It happened just before 11 am Monday at WSS on Cesar Chavez Boulevard and Chestnut.
Officers say a man grabbed several jackets and pants and headed for the front door.
A woman then pepper-sprayed an employee who tried confronting the couple.
They got away in a black sedan.
It's estimated more than $1,200 worth of items were stolen.