Please no. Whenever I see an online store as a SPA catalogue I shudder, because it usually breaks after browsing a bit in a weird state. And it resets to somewhere random should you hit back, refresh or try to send a link to somebody.

Yes, SPAs should store simple user state in the URL as well.