WhatsApp had like half a billion monthly active users when they were acquired, that could be considered fairly large scale, no? But I agree with your point in general.

Yes, but WhatsApp is a point-to-point communication tool with mostly small groups. Each individual message doesn't need to be distributed to a potentially very large audience like in Facebook, making processing and coordination of nodes smaller and simpler.