Did you know almost 1 million non-organic installs are found daily due to ad fraud in CPI ads? It’s pretty shocking. This vast number highlights the massive scale and complexity of fraud in mobile ads, which is almost $400 billion. As a casino operator, it’s vital to grasp the details of CPI fraud prevention to safeguard your campaigns. Fraudsters are constantly evolving tactics to exploit vulnerabilities, so staying vigilant and proactive is key.

These days, a lot of software uses innovative machine learning methods to spot ad fraud before it happens. It’s super important to understand how ad fraud works and how it’s changing over time. This knowledge helps you and your team strengthen your marketing budgets against harmful practices. This article takes a closer look at some common CPI ad fraud techniques, how to detect them effectively, and the important role that specialized campaign software plays in tackling this issue.
Understanding the Landscape of Ad Fraud in Affiliate Campaigns
Ad fraud is a tough hurdle in affiliate marketing. Organized and global fraud rings have ramped up fraudulent activity in cost-per-install advertising.

Ad fraud is a massive problem in affiliate marketing. Global fraud rings have turbocharged fraud in CPI advertising. Check these stats:
Metric | Value |
---|---|
Estimated fraudulent affiliate traffic | Up to 10% |
Fraudulent clicks in 2020 | 17% |
Affiliate losses in 2020 | $3.4 billion |
Projected affiliate marketing value (2023) | $17 billion |
Fraudsters are more motivated than ever, skewing data, draining budgets, and messing with campaign results. Prevention is the only way forward.
With advertisers emphasizing CPI campaigns, fraudsters seem more motivated to mess with the data. These actions can seriously damage advertising efforts and put a strain on marketing budgets. To tackle these problems effectively, it’s important to prevent ad fraud in CPI campaigns. Tools like FraudScore are changing the game by using machine learning to spot fraud effectively.
Affiliate marketing is expected to hit a whopping $17 billion by 2023, showing how important it is to the economy. It’s essential to have fraud prevention measures in place to protect this investment. Using reliable advertising networks and keeping an eye on traffic sources can help spot any suspicious activities. Solutions like Shufti, boasting a 99.97% accuracy rate, show how far we’ve come in the fight against ad fraud.
Managing ad fraud is crucial for marketers who want to safeguard their investments and keep their campaigns running smoothly. When companies acknowledge how common fraud is and use smart detection techniques, they can protect their resources. Navigating the complex world of affiliate marketing is also crucial.
What is Fraud in CPI Advertising?
CPI advertising fraud, or cost-per-install fraud, includes a bunch of sneaky tricks designed to boost app downloads in a misleading way. These tactics mess with real traffic data, impacting how well the campaign performs. Scammers are hitting ad networks by setting up fake user profiles and using click spamming and bot traffic. This kind of manipulation bumps up CPI rates, which can hurt how effective a campaign is.
Spotting patterns linked to CPI fraud is really important for figuring it out. Fraudsters frequently use click injection to create fake clicks, taking advantage of the Last Click attribution model. You can see this in the unusual patterns of short Click-to-Install-Time (CTIT) distributions. Another approach is to use fake users by utilizing device farms and SDK spoofing. Marketers really need to keep an eye on these methods.
Having the right monitoring tools is super important for spotting CPI fraud. So, when you take a look at CTIT measurements, you might notice longer time gaps that suggest click flooding is happening. Keeping an eye on the New Device Rate (NDR) is a great way to spot what’s happening in the device farm. When device sensors pick up unusual user behavior, it can also indicate that something fraudulent is happening.
The effects of CPI fraud go beyond just losing money right away. It might result in incorrect attribution and poorly directed marketing strategies. Sometimes, advertisers might end up rewarding harmful sources just to get app installs, which can really hurt their campaign results. It’s super important for marketers to validate traffic sources and get a grip on these sneaky techniques. If you keep yourself updated and take action, you can really tackle CPI fraud head-on.
Common Techniques Used in CPI Ad Fraud
CPI ad fraud represents a formidable challenge for marketers aiming for authentic engagement. Familiarity with the fraudsters’ tactics is essential for effective fraud prevention in CPI marketing.
