Wardrobing: the return fraud hiding in plain sight

Wardrobing is simple to describe and hard to catch. A customer buys a dress, wears it to an event with the tags tucked in, and sends it back as unwanted. The return looks normal in your portal and the customer looks normal in your dashboard.

The cost is not just the refund. The item often comes back unsellable at full price, your team pays to inspect and restock it, and the customer learns that your policy is a free rental service. Repeat that across a season and the margin leak becomes real.

What makes wardrobing hard is that any single return is plausibly innocent. The pattern only shows up across orders: short time between delivery and return, the same categories, the same sizes, condition notes that keep repeating.

The fix is not a harsher policy for everyone. It is visibility per customer, so honest shoppers get instant approvals and the small group wearing your inventory gets a warning, then a denial, with the history to back it up.