It's still a neutral & warm tone like the dress, but it's festive & adds an element of interest to the outfit.
Not only will it contrast beautifully with your outfit, but you'll be the most originally dressed gal at the party (while showing your styling know-how to all!).
It will elongate your legs & allow the brightness of the dress to speak for itself.
Black color footwear is certainly what I'd consider the color shoes that goes with everything! And of course, it looks amazing with black.
Keep in mind that brown shoes with pretty much any dress or outfit (unless it's glittery brown) are going to make your outfit more casual.