Do I have to register with the Federal Aviation Office as the operator of the drone?

Yes. As a tenant of the drone, you are considered to be the operator of the drone. According to EU drone law, operators of drones must register with the Federal Aviation Office. For more information about the Drone regulations per country, please check the German, Dutch or Spanish websites.