I don't remember Twitter being known for downtime before he bought it and the claim it needed a complete rewrite indicates a lack of experience in software development. Rewriting everything rarely ends up in better software than you had before.
The fail whale was a thing in the late 2000s, when Twitter was famously still on Ruby on Rails. After the early 2010s rewrite in Scala (?) it was pretty much stable.
