Drive By is a song by American Pop Rock band train from the sixth studio album California 37. It was released in United States as album's lead single on January 12 2012. The song was written by lead singer Patrick Monahan and Norwegian songwriting duo Espen Lind, Amund Bjørklund, the same team responsible for Train's 2010 hit single "Hey, Soul Sister". "Drive By" peaked at number 10 on the Billboard Hot 100, becoming the band's third top 10 hit in the US. .