Yes, and the only thing you can't do with the photo is using it for advertisement. Appearantly you even can take photos op people inside their houses as long as you aren't on their private land. And then you can sell them upload them etc. You aren't allowed to do it in toilets and changing rooms though.
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This is a seriously fucked-up law… in Germany you have to ask for permission, and IMHO this is the right way.