Amazon Music is a buggy mess. It will downsample everything that doesn't match your Windows sound setting and unlike other apps like Tidal, Qobuz, Foobar, etc. it won't change the bit rate to match the song.

People have been asking Amazon Music to have this very basic feature that other hifi streaming services have for years.