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For little computers like the Pi and its clones, I'd recommend using a SATA SSD via USB rather than an SD card, unless your use case has very few writes. I'd recommend this cable: https://www.amazon.com/gp/product/B00XLAZODE/. It's one of the ones that's well supported by the Pi, and is what I use.
Edit: I recommended a SATA SSD rather than NVMe because you won't really notice a major difference over USB, and some NVMe drives pull more power than the Pi's USB ports can handle (SATA uses quite a bit less power).
Thanks, this is what I am using now for Home Assistant, but overall it's a bit expensive for the power you get with a Pi4.
At least you can reuse the SSD for something else if you ever stop using the Pi. They make great portable drives (but you'd definitely want a case for that)
I was doing the same (running Home Assistant on the Pi) but these days I'm running Home Assistant on a HP ProDesk small form factor PC, mainly because I also wanted to run Blue Iris. The Pi is only my DNS server at the moment.