It happened at the store on the 2100 block of Mt. Holly Road on Route 541 last Friday at 6:30 p.m.
The victim told police the suspect bent down next to her and was recording video under her dress.
He was last seen wearing a Memphis Grizzlies hat.
Police are asking anyone with information to contact them.