You’re right about powder and bullets being available but good luck if you are trying to find primers!
I make my own gas checks for cast rifle bullets. I never have tried to make my own primers, but I do save the little cups just in case. Hre is an article on making your own:
http://aardvarkreloading.com/resources/homemadeprimercourse.pdf