It seems that a DUNS number is attached to your name, and any entity can lookup your business and see the attached info, though it might be behind a paywall.
Does anyone know anyway to do this more anonymously, so that my name doesn't have to necessarily be attached to it. I have an anonymous LLC through a registered agent, but I don't think registered agents can make DUNS numbers for you.