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Its flagship online dating services include Friend Finder and its various spin-off services (such as Adult Friend Finder, and other dating services targeting various territories and niche categories, such as the South America-focused Amigos.com, and Christian dating website Big Church), as well as niche websites for alternative lifestyles, and adult webcam websites.
The leaked information included credit card numbers, usernames, passwords, birth dates, physical addresses and personal — you know — preferences.
Another possible mechanism could have been hijacking ssh keys from a compromised admin account or github, but those tend to be secondary in most cases.
Either way, the database dump itself is 570 megabytes, and assuming the data was exfiltrated in a few large transactions, it would have been very noticeable on a network level.
That is, if Adult Friend Finder were using a solution that provided visibility into network traffic.
Ziften ZFlow™ enables network visibility into the cloud to catch aberrant data transfers and attribute to specific executing processes.