It defaults to it, but the preferred language can be changed in all major browsers, though currently not on a per-website basis.

I am using Chrome and I have no idea how to change the browser language. I mean, I could probably find out.. digging into Preferences.

That's a silly solution in any case, since you literally use the browser for other sites. Dozens of tabs.