Google Postmaster Tools: Not receiving data?

A few different folks have reported to me that when accessing Google Postmaster Tools, they were seeing this message being displayed instead of data:

No data to display at this time. Please come back later. Postmaster Tools requires that your domain satisfies certain criteria before data is available for this chart. Refer to the help page for more information.