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Selfhosted
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There are several arm SBCs that are made to function as a nas, and they have slots for several drives. You could start with something like that, especially if you don't plan on transcoding video. You could always add more computing power later and still use it as storage. Or, you could just get an older laptop and start with a few tb USB drive for data. I started with a core duo Dell that was at least 10 years old. Integrated battery backup, decent power consumption, and you won't be spending much money on it. If you run everything in docker with mounted volumes, and I highly recommend that you do, it'll be super easy to migrate to something else once you get a better idea of what you want.
In other words, don't spend a lot of money till you figure out what your needs will be.