The article presents a modern approach to protecting personal data from de-anonymization. Descriptions of the k-anonymity model using entropy, with one-way publication of information, and the PSI3 technique using homomorphic encryption, with bilateral or multilateral information exchange, examples of the use of metrics for assessing the quality of depersonalization and their improvement, recommendations for using methods in the current activities of personal data operators are given.