HONG KONG—When 30-year-old homemaker Maggie Wong is tight on cash, all she needs to do is reach for her designer purse—and then hand it over to a loan officer.

Say hello to the handbag-backed loan. While typical lenders often ask for cars and homes as collateral, Hong Kong's Yes Lady Finance Co. deals in borrowers' beloved handbags.

The four-year-old...