In 2015, ad fraud was a significant issue, with predictions stating that up to 36% of online traffic was fake. A study revealed that bots accounted for substantial portions of display (11%), video (23%), and retargeted ads (19%) traffic. Recommendations to combat ad fraud include continuous monitoring, bot detection, and improving traffic sourcing transparency.