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Flash drives are notorious for spontaneous and ungraceful failures. At the very minimum, you want a proper Hard Drive or SSD. Generally, any reputable brand marketing a "NAS" drive is probably what you want. Nothing spectacularly fast, but designed for a lot of power on hours.
One important thing with SSDs is that many even today aren't great with power loss detection.
Kingston makes a very reasonably priced data center class SSD with lots of RW cycles and specific power loss protection. I haven't tested them yet, but it's a good sign they at least mention it in their specs. I previously used intel data center class SSDs, but they're harder to get ahold of these days.