X-Cell Records released a duet version of the song, featuring guest vocals by Connor's then-husband Marc Terenzi's former band, Natural, on 1 March 2004 as the second and final single from the album.

A music video, directed by Oliver Sommer and filmed in Orlando, portrays Connor and Terenzi as a high school couple.

Eberhard Dobler, writing for laut.de, found that on "Just One Last Dance" Connor's "velvety, sometimes lasciviously roughened voice [...] indulges in the kitschy side of soul pop.

[1] It would remain seven weeks within the chart's top ten and was eventually certified Gold by the Bundesverband Musikindustrie (BVMI).

[5] Inspired by West Side Story, it portrays Connor as a high school girl who falls in love with a rivaling football player (Terenzi), much to her brother's dismay.