You can spend as much or as little as you want.
I got my keg setup from my LHBS for $200 (included 1 corny, 10# co2 tank, dual regulator, gas/liquid tubing, quick disconnects and they even threw in some hose clamps).
For a while I kegged and just stuck it in a fridge and used a party tap...