The driver, believed to be in her 50s, plowed into the popular eatery near the intersection of Orangethorpe Avenue and Beach Boulevard.
The woman was transported to a nearby hospital with moderate injuries. Nobody inside the restaurant was reported injured.
Authorities are investigating the cause of the wreck.