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I have a couple of Intel NUCs and they are great, one is the first generation NUC with the Celeron and runs Home Assistant without problems.
At the moment I am eyeing the new N100 CPUs they are pretty powerful compared to the previous generation. Asrock and Asus are bringing out motherboards with the CPU soldered and they are also fanless. The Asrock is nicer because you don't need a real PSU for it and it has an extra SATA port. They are not yet available.
https://www.asrock.com/mb/Intel/N100DC-ITX/index.asp
https://www.asus.com/motherboards-components/motherboards/prime/prime-n100i-d-d4/
Planning on making an unRaid miniPC
+1 for a NUC. There's plenty of second hand ones on Ebay which can be had at around $100. The nice thing is that they have ultra low voltage CPUs so the power bill is not a concern with running 24/7.
There are so many brands of these NUCs on Amazon it's dizzying, it's hard to know what's reliable or just cobbled-together hardware. Should I just stick to the big names like ASUS or are there some diamonds in the rough?
NUCs are great if you can snag them on sale or for a good deal but they're (somewhat) like Apple nowadays, paying the "NUC tax" imo. You can usually find other SFF with similar or better specs for cheaper on eBay. HP Prodesk (Mini) for example you can grab some extra RAM and a cheap SSD to max it out.