Ensuring data privacy compliance involves understanding and following all guidelines and legislation, implementing privacy workflows and policies, establishing sound data minimization and security practices, conducting regular privacy audits and utilizing enterprise data privacy solutions, like Collibra Data Privacy, to automate and manage these processes.