It happened around 9:00 a.m. in the 300 block of Evesboro-Medford Road.
The view from Chopper 6 HD showed heavy damage to the front of the store, apparently where the door had been.
Police say the driver mistook the gas for the brake and crashed into the store.
A man working outside the shop suffered minor injuries.
A building inspector says the bagel shops structure is sound, despite the crash.