A structured evaluation framework for principal architects and platform engineers selecting a data masking platform for complex multi-cloud enterprise environments. Nine technical criteria, each with a clear evaluation question, what-to-look-for checklist, and red-flag pattern to screen for in vendor conversations and proofs of concept.