It happened just after 8 p.m. Wednesday on the 1800 block of Susquehanna Avenue.
Police say a stray bullet wounded the 33-year-old victim in the thigh as she left the store.
She was taken to Temple University Hospital in stable condition.
No other injuries were reported.
No arrests have been made.