The incident happened just before 11 p.m. Sunday.
Officers responded to Arlington Avenue and Van Buren Boulevard, where police say a suspect opened fire. Authorities believe BBs or pellets were used.
No injuries were reported in the shooting.
Video from the scene shows the shattered rear window of a Dodge Durango.
Several similar shootings have been reported in recent weeks in Los Angeles and Orange counties, including on the 405 Freeway in O.C.
Windows shot out of multiple cars on Orange County freeways in past week, CHP says