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I'm the map, I'm the map, I'm the map /s
What are the specs on that SFF? Of the 6 I listed, Immich and Jellyfin might need a few more resources, especially transcoding video. I am not familiar with running either. The rest should run within a nominal spec of something post 2015. I'm running that and another 30+ containers on a little Dell Optiplex 7020 SFF with the i7-4790 chip and 32 GB RAM (which is a bit overkill), and it barely breaks a sweat. Load averages usually run .20 .15 .35, essentially sleeping. The only time it's under a real load is on boot up starting about 40 containers total, and that usually takes less than 2 minutes.
I mean, you could start lower on the totem pole and work your way up to those 6, but if your equipment is, like I said, within the last 10 or so years, you should be fine to march right on up to the top. That is, unless this is a learning mission for you and you wanted to just 'try out' other similar containers. If I were to give you a map, I'd say start with one container. See how it runs. Learn it. Take note of load averages, temps, resources. Then slowly add to the list. Worst case you might have to split the load between a laptop server and the SFF or NAS if it has capabilities to do so.
There are some security measures to keep in mind with Jellyfin, and with all containers you run really. But Jellyfin seems to need some extra attention, or so I've read.
I'm not sure how far along you are as a 'novice', but Linux Upskill Challenge is always a good bookmark.