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App install
Click stuffing

Stop click stuffing on mobile app install campaigns

Click stuffing floods your install tracking links with invalid clicks to claim attribution credit for organic installs and other channels. Tapper detects click stuffing patterns in mobile install campaigns and removes their false attribution before it corrupts your channel data.

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Spitishop

Click stuffing steals attribution credit and corrupts your channel performance data

Click stuffing in mobile app install campaigns, also known as click flooding, is a technique where bad actors generate thousands of clicks against your install tracking links in a short time window. The goal is probability: by flooding the attribution system with clicks, the bad-actor source ensures that when a real user installs your app, there is a high chance that one of the stuffed clicks appears as the last touch before install and claims the CPI payout. Your organic installs, your other paid channels, and your genuine app store discovery all lose attribution credit to a source that contributed nothing to the actual install decision.

The distortion to your channel performance data is severe and hard to unwind. Click stuffing inflates the apparent volume of certain networks in your MMP, making them appear to drive significant install volume at reasonable CPIs. When you optimize budget allocation based on this data, you shift spend toward channels that are primarily extracting credit from other sources, while reducing investment in the channels that actually drove genuine user discovery. Tapper analyzes click velocity, the time distribution between clicks and installs, and the ratio of click volume to install volume to identify click stuffing patterns and remove their attributed installs from your channel data.

How Tapper stops click stuffing on Mobile app install

Three steps from connection to clean campaign data, no engineering required.

01

Connect your MMP and ad networks

Tapper integrates with your mobile measurement partner and ad network stack, monitoring click volume, velocity, and timing patterns across every source in your install attribution chain.

02

Click stuffing patterns detected through velocity and CTIT analysis

Tapper identifies abnormal click velocity from specific sources, unusual distributions in click-to-install timing, and click-to-install ratios that indicate attribution theft rather than genuine user acquisition.

03

False attributions removed and channel data restored

Click-stuffed attributions are removed from your MMP channel data, returning credit to the genuine sources that drove each install. Your channel performance data becomes accurate and safe for budget allocation decisions.

Click stuffing on Mobile app install by the numbers

Data from Tapper's platform analysis and published industry research.

28%

Of mobile installs are invalid globally

$10B

Lost to invalid mobile traffic in 2023

43%

Of mobile advertisers have no active invalid traffic monitoring

3.1x

ROAS lift after removing invalid traffic

Tapper vs MMP built-in invalid traffic removal

Capability
Tapper
MMP built-in invalid traffic removal

Click velocity analysis

Tapper

Real-time velocity and distribution analysis

MMP built-in invalid traffic removal

Basic threshold rules only

CTIT pattern detection

Tapper

Distribution analysis across full click population

MMP built-in invalid traffic removal

Per-install CTIT checks only

Attribution theft identification

Tapper

Identifies sources extracting credit from others

MMP built-in invalid traffic removal

No cross-source attribution analysis

Channel data accuracy

Tapper

Restores credit to genuine acquisition sources

MMP built-in invalid traffic removal

Invalid attributions remain in reports

Case studies

Leading brands growing with Tapper

See how companies are protecting their ad budgets and improving ROI with Tapper.

Frequently asked questions

Click stuffing (or click flooding) fires thousands of clicks against tracking links over a time window, relying on probability to claim attribution when a real user later installs. Click injection is Android-specific and uses a malicious app to detect a real install event in progress and fire a single precisely timed click to steal attribution at the exact moment the install completes. Both manipulate attribution, but click injection is more surgical while click stuffing operates at volume.

When a user discovers your app organically through app store search or word of mouth and installs it, click stuffing means there is likely an invalid click in your attribution window that claims credit for that organic install. Your organic install count in your MMP falls, the bad-actor source shows installs it did not drive, and you pay a CPI for an install that cost you nothing from a genuine source.

Yes. Tapper provides per-source analysis that shows click-to-install ratios, CTIT distributions, and velocity patterns by network and sub-publisher. Sources engaged in click stuffing show characteristic patterns: extremely high click volumes relative to installs, CTIT distributions that cluster at the edge of your attribution window, and install attribution that does not correspond to any genuine user engagement signal.

Stop click stuffing on your Mobile app install

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