The growing reliance on digital governance and data-centric research has amplified the demand for safe information-sharing protocols. Public and private entities routinely publish unit-level datasets (microdata) to drive policy formulation and analytical studies. Nevertheless, the distribution of this data introduces severe privacy challenges, particularly the threat of exposing individual identities. While data anonymization aims to balance privacy with analytical utility, traditional masking m