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I built a server a few years ago in a Fractal Design Node (big square box) which has 4 6TB drives in raid 5 for 18TB of storage and a 6 core AMD cpu. It cost around £1200 and half of that was the hard drives.
It's been really good, so if you're looking to build one yourself I'd recommend having a look at the case and the price of drives.
This is a good way to do it.
I went one smaller with the Node 304 which only can do 4 HDDs with a GPU inserted. Going used for consumer desktop CPU is the most powerful play for the money I think.
This is a good path forward OP for a pretty powerful server