $1M of revenue routed through retail returns roughly $54,000 more contribution than the same $1M routed through a distributor. That is a per-revenue-dollar comparison, not a return on capital, and the direction is the surprise. Retail pays the heavier deduction tax and still nets more per revenue dollar, because the distributor margin haircut costs more than the retail deductions do. The channel that feels harder to serve is, on this book, the one that pays better at the margin.

The point is not that the answer generalizes. It will differ for a brand with a different mix, and it should be computed, not assumed. The point is that the decision, add distribution or deepen retail, has a dollar answer sitting in data the brand already owns, and that answer is invisible until someone reconciles revenue down to contribution across all ten channels. The full five-chapter walk is here, from the revenue illusion to the priced allocation decision.

Send me your channel P&L

Send me your last four quarters of revenue by channel and your deduction and trade-spend detail. I will reconcile each channel from gross to contribution, show you where the revenue ranking and the contribution ranking disagree, and put a dollar figure on where the next $1M of growth pays best. Send me your sales and margin data by channel and I'll write back with where yours pays best.