Using MP3 player with arduino to play sound

Thank you for your help. I think I read also that arduino works only with mono not stereo.
Also do you have a link or some guidance on how to do that using SD card + arduino + speaker; to be able to play sound and how loud can you go. I want it be very loud. I saw some tutorial online but the speaker they use is two small for what I need it for.
Thank you very much