Architecture that facilitates discerning integrity of a data handling system. The architecture includes an identification component that periodically applies to data, in a batch mode, a context-based rule, the rule identifying anamolous data that does not satisfy the rule. A healing component is included to further rectify and/or flag the identified anomalous data.