The whole fish
The whole fish is used through a complicated process that separates the water/fat from the solids.
The fat is then separated from the water. The remainder of the fish is used as "fish meal" in a variety of ways from fertilizer to animal feed. Go to http://www.Fao.Org/docrep/003/x6899e/x6899e04.Htm for a full explanation.