I did exactly this. Bought a tiny zero-tech business from an old guy. He wants to retire and nobody wants his business, so I got a steal of a deal.

My plan is to turn off the fax machines, start using email and see if I can automate parts of it or combine with another similar acquisition in a couple of years.

Just beware that buying a business is complicated and you need to keep your end clean, legally speaking.