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Read More: The Importance of AI in an Omnichannel CX Strategy – and How to Make It Work for Your Business
But there remains a long way to go, and one of the most widespread sources of digital ad fraud remains non-human traffic. As a rising practice, bad actors enlist botnets to execute fraud by directing an army of connected devices to visit sites and peck away at ads. In other cases, real humans use click farms to receive compensation for producing clicks and impressions with no intention of considering the ad content.
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In the end, the experiment was a successful one. The Anomaly Detection application has demonstrated the ability to process 19 billion real-time data events in a day, likely meeting the ad fraud detection needs of even the largest brands. To reach these results, we scaled the application from an initial three Cassandra nodes all the way out to 48. At the same time, the experiment made use of 574 CPU cores, counting all Cassandra, Kafka, and Kubernetes clusters. The experimental application proved capable of maintaining a peak 2.3 million writes per second into Kafka, amounting to a sustainable 220,000 anomaly checks every second.
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