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Jellyfin recommends not using SBCs. I was in the same boat as you a month ago. Started on an RPi. Works fine for raw (no transcoding). Poor performance if you do any scrubbing or try to watch something while new content is processing. Got a mini PC. It was better but its basically a laptop chipset, so still not the best experience. Had other things I wanted to do on my self-hosted setup so decided to just bite the bullet and make a proper build: 12th gen i5, Intel Arc GPU, 4+8 SATA ports with PCI card, 3xNVME, 10xHDD/SSD case. Can't speak to the performance yet. Learning Ansible to automate managing it including installing the OS.
I would stay away from NAS systems like QNAP or Synology. They tend to not be much better than a SBC.
For the budget constraints I would just echo getting the cheapest desktop-class PC you can get your hands on in a suitable form factor.
https://jellyfin.org/docs/general/administration/hardware-acceleration/#hardware-acceleration-on-docker-linux
Some NAS systems have regular Intel x86 CPUs, and some have Ryzen CPUs with built in graphics. You need to check the specs carefully though.