The shooting happened Saturday afternoon on Lemoore Avenue between Highway 198 and Iona Avenue.
Officers found 34-year-old Terry Ryan Jr. dead in his car.
The investigation revealed a dark SUV chased Ryan before the gunman opening fire.
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Authorities identified the suspect as Jose Paez, 36, and arrested him Sunday in Kerman.
Paez was booked into the Kings County Jail on multiple charges.
A motive for the shooting has not been released.