It happened at Empress Designs at 62nd and Woodland shortly after 5:00 p.m. Monday.
The view from Chopper 6 HD showed police on the scene, and police tape roping off an area around the store.
The woman was taken to the Hospital of the University of Pennsylvania for treatment of non-life threatening injuries.
A second woman was taken into custody.