Handling security in a multi-cloud environment is both critical and complex. Managing multiple cloud providers means juggling varied data formats, security models, and access controls. When analytics meet security, this gets even harder. Anonymity is crucial when working with sensitive data, yet many solutions compromise performance, insights, or scalability in