About eight people, including some children, were inside the shop on First Avenue near Belmont Avenue when the robbery happened.
Police say a man pulled up on a bicycle just before noon and demanded cash from several of the customers at gunpoint.
He then left the area on his bicycle. No one was hurt, and officers are still searching for the suspect.