Yep, paraffin's the stuff (or whatever you choose to call it
). Usually around £3 for 4 lts, so pretty cost effective.
Main thing to be aware of is that it degreases it and dries off pretty effectively, so exposes the chain to moisture and rust. It's important you treat the chain soon after it has dried off.
Scottoiler (or equivalent) is the real answer
.