According to Sugar Hill 's city hall the town was named after an incident where a large shipment of sugar spilled and the area became known as `` the hill where the sugar spilled '' or `` the sugar hill '' .
Sugar Hill was named when a large shipment of sugar spilled along the route , and people started calling the area `` the hill where the sugar spilled '' or `` the sugar hill '' .