An animal that is very abundant, before it gets extinct, it becomes rare. So you don't lose abundant animals. You always lose rare animals. Therefore, they're not perceived as a big loss.
I personally like the idea of shellfish aquaculture. These are animals that stay quiet, they stay where you put them, and they clean up the water.