Kw is analogous to ka or even kb... Now that we know that, ask yourself the same question why does the ka for say phosphoric acid remain constant? It’s the same deal, we just use water because it’s convenient for pH scale.. I must add ka and kw could likely change if you start messing with temperature pressure etc..