So the (virtual) hardware is in the cloud and you're the system manager for the Windows Server 2012 that runs on that virtual hardware.

Time to start following a few courses and trainings about Windows Server 2012 and about Azure, if you don't feel qualified to do this now. Once you've got all certifications, it's a USD 100+ per hour job in the USA.