Product Attribute Normalizer — illustrative example INPUT Allowed colors: navy, black. Source values: Navy Blue; navy; midnight. RESULT Map Navy Blue and navy to navy; flag midnight unless an approved mapping defines its meaning. REVIEW Normalize values against a supplied vocabulary while retaining the original. A mapping decision should remain reviewable when several interpretations are possible. This is a teaching example, not a live execution record.