I've been using Jupyter for years and I still find managing kernels difficult 😅 my solution has been to have one kernel per environment and just install jupyterlab on all of them.

we have a growing community of Jupyter users, we like sharing tips, tricks and hacking around, it'd be amazing if you join us! https://ploomber.io/community