The song was remixed by Shep Pettibone for Madonna's remix compilation "You Can Dance" (1987). In the remixed version, overdubs are present with the continuous repetition of the phrase "c'mon". The first verse does not start until about ninety seconds into the remix. After the first "Now I know you're mine" line is sung, there is a percussion break, and repetition of the phrases "step to the beat" and "c'mon". The last verse incorporates echoing on the vocals, causing overlap of the phrases. The remix ends with instrumentation from congas, whistles and timbales, giving it a Mexican ending. Pettibone also remixed the song alongside Goh Hotoda for "The Immaculate Collection" (1990) compilation.