Fraud Type | Description |
---|---|
Domain Spoofing | Tricks advertisers into thinking they’re buying ad space on legit sites, causing inflated costs for fake visibility. |
Pixel Stuffing | Hides ads in a 1×1 pixel, generating impressions without real user views or interaction. |
Ad Stacking | Layers multiple ads on top of each other; users see only one but clicks count for all. |
Bot Traffic | Over 70% of ad fraud; bots simulate clicks and installs. |
Click Spamming | Fakes clicks to hijack attribution and steal credit for organic traffic. |
Duplicate IP Addresses | Uses the same IP to mimic multiple users and fake ad engagement. |
Click Flooding | Bombards a campaign with excessive clicks in a short time, skewing metrics. |
Device ID Reset Fraud | Resets device IDs to make repeated installs look like new users. |
App Spoofing | Mimics real apps to produce fake impressions and clicks. |
SDK Spoofing | Replaces legit SDKs with fake ones to create bogus event tracking. |
Ad Injection | Forces ads into apps without publisher permission, stealing legit revenue. |
Click Injection | Fakes clicks right before app install on Android, stealing attribution. |
Click Hijacking | Redirects valid user clicks to another network, sabotaging real campaigns. |
Click Redirection | Misleads users by steering them to unintended pages or destinations. |
Click Spam | Fakes user interactions in the background, often showing low conversion rates. |
Click Validation | Matches clicks and impressions to confirm real user activity; critical for spotting all of the above fraud types. |
CPI Fraud Detection Techniques
Finding fraudulent clicks in CPI campaigns requires a mix of cutting-edge tech and tried-and-true methods. Machine learning algorithms play a key role in looking at large datasets, helping to identify non-organic installations and unusual user behaviors. Keeping an eye on click-through rates and engagement metrics is really important for spotting any fraudulent activity.
Using CPI fraud detection tools really boosts advertising efforts. Forensiq, for example, has this cool real-time filtering API that checks against a database of known fraudsters. This feature helps marketers quickly spot any suspicious users and applications. Automated alerts help us respond quickly to any fraudulent activity. This tool gives you reason codes for any flagged install requests, helping you decide what to do next.
It’s really important to take a close look at the false positive and false negative rates of these tools. It’s really important to have transparency in the detection framework to address any claims of algorithmic bias. Choosing between click-based pricing and install-based billing can really affect how accurately we detect fraud. Choosing a model that fits your goals really helps boost performance.
It’s really important to look past just reactive metrics like Mean Time to Install (MTTI). To tackle fraud effectively, you really need to tap into a wide range of data from different areas. They should also have the right know-how to tackle different types of ad fraud, like click spoofing, click spamming, install farms, and botnet installers.
Fraud Technique | Description |
---|---|
Click Spoofing | Manipulating click data to inflate traffic metrics. |
Click Spamming | Generating fraudulent clicks to inefficiently drive up costs. |
Install Farms | Using multiple devices to simulate legitimate installations. |
Botnet Installers | Employing bots to falsely inflate install numbers. |
Click Injection | Triggering clicks from malicious sources just before a legitimate install. |
Malvertising | Incorporating malicious ad content to lead users to unwanted actions. |
With the appropriate tools and methodologies, your campaigns can effectively combat fraud. This maximizes ROI and ensures your advertising budget is utilized efficiently.
The Role of Campaign Software in Prevention
Campaign software is an important tool for fighting CPI ad fraud because it gives marketers the management and detection tools they need. It allows for real-time monitoring, which means that fraudulent activities can be found and stopped right away. This will protect the money you spend on advertising.
This technology uses advanced bot detection to find traffic that isn’t from humans by looking at how it behaves. IP and device fingerprinting are used to flag users who might be dangerous based on how their devices and locations are used. This method gives you detailed reports that show how much fraud there is and how well your campaign is doing.
Integration with prominent advertising platforms like Google Ads and Facebook Ads significantly enhances these tools’ functionality. Automated fraud blocking prevents fraud from affecting your ad spend. Granular reporting allows for the precise identification of fraudulent activities. Advanced machine learning models continually evolve, adapting to new fraud tactics.
It is very important to keep your marketing budget safe from competitor click fraud. As a result, these platforms can spot click spam and block click injections, which keeps advertising honest and accurate. Using custom encryption keys to check for real traffic, SDK spoofing prevention adds an extra layer of security.
Anonymous IP filtering gets rid of fake installs from device farms or emulators, which makes your dataset better for analysis. Callbacks for real-time fraud rejection and detailed reporting are essential for protecting your budget and making sure the integrity of your data. Case studies with success stories show how important it is to buy reliable campaign software to fight CPI ad fraud effectively.
