Data privacy in recruitment involves safeguarding candidate information throughout the hiring process, ensuring compliance with legal frameworks like GDPR. It requires balancing the need for thorough candidate evaluation with the ethical handling and protection of personal data to maintain trust and avoid legal repercussions.