The surname Latham originates from northwestern England, specifically derived from old geographic locations and habitational terms rooted in Old Norse language elements. Historically, it was used to identify families residing near agricultural barns or storage structures, eventually evolving into a recognized locational surname before spreading across the British Isles and worldwide.