Sure, it's not solid, but they knew I was a private customer, so what should they do? Do a request to a private credit bureau like the SCHUFA (like Equifax) to check if my provided details are valid?

It feels like it's a check to get a general feeling if things sound plausible. Like no Russian accent for a German name, some knowledge of the surroundings, a valid phone number.