Perhaps they're building an internet search engine.

Could be plenty of reasons, but say you want to support spikey traffic like whatever is related to events, news, realtime information, etc., or highly seasonal stuff like a school portal or selling flowers on mother's day, you want the ability to scale horizontally very quickly to accommodate spikes

Everyone thinks they start their project with Facebook scale problems.