Which is the biggest thing to live in the sea and its not a mammal?

Megalodon. A shark that lived 2 million years ago that got up to 60 feet in lenght and weighed up to 70 tons. The Whale Shark, a plankton eater is the largest fish. Some jellyfish tentacles can be over a hundred yards long....