I would review https://docs.frigate.video/frigate/hardware
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Not sure about wifi cameras, I have a mix of Trendnet and Hikivision POE, sitting on a Vlan with no internet access. For the software I use Blue Iris. Where I have a need for cameras I have only a Windows server and I have found this software to be the best for me.
I'm running a trio of Reolink RLC-820A cameras, over PoE. I'm recording with Frigate on a Raspberry Pi with a Google TPU USB.
Inferencing of detected objects is lightning fast, and reasonably accurate. I'm storing ~45 days of footage (motion detected - not 24x7 recording) on less than 2TB.
Many selfhosted NVRs have been suggested. Personally ive tried:
iSpy
Frigate
Zoneminder
Shinobi
Ended up settling on zoneminder at this stage.
For cameras themselves i just want to point out the OpenIPC project - opensource firmware if youre technically inclined
Edit: I'm hesitant to recomment OpenIPC now since the main streamer is closed source. Thingino is fully open and developed by some of the devs who didn't agree with the closed source portion
UniFi
Nah, their software is so infuriating to work with. Even when an SSD it falls to load video clips. Often I have to restart unifi protect on the console or even ssh into it to do and apt update/upgrade to get it working again.
Self hosted might be a little better, but I'm not holding my breath.
Eufy? With the hub it's all kept local I believe. Even without I think you can get a week with a 128 card.