Use consistent, predictable kubectl version in our CI pipeline

[MarcelMue]

We currently sometimes take latest and sometimes take a kubectl belonging to a CI machine OS.

We should ensure that we use a kubectl version which is consistent and predictable to make our builds more predictable and debugging easier.