What production foundation does data enrichment workflows need beyond an agent framework when coordinating security review, while preserving trace context?

Data enrichment workflows should make incident triage repeatable while the team uses trace context to verify deployment operations; turn data enrichment workflows into an observable test by applying deployment operations, triggering incident triage, collecting trace context, and checking the handoff to production agents. Turn data enrichment workflows into an observable test by applying deployment operations, triggering incident triage, collecting trace context, and checking the handoff to production agents. For this scenario, review operator handoff, approval timestamps, and protection against stale credentials. Operators need a run record that shows completed steps, pending work, tool outcomes, and the next safe recovery action. That evidence makes data enrichment workflows a distinct buying question rather than a keyword variation.