Proven Strategies to Combat Fraud in CPI Advertising
Stopping fraud in CPI ads needs a mix of strategies, based on your ad goals. Start by teaming up with trusted vendors who are experts in finding and fighting ad fraud. Their knowledge helps spot and stop fake activities.
Using bot management systems is also key to stopping CPI fraud. These systems tell real people from bots, keeping your ads safe from fake clicks and bots. They watch for odd traffic patterns, like high bounce rates and strange locations, to protect your budget.
Adding fraud detection software, like Anura, gives you real-time defense against fraud. It’s super accurate, checking leads for real user activity, not just sign-ups.
It’s also important to have strict rules against fake tactics. Tricks like fake leads and misleading ads can hurt your campaign’s trust. Regular checks on affiliate actions help spot cookie stuffing and other fraud.
Checking your campaigns closely is a must. Manually testing transactions checks if affiliates are doing their job right. Big data analytics help spot fraud by looking at trends and activity in real time.
Using third-party ad checks, like Integral Ad Sciences and Pixalate, adds extra safety. They block fake ads before they show up. Using IAB’s Ads.txt protocol stops domain spoofing, keeping your ads real and safe.
These methods make a strong plan to fight CPI fraud. They help you keep your campaigns safe, so you can reach your marketing goals without worry.
Analyzing the Impacts of Ad Fraud on Campaign Performance
The effects of CPI fraud can severely hinder your campaign’s performance, resulting in squandered ad budgets and distorted analytics.
With estimates suggesting ad fraud could cost advertisers over $100 billion annually, grasping these impacts is critical for marketers seeking to refine their tactics.
Impact of CPI Fraud on Campaigns
Impact | Consequence |
Inflated Impressions | Skewed reporting and poor ROI |
Lost Budget | Wasted spend on non-human users |
Damaged Attribution | Wrong channels get credit |
Reputation Damage | Ads appear on shady or irrelevant sites |
Fraud is expected to cost advertisers $150+ billion in 2025.
Fraud could take away almost a quarter of the money spent on advertising, which is scary.
When you look closely at the performance of a CPI campaign, you’ll often find that impression numbers are inflated and return on investment (ROI) is low, which are both signs of fraud. About one in four ad clicks are fake, which shows how important it is to always be on guard. Fraudsters use methods like click spamming, click injection, and SDK spoofing to lower your CPI metrics. This gives you false information that can lead to bad spending decisions.
Human-driven fraud, which makes up about 20% of all ad fraud, includes click farms and traffic that is sent for free, both of which can hurt the credibility of your campaign. In CPI campaigns, signs of fraud could include download rates that are too high from a single source and installs that behave the same way. Important metrics like click-to-visit and visit-to-conversion ratios can be skewed by these signs.
Fraudulent activities like these have effects that go beyond just losing money. Ads that show up on fake websites can hurt the reputation and long-term health of your brand.
Role of Campaign Software in Fraud Prevention
Good campaign software is your digital bodyguard. Here’s what it should do:
- Real-time fraud detection
- Behavioral analysis & fingerprinting
- Bot filtering
- Geolocation/IP validation
- Integration with major ad platforms (Google Ads, Facebook, etc.)
Fraud Prevention Features to Look For:
Feature | Function |
VPN Detection | Blocks traffic from masked IPs |
SDK Validation | Ensures data is coming from real apps |
Automated Alerts | Real-time fraud flagging |
Granular Reporting | Deep data insights |
Encryption | Validates traffic authenticity |
Combat Ad Fraud with Scaleo Affiliate Marketing Software
Scaleo affiliate marketing software is designed to combat CPI ad fraud effectively. It comes equipped with advanced tools to enhance campaign security. Two-factor authentication (2FA) ensures secure user access, significantly reducing unauthorized access risks. This establishes a strong first line of defense against fraud.
Why Scaleo Stands Out?
