How will your system react if a celebrity tweets that has 30 million followers? Would it do 30 million writes into the time line cache of its followers? Such factors – a celeb tweeting – can be considered load factor.
steps to take for Reliability – can your stem undo changes it has computed? Can you rollout changes onlto a subset of data?
Trying to post some tech ideas that enthused me. 