So, I purchased 2 gauge CO2 regulator (Y type - one gauge for CO2 tank and one for kegs).
If I got everything wright, after I siphon beer, I push 20 psi to the keg to seal it and few times open the release valve to purge oxygen. I set 20 psi by regulating the valve that goes into QD on the keg...