Nowadays, you don't need to do that yourself to run a cloud because you have companies like Joyent offering fully managed private clouds at a fraction of the cost of AWS. They will rack and stack, manage the cloud software, provide escape plans so you aren't locked into them as a vendor and provide architectural guidance to your app teams.

DISCLOSURE - I am a Joyent employee.