In June 1988, Forever Your Girl was released, along with the follow-up single "The Way That You Love Me." Virgin and Abdul's producers felt that it was necessary to remix the song for its single release, hence the addition of (It's Just) to the song's title.
In the UK, "The Way That You Love Me" was also Abdul's second single release, following "Knocked Out" in 1988.