Why Are Facebook, Digg, And Twitter So Hard To Scale?

Their caching tier services 120 million queries every second and it’s the core of the site. (2009)

.. But if you’ve ever wondered why Facebook has a 5,000 user limit on the number of friends, this is why. At a certain point it’s hard to make Pull on Demand scale.