Count Facebook Likes, Especially for High-Profile Users

To clarify: what scale are we looking at - what can the peak traffic be?

This is a distributed counters problem - how will you scale it as the likes grow?

How will you handle celebrity users, who get a huge number of counts really fast?

How do you deal with system failures? You will need some replication.