A great & very cheap MP3 sound module without need for a library!

[ScruffR]

As mentioned in the thread you came from

@ScruffR

if you only want to playback a fix set of MP3s, there would be a cheaper/simpler module

That limitation is because you can't (easily) access the SD card from the µC with this board.