I've worked at UK army bases where dogs are routinely brought on site. In some places the owners have to fit gates to their office doors to stop them randomly wandering around, and I've not seen dogs in open plan environments. In some places, in principle, the owners have to gain consent from others (those with allergies or nervousness). But I've not seen specific problems.

At least the cavalry types no longer ride their horses to work.