Click farm fraud on affiliate CPI campaigns
Device farms and organised click farm operations generate fake app installs on your CPI affiliate programme using real devices, defeating device-signal detection and draining your UA budget.
Trusted by leading brands worldwide
Device farms generate CPI installs on real devices that defeat standard detection methods
Click farms and device farms are the primary fraud mechanism for high-volume fake install generation on CPI affiliate programmes. Unlike bot-based fraud that operates through software simulation, device farms use warehouses of real physical mobile devices, operated by workers or automated device management systems, to generate app installs that produce genuine device signals. Each install comes from a real device with a real IDFA or GAID, a genuine consumer OS, and authentic hardware signals. Standard MMP fraud detection, which relies on identifying known fake device signatures, cannot catch these installs because every signal it checks is genuinely real.
Device farm operations target CPI affiliate programmes specifically because the payout is direct and the scale of fraud is limited only by the number of devices the operator can run. Farm operators sign up as affiliate publishers, often using multiple sub-affiliate accounts to distribute their fraudulent install volumes below individual detection thresholds. Each device in the farm generates installs, completes minimal in-app onboarding to pass basic quality filters, and then resets for the next cycle. Your CPI programme pays commission for every cycle, your install volumes look strong, and your publisher appears highly productive until post-install engagement data exposes the fraud weeks or months later.
How Tapper stops click farms on Affiliate cpi campaigns
Three steps from connection to clean campaign data, no engineering required.
01
Connect your CPI affiliate tracking and MMP to Tapper
Tapper integrates with your affiliate network and mobile measurement partner, monitoring install events across your CPI programme with device cluster and session pattern analysis.
02
Device farm and click farm install patterns detected through cluster analysis
Tapper identifies device farm activity through device fingerprint clustering, network environment analysis, session uniformity scoring, and post-install behaviour patterns that expose coordinated farm operations even when individual device signals appear genuine.
03
Farm-generated CPI installs rejected before commission payouts
Publishers identified as device or click farm operators are flagged with evidence, enabling you to reject their install attributions from commission calculations and remove them from your CPI programme before further budget is drained.
Click farms on Affiliate cpi campaigns by the numbers
Data from Tapper's platform analysis and published industry research.
10-15%
Of affiliate spend lost to fraud on average
28%
Of mobile installs are fraudulent globally on average
64%
Of affiliate programmes experience significant fraud
24hrs
Typical delay before farms are detected without protection
Tapper vs Affiliate Network Fraud Detection
See exactly where the gaps are, and why they matter to your cpi campaigns performance.
Device farm detection on CPI programmes
Cluster analysis and session pattern scoring across all CPI publishers
Single-signal threshold rules and known-bad device lists
Real device farm identification
Device fingerprint clustering and network environment analysis
IP blocklisting only, real devices not detectable
Per-publisher CPI fraud evidence
Detailed fraud report per flagged CPI publisher
Aggregate programme-level alerts
Pre-payment rejection
Farm-generated CPI installs excluded before commission calculated
Dispute process after payment issued
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See how companies are protecting their ad budgets and improving ROI with Tapper.
“Tapper played a key role in improving the efficiency of Du's performance marketing activity by addressing traffic quality issues within campaigns. Following implementation, Du achieved a 13% reduction in CPA and an 8.6% increase in order rate, demonstrating a clear improvement in conversion quality and overall campaign effectiveness.”
Joseph Elbcherrawy
Client Leadership Director, Mindshare, a WPP Media Brand
“During our Tapper trial for INFINITI, we uncovered low-quality traffic that wasn't visible inside the platforms. Removing it delivered a 14% uplift in conversions and an 11.4% reduction in CPA - a meaningful efficiency gain for INFINITI's 2026 growth plans.”
David Barnes
Data & Technology Lead, Omnicom Group
“With Tapper's protection we were able to identify and block invalid clicks in real time. The impact was immediate as our cost per acquisition dropped by 30% and ROAS improved significantly. More importantly, Tapper gives us the confidence that our campaigns are reaching genuine customers, which makes it truly invaluable.”
Dimitris Bakas
Senior Performance Marketing, Public Group
“We started using Tapper to get better visibility on where our clicks were coming from, and ended up cutting wasted spend by over 12%. The performance uplift was clear, and for the first time, we could trust the numbers we were seeing. It's a total game-changer for campaign integrity.”
Stuart Parkin
Director of Operations, Regit
“Tapper's blocking technology purifies our paid media traffic which roughly equates to a 36x return against its subscription costs. It's certainly one of the easiest-to-implement tools in our entire marketing stack.”
Reno Mindemann
Head of Growth, Kama Capital
“We've been using Tapper for over a year now, and it has become a core part of how we run paid media. Invalid traffic was always something we knew existed but couldn't really act on. Tapper changed that. We're now saving up to $50K per year, and on PureSquare specifically, we saw around a 20% decrease in CPA. Based on these results, we decided to roll it out across other ventures under Disrupt as well.”
Nurkan Kirkan
GTM Consultant / Paid Growth, Disrupt.com
Trusted by leading brands worldwide
Frequently asked questions
Everything about click farms on Affiliate cpi campaigns.
Device farms use real physical mobile devices that produce exactly the genuine hardware and OS signals your MMP checks for fraud. Standard MMP detection relies on identifying fake device signatures: emulator fingerprints, cloned device IDs, and impossible hardware configurations. Real devices in a farm produce none of these signals. Detection requires analysing the pattern of behaviour across many devices rather than the signals from any individual device.
Farm operators distribute their install volumes across multiple sub-affiliate accounts and device groups to stay below per-publisher detection thresholds. They also complete minimal in-app onboarding on each device to pass basic quality filters before resetting devices for the next install cycle. Tapper's cluster analysis identifies the patterns across a publisher's full device and session history that reveal farm coordination, even when individual install volumes appear normal.
Tapper provides detailed evidence for each flagged publisher, including device cluster data, network environment analysis, session uniformity scores, and post-install behaviour patterns. This documentation supports clawback requests to your affiliate network and can be used to pursue legal remedies for large-scale CPI fraud. Recovery outcomes depend on your network's clawback policies and the quality of evidence available.
Other fraud types on Affiliate cpi campaigns
CPI campaigns campaigns face multiple fraud threats. Tapper protects against all of them.
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