Your linked adapter looks like it will work, but I've had issues with different adapters before. I exclusively use Hobbypower ones now:
I found it on eBay too (shipping from within US instead of from Hong Kong, China, etc), but the person I bought from doesn't sell in the US anymore! This one should also work: