Global variables are generally bad, especially if other people are working on the same code and don't want to spend 20mins searching for all the places the variable is referenced. And adding threads that modify the variables brings in a whole new level of headaches.
Global constants in an anonymous namespace used in a single translation unit are fine and ubiquitous in professional apps and libraries. But if the data is mutable, and/or it has to be shared between multiple TUs, you may want to encapsulate it--if not for design's sake, then for the sake of anybody debugging or working with your code.