The fire, fueled by larges piles of mulch, was reported about 11:45 a.m. in the 5000 block of Wilson Avenue, according to the Riverside County Fire Department.
No injuries were immediately reported.
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Firefighters were seen dousing massive flames as strong winds in the area hampered their efforts.
The cause of the blaze is unknown.
Multiple vehicles were destroyed by the flames.