Data quality can deteriorate over time due to issues like outdated information or inactive subscribers. Regularly clean your email list by removing invalid addresses and inactive accounts. Implementing automated workflows can help in keeping your data up-to-date. Regular audits and data validation are also essential to maintain data integrity.