I am interested in purchasing some "smart home" devices for my house, like cameras and sensors. But I'm not really thrilled about using a cloud service or some server that is going to track my data.

Is anyone familiar with any low-friction self-hosted alternatives?

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Ubiquity is the big player, I think they still allow local only. Haven’t used them beyond their APs personally.

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Look at homeassistant and all the devices it supports. Surveillance is a core feature.