1. A computer-implemented method comprising: receiving, at a monitoring interface of an analytics system, an input identifying a base job to be invalidated, the base job having been executed by the analytics system; identifying, by the monitoring interface, a set of antecedent jobs for the base job, wherein each of the antecedent jobs in the set produced a data objet that was consumed directly or indirectly by the base job; identifying, by the monitoring interface, a subset of the set of antecedent jobs for invalidation; and invalidating, by the monitoring interface, the base job and the subset of the antecedent jobs.