Fake install fraud on display and programmatic campaigns
Display and programmatic app install campaigns are targeted by fraud operations that simulate installs through click flooding and device farms, corrupting your MMP attribution data.
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Programmatic app install campaigns are among the highest-risk environments for fake install fraud
When app advertisers use programmatic display inventory for mobile user acquisition, the open exchange environment introduces significant fake install risk. Fraudulent publishers within the bid stream route bot or device farm traffic toward app install tracking links, generating simulated installs that register with your mobile measurement partner as legitimate CPI events. The open exchange model, with its minimal publisher vetting and high volume of low-quality inventory, is the environment where fake install fraud operates most freely.
Standard brand safety tools are entirely blind to this attack vector. A publisher domain can pass brand safety and contextual screening while simultaneously routing fake install traffic through its inventory. Tapper monitors the full attribution chain from programmatic impression through to install event, identifying the click-to-install timing anomalies, device signal inconsistencies, and post-install behavioural patterns that distinguish fake installs from genuine app users acquired through display campaigns.
How Tapper stops fake installs on Display
Three steps from connection to clean data, no engineering required.
01
Connect your DSP and MMP
Tapper integrates with your demand-side platform and mobile measurement partner to monitor the full attribution chain from programmatic impression to install event.
02
Fake install patterns identified across the attribution chain
Click-to-install timing analysis, device signal verification, and post-install behavioural scoring identify fraudulent installs attributed to programmatic display inventory.
03
Fraudulent inventory excluded from future CPI campaigns
Publishers and inventory sources linked to fake install activity are suppressed from your programmatic buying, improving the quality of real installs delivered by your display campaigns.
Fake installs by the numbers
Data from Tapper's platform analysis and published industry research.
20-40%
Average IVT rate on open exchange programmatic
$84B
Lost globally to ad fraud annually
28%
Of mobile app installs from programmatic inventory are fraudulent
90%
SDK spoofing detection rate achieved by Tapper
Tapper vs Standard Brand Safety Tools
See exactly where the gaps are, and why they matter to your bottom line.
Fake install detection
Full attribution chain analysis from impression to install
No install-level monitoring
MMP integration
Compatible with AppsFlyer, Adjust, Kochava, Singular, and Branch
No MMP data access
CPI fraud prevention
Identifies fraudulent inventory before CPI is paid
No CPI-level protection
Post-install behaviour monitoring
Behavioural scoring through the full funnel
Not available
Trusted by industry leaders
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 you need to know about stopping fake installs on Display & Programmatic.
The open exchange model allows a very wide range of publishers to serve inventory, including low-quality sites and apps that route bot or device farm traffic through their placements. When an app advertiser buys display inventory on the open exchange for user acquisition, those fraudulent publishers can direct simulated install traffic through the tracking links in your ads, generating fake CPI events that register with your MMP.
Tapper analyses click-to-install timing, which is often abnormally short or follows unnatural distribution patterns for fake installs, alongside device signal consistency and post-install session behaviour. Real users acquired through display campaigns exhibit natural app engagement patterns that differ significantly from device farm or bot-simulated installs.
Private marketplace deals reduce fake install risk compared to open exchange because publishers are vetted and inventory is curated. However, even PMP inventory requires monitoring. Tapper covers both open exchange and PMP inventory, giving you confidence that your programmatic display spend on app acquisition is reaching genuine users regardless of the deal type.
Other fraud types affecting Display & Programmatic
Display campaigns face multiple fraud vectors. Tapper covers them all.
Stop fake installs on Display today
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