You can (almost) always buy CDs and rip them. I'd be mildly surprised if an artist was selling music without either a presence on Bandcamp or a store on their own website that you could download from.
I'm certain I've bought a handful of albums from Amazon and Google over the years that I've put onto various phones and MP3 players. Is that not possible anymore?