Why do Jews not eat lobster?

First, for the purposes of this question, I am narrowing the analysis to Jews who keep kosher, e.g. follow the dietary laws, and also ignoring any personal Allergies.

Prawns are explicitly prohibited as they are sea creatures without fins and scales.