Fraserburgh ( Scots : The Broch ) ( Scottish gaelic : A ' Bhruaich ) is a town in Aberdeenshire , Scotland with a population recorded in the 2001 Census at 12,454 . Fraserburgh ( Scots : The Broch Scottish Gaelic : A Bhruaich ) is a town in Aberdeenshire , Scotland with a population recorded in the 2001 Census at 12,454 and estimated at 12,630 in 2006 .