I always download in flac. Slightly smaller than .wav but just as high quality. The downside is that if you want to burn them to cd (Yes Virginia, people still do burn cds 😉) you have to convert them to wav. Easily enough done.
You can download them in pretty much any format you want. I always download .wav files so the quality is great.