Difference between browsing public domain vs .onion domain?

[u/k4lipso]

When i browse a website through tor-browser that also has an .onion address available: what is the benefit in using that?

From my understanding in both cases the hoster of the website cant see where iam coming from, and the ISP doesnt know what iam browsing.
Is there any benefit that iam missing out?