«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. 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».
«Drive By» peaked at number 10 on the Billboard Hot 100, becoming the band’s third top 10 hit in the US. It was awarded a double platinum certification by the RIAA on July 23, 2012, for more than 2 million sales in the US. Internationally, the song became a top ten hit in 13 countries. Train performed the song on television series 90210 in the episode «Blood Is Thicker Than Mud», which aired on March 13, 2012. Train also performed a parody entitled «Five By» with Elmo and Count von Count for an episode of Sesame Street.