I thought not assuming uniform distribution was table stakes for senior engineers.

I can't say what the curve looks like, but 100,000 orders per second would consume reach official quarterly count in 15 minutes.

Since that's unlikely, this at least gives us some degree of bounds to guess what the curve looks like.