Companies don't go google scale, companies are google scale. It's not a choice, it's a fact they have to deal with.
Pick any large tech company, they have thousands of servers and countless customized software running. That's what is meant by google scale.
They need to manage that and they suck at it most of the time, they don't know what resources they own and they can't figure out what's running or where.