I’ve never heard “no risk, no champagne,” but the meaning seems clear, and I like the sound of it :)
We usually say “no risk, no reward (or 'no glory'),” “no pain, no gain,” or “nothing ventured, nothing gained.” BTW, I notice that “champagne” rhymes with “gain” in English….