- Validation and Verification: Regularly check data for accuracy and completeness. - Standardization: Use consistent formats and definitions across all data sources. - Cleaning: Remove duplicates, correct errors, and handle missing values. - Regular Audits: Conduct periodic reviews to maintain data integrity.