Power BI developers manage data security and compliance by implementing role-based access controls, encryption, and data masking techniques. They ensure that only authorized users can access sensitive information and that data is securely transmitted and stored. Developers also adhere to compliance standards such as GDPR, HIPAA, and industry-specific regulations. They regularly update security protocols and conduct audits to maintain data integrity and protect against breaches.