I know exactly what you mean about expensive hobbies
Pico is fairly intuitive. I started using the Mac version but didn't realize it was a beta that was not updated since 2018. Turns out they've been updating the Windows version only, and that has a lot more features (like math channels, for example). Windows version is behaving much better. The Mac one would occasionally get into a state where it wouldn't capture the correct signal until restarted. Windows seems much more stable. It's nice that all their models, even the most high-end ones, all use the same software.
There are a few more expensive Picoscope models than mine that do have more bits, more memory and larger bandwidth, but these exceed my experimenter budget, some by a lot
The base model 2204A for about $140 turned out to be surprisingly useful. I could use more memory for larger FFTs. 2206B has more memory and larger bandwidth, but is more than 2x the price.