{"id":"event-driven-observability-gaps-at-source-and-audit-layers","text":"Event-driven AWS architectures face observability gaps at two independent layers: DynamoDB CDC pipelines have four reliability hazards (ordering, duplication, encoding, auto-disable), while CloudTrail has blind spots for automated operations — events may be lost or invisible at both the data change layer and the audit layer simultaneously.","truth_value":"IN","source":"","source_url":"","source_hash":"","justifications":[],"dependents":[],"metadata":{},"explanation":{"steps":[{"node":"event-driven-observability-gaps-at-source-and-audit-layers","truth_value":"IN","reason":"premise"}]}}