Police say a window was broken and a small fire started inside the business on Gouin Boulevard East, at 57th Avenue.
Crews quickly put out the fire and damage was minor.
Police say they do not have any suspects.
Const. Raphael Bergeron says police are looking for a grey SUV that was spotted leaving the scene.
However, it is unclear whether the vehicle is linked to the fire.