Interactive Case Study
Where the Money Comes From
channel contribution · deduction waterfalls · capital allocation
Rank the channels by revenue and Walmart wins by a wide margin. Rank them by what actually reaches the bottom line after every deduction — 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.
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 worked example is Cinderhaven Provisions — a fictional $25M specialty food brand across 10 channels: six retailers, three distributors, and DTC. The data is synthetic so the gross-to-net story can be shown in full. The contribution reconstruction, the deduction waterfalls, and the allocation math are exactly what a real engagement produces.
Five chapters, gross revenue to the allocation decision
The piece walks a CFO from the revenue illusion to a priced decision. Revenue rankings against contribution rankings. Contribution margin by channel. The hidden tax of retail, drawn as deduction waterfalls — industry surveys put the category at 5 to 15% of gross sales; Cinderhaven’s own charts run leaner — against a different, structural margin haircut on the distributor side. Then the scale trap: the Walmart marginal contribution curve flattens as volume grows, so another million dollars into the biggest account adds less contribution than the revenue figure implies.
It ends where a strategy conversation should start. 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.
See it worked through
The answer does not generalize. It will differ for a brand with a different mix, and it should be computed, not assumed. What generalizes is the method: the decision to add distribution or deepen retail has a dollar answer sitting in data the brand already owns, and that answer stays invisible until someone reconciles revenue down to contribution across every channel.
What you get
Each channel reconciled from gross to contribution, the revenue ranking set against the contribution ranking so the disagreements are visible, and a dollar figure on where the next $1M of growth pays best. Not a dashboard — a decision.
The full cost-to-serve engagement
This interactive is the legible version of the argument. The full retailer-level cost-to-serve scoring and renegotiation simulation live in the Channel Profitability & Capital Allocation engagement →
Start in writing.
A few minutes by form — no call. Send me your last four quarters of revenue by channel and your deduction and trade-spend detail. I’ll reconcile each channel from gross to contribution and put a dollar figure on where the next $1M of growth pays best. No deck, no obligation.