Crombie is just outside Edinburgh, and was the primary munitions depot for the nearby Rosyth Naval Yard from 1916 onwards. It certainly would have supplied the Shetlands, so I'm inclined to say you're right on.
I was hoping someone was going to weigh in on that stamp; I was curious about it myself.