What is the delay between a event happens and it is reflected in Admin Reports API, reports.acitivities.list

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Say using Admin Reports API reports.activities.list with applicaitonName = login

Is there any delay between when a user in the domain logins and it is shown up in the response result?

If using push notification, is it realtime?

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Reports and the Reports API for Apps are always delayed. This delay can be anywhere from a few days to about a week. There's really no way to know.

If you're looking for near real time login details, you're going to need to pull the login time via the Directory API but this is only web login AFAIK.