IMO the days of buying physical media are behind us (unless it's not available on a hi-fidelity streaming service).
If you have a high speed internet connection I would suggest giving a Tidal Hi-Fi subscription a try. I do almost 100% of my listening nowadays via 44 kHz/16bit (and higher) streaming and the sound quality is fantastic. I've been in this hobby for almost 40 years and my music collection has never sounded so good, been so eclectic or grown so fast.
IMO, at $20 a month it's a bargain based on the music I have in my growing library. There is no hesitation or worries about about buying something I may not like, I can try everything and add what I like!
If you try it and you like the sound quality and selection I would also recommend a subscription to Roon. It will tie the physical media on your hard drive and the Tidal stream into an awesome player seamlessly. You will never look back.
Good luck and enjoy the world of Hi-Fidelity computer audio.
http://tidal.com/us/try-now
https://roonlabs.com/
I'd be happy to help if you have any questions.