Ensuring data quality involves implementing checks and balances throughout the data lifecycle, from ingestion to analysis. This includes data validation, cleaning, deduplication, and monitoring for consistency and accuracy. For data security, we adhere to best practices and standards such as encryption, access controls, and regular security audits to protect data against unauthorized access and breaches.