COGS
COGS is the direct cost of getting one unit of product into a customer's hands — supplier invoice, inbound shipping to the 3PL if applicable, and any per-unit fulfillment cost. It does not include ads, software, salaries, or overhead.
COGS as a percentage of retail price is the central lever of contribution margin. A product with a 30% COGS ratio has a structurally easier time scaling than one at 45%, because every extra dollar spent on ads has more room to return before hitting breakeven.
Common COGS mistakes: forgetting to add shipping cost (the supplier quotes the product at $8 but shipping is $4, making real COGS $12), ignoring payment-processing fees, and not accounting for refund rates (a 5% refund rate effectively inflates COGS by 5% on every other order).