Gaidhlig (Scot Gaelic) for "Scotland forever."
Much like sister phrase "Erin go Bragh," it was a saying used by Celt inhabitants of the British Isles in the days of clans and kilts immortalized in movies like Rob Roy and Braveheart. Still used today, mostly in relation to cultural heritage festivities.