Do female goldfish die after laying eggs?

Depends on the fish. If its a Goldfish, Zebra Danio, cichlid, betta or others like them then yes, but mollies, platys, Guppies, and many others are live bearers and the fry are born free swimming. meaning that A) you can actually see them and they look like fish, and B) they are born able to swim freely.