Every wholesale relationship comes with deductions — co-op advertising charges, markdown allowances, late shipment penalties, shortage claims. The dollar amount isn't the useful number. What matters is whether that amount is consistent with what's normal for that specific retailer, or a sign that something's gone wrong.

Why 'normal' varies so much by retailer

A large big-box retailer's deduction structure looks nothing like a specialty boutique's. Different retailers have different compliance requirements, different promotional expectations, and different tolerance for shipment timing. Applying one blended 'deduction rate' benchmark across every retailer relationship will flag some as problems that aren't, and miss real ones that are.

Building a real baseline

Once you know what normal looks like for each relationship, an unusual deduction pattern becomes something you catch and question — instead of something that quietly erodes margin every reporting period.