Technically, three things happen in every autonomous cleaning run. The machine builds and keeps a map of your floor plan. It logs where it was, when, and how long it took. And where it has cameras, it perceives its surroundings optically in order to avoid obstacles. None of these functions is designed to observe people — they exist so the robot does not drive into a pallet or over a step. But the data protection officer is not asking about intent. They are asking what is technically captured, where it goes, and who can read it afterwards.
The transport path is the part IT departments most often overlook. Some machines run over the customer's Wi-Fi, which means they are visible on your network and subject to your rules. Others bring their own uplink: the Nexaro NR 1700, for example, connects over a built-in 2G/LTE-M mobile link with global roaming, and the mobile costs are included in the HUB licence. That is convenient — no Wi-Fi onboarding, no VLAN discussion — and it means a device inside your building has a data path outward that never touches your network, and therefore cannot be monitored with your tooling.
The second group of questions comes from the works council. The relevant hook in German law is § 87 (1) no. 6 of the Works Constitution Act, which gives the works council a co-determination right on the "introduction and use of technical devices designed to monitor the behaviour or performance of employees". In practice the discussion turns on whether cleaning logs — area, timestamp, position — allow conclusions about individual staff. In a fifty-person cleaning operation that is unlikely; in a three-person team on one floor it is a genuine question. Whether a given machine falls under that provision is a legal assessment, and we do not make it. We only note that it is asked, and that it is far cheaper to answer before the machine arrives than after.
Where this bites hardest is exactly where autonomous cleaning is most attractive: offices with open-plan floors and staffed desks, and hospitals with patient areas, both of which combine a permanent human presence with a low tolerance for unclear data flows. None of this is a reason not to deploy robots. It is a reason to answer the question once, properly, with documents — after which it stops coming back.