I agree with this 100%. Simple venv works reliably.
The only gotcha I've had is to make sure you deactivate and reactivate the virtual environment after installing Jupyter (or iPython). Otherwise (depending on your shell) you might have the executable path to "jupyter" cached by your shell so "jupyter notebook" will be using different dependencies to what you think.
Even comparatively experienced programmers don't see to know this and it causes a lot of subtle programs.
The only gotcha I've had is to make sure you deactivate and reactivate the virtual environment after installing Jupyter (or iPython). Otherwise (depending on your shell) you might have the executable path to "jupyter" cached by your shell so "jupyter notebook" will be using different dependencies to what you think.
Even comparatively experienced programmers don't see to know this and it causes a lot of subtle programs.
Here's some details on how bash caches paths: https://unix.stackexchange.com/questions/5609/how-do-i-clear...