In addition, usually the main financial effect of going from AWS to on-premises is to replace a lot of your recurring monthly costs with up-front capital costs.
The article spends a lot of time talking about how much lower their monthly bill is, but it says nothing about how much they spent to buy those 300 servers in the first place.