Yeah, I've been trying to bang into the heads of the students that I TA that "there is no test data - only fake data." Test data always seems, to me, to mean meaningless junk. Names like addresses to Dicksville, IL do nothing but accidentally get leaked to someone they shouldn't, and they can't be validated, which creates a whole nest of testing problems.
Fake data, like John Doe, San Francisco, CA, doesn't share these problems.