For the remixes to "Crazy Women" and "Spitfire", Rimes went back into the studio to record new vocals for the songs.

[4] In an interview with Country Weekly Rimes stated, "Everyone knows I love to dance.

What better way to celebrate the next chapter of my music than to remix some of my favorite hits from over the years to get my fans out on the dance floor shaking their asses.

However, due to the CD set released exclusively at Walmart containing Rimes's previously released Greatest Hits album the sales for that set, 2,000 units, were ineligible to be included with the stand-alone album and as such charted at number nineteen, three spots below it, on the Dance/Electronic Albums chart.

[6] Notes Additional credits for Dance Like You Don't Give a....