Firefighters were called to a school bus depot at Woodhaven and Byberry roads around 2:40 p.m. on Sunday.
Investigators say it appears two buses were set on fire, and three others were damaged by the flames.
The fire marshal is investigating this as a possible arson.
Early estimates put the damage at a minimum of $250,000.