Scaleo fights CPI affiliate ad fraud with real-time defense. Key features:
Feature | Benefit |
2FA | Protects user access |
IP + Country Checks | Verifies location-based legitimacy |
VPN Blocking | Kills masked traffic attempts |
Real-Time Fraud Detection | Anti-Fraud Logic™ filters bad traffic instantly |
Multi-client Functionality | Lets you manage multiple campaigns smoothly |
Ecom Integration | Works with Shopify & WooCommerce |
Scaleo checks users’ IP addresses to confirm their locations. This helps prevent fraud and ensures compliance. It also checks the country of the user to enhance this protection, allowing only real users to access the platform. Additionally, Scaleo blocks VPNs to stop fraud attempts that might hide genuine user activity.

Scaleo provides several easy-to-use reporting tools to help you monitor your campaigns. Click Reports show how many clicks each affiliate gets. Conversion Reports track the rates at which visitors turn into buyers. Revenue Reports give you details about how much money you earn from affiliates. Geographical Reports show where your activities happen around the world.
Traffic Source Reports highlight where your traffic comes from, giving you a clear picture of how well your campaigns are performing.

Scaleo leverages cutting-edge AI technology and Anti-Fraud Logic to detect and block fraudulent traffic in real-time. This technology aggregates and analyzes numerous internal and external monitoring points, swiftly identifying and eliminating fraudulent activity. Multi-client functionality allows for efficient tracking, evaluation, and optimization of campaigns, making marketing efforts more effective.
Pricing for Scaleo starts at $1299/month for the Professional plan, with higher-tier plans available for additional features and scalability. A free 14-day trial is offered to assist in decision-making, allowing you to evaluate the platform’s capabilities. With the right tools, you can significantly enhance your efforts in combating CPI ad fraud.
Scaleo Offers In-Built Fraud Detection in Real Time
Scaleo’s real-time fraud detection changes how we manage affiliate campaigns. It uses smart anti-fraud logic to check both inside and outside sources. This way, it spots and stops fake traffic right away.
Automation plays a big role here. Scaleo uses AI to make campaigns run smoothly and block fake clicks. This makes finding fraud easier and saves your marketing budget.
Scaleo is great at spotting and blocking bad traffic. This is super helpful when you’re running many campaigns. It lets you focus on what’s important while it deals with the tricky stuff.
It also works well with big e-commerce sites like Shopify and WooCommerce. This makes your affiliate marketing safer and more effective.
Feature | Description |
---|---|
Real-Time Detection | Utilizes advanced anti-fraud logic to identify and eliminate fraudulent traffic instantly. |
Automation | Automates campaigns, allowing AI to filter out fraudulent clicks. |
Traffic Management | Flags and filters undesirable traffic to maintain campaign integrity. |
Platform Integration | Seamlessly works with e-commerce platforms like Shopify and WooCommerce. |
Conclusion
Looking into the complicated ways to stop fraud in CPI advertising shows how important it is to have a complete plan. Since fraudsters are always changing, taking action against CPI advertising fraud is necessary. Using advanced tools like Spider AF makes it much easier to find things and improve your campaigns.

Some tried-and-true ways to stop CPI fraud are:
- Only work with vendors you can trust.
- Set up systems that can find bots (track bounce rates and geo-anomalies).
- Check leads in real time to avoid fakes and duplicates.
- Check affiliates to see if they are cookie stuffing.
- If you’re not sure, test conversions by hand.
- Use a third party to check, like Pixalate or IAS.
- Use ads.txt, sellers.json, and app-ads.txt to make sure that your inventory is real.
Strong strategies can pay off big, as shown by campaigns that saw their return on ad spend (ROAS) rise by 160% after countermeasures were put in place. Campaigns that used these kinds of technologies also had an 85% retention rate after 30 days. This shows how better performance can be achieved by putting advertising integrity first.
Main Points
- There may be ad fraud going on if you see a lot of clicks but not many interactions.
- Watching for strange IP addresses coming from places you wouldn’t expect can be a sign of fraud.
- The performance of ad channels should be checked on a regular basis to find fake traffic.
- It is important to use ads.txt, sellers.json, and app-ads.txt to make sure the ads are real.
- Using bot management systems is a good way to get rid of spam bot traffic.
- Advanced machine learning models can find patterns that are linked to ad fraud very well.
- To stay ahead of fraudsters, you need to keep an eye on things and change as needed.
In 2025, it’s very important that you work hard to understand and use adaptive fraud detection frameworks. Learning about the newest ways to spot fraud keeps your money safe and helps you succeed in the competitive world of digital advertising.

Experience the effectiveness of Scaleo first-hand by signing up for a free trial.
Last Updated on April 15, 2025