 "Never Again" consists of ringing guitar riffs, faux-strings, Queens of the Stone Age-style drums, and sharp vocals.The song has been described as an embittered anthem about the end of a relationship.Clarkson, in an interview with MTV, has cited Alanis Morissette's 1995 single "You Oughta Know" and Pat Benatar as influences for the record.