It happened around 3 a.m. Thursday on the 1400 block of Cheltenham Avenue in Elkins Park.
Police said the driver lost control and smashed into a column attached to the American Furniture Store.
When first responders arrived, the driver was nowhere to be found.
The Action Cam was on the scene as the vehicle was being towed.
Police are continuing to search for the driver.