The One Question Your Finance Person Can't Answer About Last Month

Ask your finance person one question: what was our true contribution margin per order last month, broken down by acquisition channel?

Not gross margin. Not revenue per order. Contribution margin — after COGS, after ad spend allocation, after fulfilment, after payment processing, after returns.

Why traditional ecommerce reporting fails DTC founders

If they can answer that within 24 hours, your business has better visibility than 95% of DTC brands on Shopify. If they can't — and most can't — your reporting is fundamentally broken.

Here's why this question exposes the gap. To answer it, you need data from at least four systems: Shopify (orders, revenue, products), your ad platforms (spend by channel), your 3PL or fulfilment system (shipping costs per order), and your payment processor (fees per transaction). You also need COGS per SKU and a methodology for attributing ad spend to individual orders.

No single system has all of this. Shopify has the orders but not the ad spend. Meta has the ad spend but inflates the attribution. Your 3PL has the shipping costs but not the product margins. Your accountant has the P&L but it's two months old.

What real-time Shopify profit reporting looks like

So the answer to "what was our contribution margin per order last month by channel" requires someone to manually pull data from four or five platforms, reconcile it in a spreadsheet, make assumptions about attribution, and calculate a number that's only as accurate as the weakest data source.

Most brands never do this calculation. They run on gross margin (which overstates profitability) and platform-reported ROAS (which overstates channel effectiveness). They're making budget decisions, hiring decisions, and growth decisions based on numbers that are directionally wrong.

The brands that know their contribution margin per order by channel make different decisions. They shift budget from high-CAC channels to efficient ones. They stop promoting SKUs that look profitable on gross margin but lose money after ad spend. They hire based on real unit economics instead of revenue projections.

From quarterly reviews to daily profit intelligence

One question. If your team can't answer it, the rest of your reporting is decoration.