Advanced SQLAlchemy column configuration includes defining constraints, setting default values, and customizing attributes for data integrity. Key features involve unique constraints, foreign keys, indexing, nullable options, and server defaults, allowing tailored database schemas that enhance performance and maintain robust data integrity.