"Never Been in Love" is the final single by American pop rock band Cobra Starship. It features vocals from Swedish dance-pop duo Icona Pop. The song was the band's first single since “#1Nite (One Night)“.  "Never Been in Love" borrowed a prominent piano melody from Fatboy Slim's 1999 single "Praise You".
"Never Been in Love" is a dance pop and pop rock song that lasts for three minutes and forty two seconds. The song is set in common time with a tempo of 121 beats per minute is in the key of C major, with a chord progression of C-G-D, and Bb-F-C-G in the bridge and outro.
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