Outdated OS Vers
How tracking OS version can help marketers detect device farms?
Android versions are often updated now and then, with new devices pre-loaded with new features and latest OS. Device farms which deliver high volumes of ad fraud are often made of cheap devices loaded old OS versions.
A entropy analysis of the OS versions in user acqusition campaigns can often help marketers highlight if device farms are impacting their performance marketing budgets.