The single peaked at number two in the United Kingdom and became a top-20 hit in Finland, Flanders, Ireland, and New Zealand.

Can't Stop the Pop stated that "the one thing that immediately jumps out with this single – from that first keyboard whizz in the intro – is how summery it sounds.

[7][8] The music video for the song, shot in Cannes in the South of France, was directed by Dani Jacobs.

The main plot sees the group chase a man who has stolen the film reel for the fictitious "Steps: The Movie", interspersed with clips of the band performing the dance routine on a jetty dressed in yellow outfits.

[13] Recording Vocals Personnel Credits are adapted from the liner notes of "Love's Got a Hold on My Heart".