Thank you all for the advice and welcome. A bit overwhelmed at this point but more info is a good thing at this point.
The common theme is don't buy anything yet, but I can't help myself, so I'll probably start looking for a used PC (HP/Dell SFF seems to be recommended) and pick up Blue Iris...