Hello, dumb question, is it possible to kubectl exec into a job ?

Not dumb at all. But a job is a template for a pod beneath it. So you could exec to a pod if it's already running, or you could run a job and then exec to its pod.

Ah sorry, forgot to say. Yes I forgot the job just start a pod ^^ , thanks for your reply