They're not fake eggs, they're either powdered eggs or sometimes large bags of liquid eggs. They dump it in the chafing dish, add water if it's the powdered kind and stir, and heat until congealed.
Powdered eggs taste horrible but they are basically real eggs. Stuff like Egg Beaters, where it's egg whites but with a lot of other ingredients used to replace yolks, are more like fake eggs.