Authorities say up to five cars were damaged Tuesday night at Big Dawg Plumbing along the 5300 block of Umbria Street.
The discovery was made just before 6 p.m.
The fire was declared an arson by the Office of the Fire Marshal at 6:30 p.m.
Police are searching for surveillance video to help them track down the suspect.
No injuries were reported.