Anti-fraud use case
Free-trial abuse prevention
Cookie and email trial gates fail the moment a user clears storage or opens a new browser. This is the end-to-end architecture for a device-bound gate: where the fingerprint is captured, what you store, and how the lookup-and-decide step runs on each new signup.
