PropertyScout is a Django-powered real estate aggregation platform that consolidates property listings from multiple sources into a unified interface. The platform features advanced filtering capabilities (price, location, amenities, furnishing), personalized favorites with timestamps, AI-powered property recommendations using similarity matching, and detailed property analytics including trends and comparisons. Built with Django backend, Celery, PostgreSQL, PropertyScout solves the fragmented real estate search experience by allowing users to discover, save, and compare properties across multiple platforms without visiting each site individually.