The store is located on the 5300 block of Baltimore Pike in Upper Darby.
Authorities say an altercation happened inside the store at about 5 p.m.
At some point during the incident, one person was stabbed.
There's no word on the extent of the victim's injuries.
Police have not said if anyone was taken into custody.