Is it practically impossible for a newcomer selfhost without using centralised services, and get DDOSed or hacked?

I understand that people enter the world of self hosting for various reasons. I am trying to dip my toes in this ocean to try and get away from privacy-offending centralised services such as Google, Cloudflare, AWS, etc....