"Drive By" is a song by American roots rock band, Train, from their sixth studio album, California 37. It was released in the United States as the album's lead single on January 10, 2012, three months before the release of California 37. The song was written by lead singer Patrick Monahan and Norwegian songwriting duo Espen Lind, Amund Bjørklund, the same team responsible for Train's 2009 hit single "Hey, Soul Sister".