Authorities reported it around 4:35 p.m. in the 9600 block of John Street. The road was closed up to Los Nietos Road.
The fire was reported as a second-alarm blaze. No injuries were reported.
Los Angeles County firefighters were assisting to contain the blaze.
The cause of the fire was unknown.