Officials with the San Mateo County Fire Department say the fire is burning at Hillside and Chestnut in South San Francisco.
Multiple fire crews were called in to battle the blaze.
The smoke plume can be seen several miles away. There are no reports of injuries.
Stay with ABC7 News for the latest details on this developing story.