My take is that it is usually non-caffeine substances that are contributing benefits, although caffeine may have some skin cancer-reducing properties:

https://www.webmd.com/melanoma-skin-cancer/news/20111024/coffee-fights-common-skin-cancer#:~:text=A%20new%20study%20shows%20that,this%20type%20of%20skin%20cancer.