Yes, recently Slack even told Reactiflux that they need to move to another service as more than a few thousand users can not be handled by the Slack infrastructure.
That isn't true. My office slack has a few thousand users and it works just fine. I'm not saying it can scale to infinity, but it does handle a few thousand users without any issues.
I have no clue what the exact numbers are, but apparently it is an issue: