Non-Compressed Alternative of CDs

I have been away from this forum for quite awhile. So please forgive me if this is a worn-out topic. I have an extensive CD collection. But as you are aware, many new releases are no longer available in CD format. I have been reluctant over the years to download music from sources like Apple since the compressed format compromises the sound quality. That being said, are there any other non-compressed music sources (other than vinyl) for me to transition toward given the demise of the CD is inevitable? Thank you so much for your input.