I litteraly havent seen an ad for like a year now, i use brave browser on mobile and desktop wich has a built in ad blocker, on mobile i have newpipe wich is a privacy focused youtube client, no ads as well. Im not on mainstream social media so i dont see ads there either.
Discussion
I use Brave everywhere else, but the YouTube app on Apple TV leaves no clear options to avoid them unfortunately.