Built a complete Flask REST API with SQLAlchemy models, a regex-based detection engine (with Luhn validation for credit cards, PII masking, dedup logic), APScheduler for background sync, and a Next.js dashboard with real-time polling, URL-based filter state, and remediation actions. Covered all stated requirements.