How are detection teams validating rules against recent production telemetry before deployment?

Our detection tests rely on a mix of historical incident data, synthetic events, and sandbox environments. Each option is useful, but none consistently reflects current users, cloud configuration, service account behavior, application activity, and normal production noise. Historical data can become stale, synthetic tests often lack environmental...