I have done this. It paid for itself relatively quickly ($3.50 for a refill of a CO2 tank) The only issue I faced was when I first got into the game, I bought a standard issue CO2 tank and my wife complained that it tasted funny, so we ditched it for one that was sold as food safe. No further issues.