As nanotechnology continues to advance, it finds applications in various fields including healthcare, environmental monitoring, and consumer products. The data collected by nanodevices can be extremely detailed and sensitive. For example, nanoscale sensors used in medical diagnostics can collect comprehensive health metrics. The re-identification of such sensitive data could lead to privacy violations and misuse of personal information.