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The Santa Fe Springs fire department arrived at about 11:30 p.m. to find the four trucks covered in flames.
It took firefighters 30 minutes to put out the flames.
Two of the trucks were destroyed, and two were damaged.
Anyone with information should call Whittier police at (562) 945-8250.