 According to the United States Census Bureau, the town has a total area of , of which is land and is water.It is only 6.61 miles from Second Street to Deep Creek Lake.Oakland, owing to its high elevation and valley location, is among the coldest and snowiest locales in the state of Maryland, and has a warm-summer humid continental climate (Köppen "Dfb"), with of snowfall in an average season.