I would rather not bother buying gasses, spraying and all that stuff.

In the meantime I found, thanks to tips you guys gave me, a wine preserver that insulates from oxygen:

http://www.amazon.com/Platypus-Platy...platypreserver

It seems that it does the trick - keeps oxygen out and it doesn't leak.