Maintaining data integrity involves implementing strict validation and verification procedures. This includes ensuring that data is complete, accurate, and consistent throughout its lifecycle. Audit trails and version control systems are used to track changes and modifications to the data. Regular quality checks and adherence to standard operating procedures also play a crucial role in preserving data integrity.