Data Reconciliation Tool — illustrative example INPUT System A records invoice 12 at $100; system B records invoice 12 at $105. RESULT Matched identifier with a $5 amount difference. Preserve both source values and investigate the discrepancy. REVIEW Reconciliation requires a matching key and a policy for tolerances. Keep missing records separate from matched records with conflicting values. This is a teaching example, not a live execution record.