Is your feature request related to a problem? Please describe.
Sometimes our dependencies break (example #626) and we usually discover it late (when releasing, for example)

Describe the solution you'd like
We should lock all our python dependencies and make sure to only update them when needed.

Describe alternatives you've considered
None.