Furnaces distribute heated air through a house using ducts, while boilers heat water and distribute it through baseboard radiators or in-floor heating. It is quite common for homeowners to refer to their oil-fired or electric hot water unit as a furnace. We get it and understand what you mean when you call it a furnace!