It happened at the Home Goods store on Route 73, in Marlton last Wednesday.
According to investigators, the robbers racked up $7300 in charges.
Detectives say a female suspect distracted the victim while a man took the wallet out of the woman's purse.
Anyone with information is asked to contact police.