Reply to cd AND vinyl?

so I've been djing for a while with traktor and have decided that I want to play vinyl, mainly because there are way to many releases that aren't available in digital format. the best thing for me though would be to play both cd and vinyl, so I can play my own tunes. Is this possible? When I've searched for it all results have been about playing cd OR vinyl, and the answers in community posts have never been something like "you don't have to decide, play both!".