After a long time.
In SharePoint all the users are stored inside a hidden list called “User Information List”.
This list stores user’s metadata which would be used across the site. Usual suspects being Picture, Email, DisplayName, LoginName etc.
If accessed, this list would list out all the users in the site. You may see duplicates since, they are just records from individual groups fetched and listed.