Direct answer
D2C contribution margin improves when realized price, product cost, fulfilment, payment fees, returns and CAC are managed as one system. Begin with CM1 and CM2 by SKU, channel and cohort.
Common mistake
Optimizing ROAS while ignoring discounts, returns, shipping subsidy and first-order contribution.