Normalize local advertising report exports from CSV or JSON into the AdPilot schema. Use when a user provides exported ad data from Chinese or global ad platforms and needs field mapping, cleaning, validation, or preparation before diagnosis, budget planning, anomaly scanning, health scoring, or report export.