Los Angeles police responded to the 2600 block of West Pico Boulevard at about 1 a.m.
By the time officers arrived, the driver and the vehicle were gone.
Debris, items from the store and a stop sign was seen scattered on the ground.
Authorities describe the car as a dark blue sedan.