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My homeassistant is running on a pi2 with 2GB RAM. it doesn't need much.
But yes, it is a central place for processing and recording data, either from phone, imstalled electrical hardware or other devices.
The issue with the combination of rabbit holes I'm going down is all the damn pis Im gonna end up being lol
Get any old enterprise workstation (they practically give Dells away for free) and get to know Docker.
Using multiple Pis for single applications is a fool's errand - my Optiplex was free and it is running ~30 containers with plenty of room to breathe.
But then I don't get to justify my 3d printer purchase with custom enclosures with their jobs engraved on them
Don't worry. There's still plenty of ESP32 waiting to be flashed with ESPHome and placed into their own little enclosure out there.
Source: Me, who's got a Bluetooth Proxy for my adjustable desk and some small LED strips running, with a soil moisture sensor planned as my next quick project.
You just need one Pi. get a pi5 for future proofing. Docker addition , so you can host more than just home assiatant