Intelligent Recommendation Engine Data Pipeline

Create a sophisticated recommendation engine data pipeline using PostgreSQL that supports complex recommendation algorithms, real-time user behavior tracking, and scalable similarity calculations. Design a schema that can efficiently store and query user interactions, implement advanced similarity scoring mechanisms, and support dynamic recommendation generation. Include strategies for handling cold-start problems and maintaining recommendation relevance.