As far as I know, setting up a "UG" is easy enough. I'm registered as a freelancer ("Freiberufler") with the tax authorities. I guess that's like a sole proprietor? Upside is that I don't pay corporate tax (because there's no corporation). Downside is that I pay taxes on all my income instead of keeping most of it in the corporation.