The issue, users submitting multiple jobs and then leaving them idle and never connecting. The jobs continue to consume resources until the user selected time limit - which could be days - expires…
Enable a configurable countdown timer on the connection link, so that unless the link is clicked within a given grace period the session and job will be cancelled.