Hi @williambr6
You are right, using RTCDP audience membership from the profile schema only reflects current audience status. Since it's not event-based, it doesn't retain historical data, so it's not possible to see who was in an audience at a specific point in time using that method alone.
To enable historical analysis of audience membership in CJA, the recommended approach is to log audience qualification as an event. This involves sending a signal to an event dataset at the time a user qualifies for an audience. Once it's part of the event stream -
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You can analyze when users entered an audience.
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Build segments like “users who joined Audience X during June.”
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Break down engagement or conversion behavior over time by audience entry.
This setup provides the flexibility needed for time-based audience analysis, which isn’t possible through profile-based audience membership alone.
Hope that helps!