Pixalate's Methodology: Click Fraud Benchmarks
To compile these reports, Pixalate analyzed approximately 45 billion global open programmatic advertising transactions across desktop web, mobile web, and mobile app traffic in Q2 2025. Pixalate's datasets — which are used exclusively to derive these insights — consist predominantly of buy-side open auction programmatic traffic sources.
What is Click-Through Rate (CTR)?
Click-Through Rate (CTR) measures the ratio of ad clicks to ad impressions. In other words, it reflects how frequently users appear to engage with an ad after seeing it.
What is Invalid Traffic (IVT)?
As used herein, and per the MRC, “'Invalid Traffic' (IVT) is defined generally as traffic that does not meet certain ad serving quality or completeness criteria, or otherwise does not represent legitimate ad traffic that should be included in measurement counts. Among the reasons why ad traffic may be deemed invalid is that it is a result of non-human traffic (spiders, bots, etc.), or activity designed to produce fraudulent traffic.”
What is Click Fraud?
Since click-throughs often drive a market premium, they are a common target for fraud schemes. Click fraud is a type of ad fraud where clicks on a digital ad are generated, often via bot traffic, with malicious or deceptive intent rather than genuine user interest.
Determining IVT (including fraud) for click traffic is challenging because regular click traffic and IVT click traffic look similar in many ways. In addition, mapping clicks to impressions is challenging due to timing considerations.
Pixalate can map clicks to impressions and flag clicks for IVT using our Click Fraud Detection technology. Pixalate supports several click-related IVT types that suspicious users, ad creatives, or publishers could generate.
How does Pixalate determine the traffic region?
Pixalate determines the country and region of traffic based on the detected IP address and other identifiers.
Additional Definitions and Invalid Traffic (IVT) Types:
- Click Farm Impressions/Clicks originating from a purported user who has been flagged as being associated with click farm activity.
- Display Click Fraud: Clicks that are generated from the same browser or device at a statistically significant, inflated rate.
- Video Click Fraud: Video ad clicks that are generated from the same browser or device at a statistically significant, inflated rate.
- Datacenter: The User’s IP has a match in Pixalate’s known Datacenter list.
- Masked IP: The IP of a user does not match the IP and the associated ISP reported in the advertising transaction.
- idioBots: Bots (or users) that change their User Agent string (spoofing), while keeping the same cookie.
- Fast Clicker: Activity originating from users that generate clicks less than one second apart from their respective impression.
- Duplicate Clicks: High volumes of clicks with the same “unique” identifier. 
- High CTR Traffic: Traffic associated with domains or apps demonstrating high-risk CTR behavior.
- Cookie Stuffing: Activity from a cookie that has connected to the internet via a statistically significant inflated number of different IP Addresses.
 
See also:
About Pixalate
Pixalate is a global platform for privacy compliance, ad fraud prevention, and data intelligence in the digital ad supply chain. Founded in 2012, Pixalate’s platform is trusted by regulators, data researchers, advertisers, publishers, ad tech platforms, and financial analysts across the Connected TV (CTV), mobile app, and website ecosystems. Pixalate is MRC-accredited for the detection and filtration of Sophisticated Invalid Traffic (SIVT).