Subqueries in SQLAlchemy enhance data filtering and retrieval by allowing complex conditions. Examples include filtering users with multiple orders and utilizing nested subqueries for advanced queries. This approach leads to efficient database interactions and cleaner code, making it essential for developers managing complex data scenarios.