Account Takeover (ATO) fraud has become one of the fastest-growing threats in today’s digital landscape. It occurs when cybercriminals gain unauthorized access to a user’s account, often through stolen credentials, phishing attacks or automated credential stuffing and then exploit that access for financial gain. Once inside, attackers can change account details, make fraudulent transactions or drain stored value, leading to revenue loss and reputational damage for businesses.
To combat this rising threat, FraudLabs Pro User Transaction APIs provide a powerful and intelligent solution designed specifically to detect and prevent ATO fraud in real time.
Understanding the Risk of ATO Fraud
ATO attacks are particularly dangerous because they target legitimate user accounts. Unlike traditional fraud attempts, these attacks often appear as normal user behavior at first glance. Cybercriminals use techniques like credential stuffing where stolen username/password combinations are tested across multiple sites to gain access at scale. Without advanced detection mechanisms, businesses may struggle to distinguish between genuine users and malicious actors.
How FraudLabs Pro User Transaction APIs Help
FraudLabs Pro designed its User Transaction APIs to stop account takeovers, credential stuffing and revenue leakage using a proprietary Intelligence System combined with insights from the FraudLabs Pro Global Merchant Network. This network continuously learns from fraud patterns across merchants worldwide, enabling faster and more accurate detection.
At the core of this solution is the Screen User API, a REST API that evaluates user activities such as login, registration, profile updates, and other account-related events. It analyzes all available input parameters such as IP address, device data, email, name and phone number to identify potential fraud traits. The more data you provide, the higher the detection accuracy. Using machine learning and behavioral analytics, the API generates a real-time User Score that reflects the risk level of each session. When the score exceeds your predefined threshold, the system can automatically trigger actions such as alerts, step-up authentication or blocking access.
In addition, the Feedback User API plays a crucial role in continuously improving fraud detection accuracy. This REST API lets merchants update a transaction’s final status APPROVE, REJECT, or REJECT_BLACKLIST after manual review. By feeding these outcomes back into the system, FraudLabs Pro continuously refines its detection algorithm and improves how it calculates User Scores over time. This continuous learning process ensures more precise risk assessment and better protection against evolving fraud patterns.
Enhancing Detection with Device Fingerprinting
To further strengthen ATO fraud detection, FraudLabs Pro recommends embedding the Enhanced Agent JavaScript into your website. This script enables advanced device fingerprinting, allowing the system to uniquely identify devices and detect anomalies even when attackers attempt to disguise their identity.
You can configure detection across key user journey pages such as login, checkout, profile and billing pages. Additionally, you can define your own risk threshold in the FraudLabs Pro Merchant Area under the User Rules Management page, giving you full control over how strict your fraud prevention strategy should be.
Real-Time Alerts and Automation
When any suspicious activity is detected and the User Score exceeds your threshold, FraudLabs Pro immediately notifies you via email or Slack. For more advanced workflows, you can integrate with webhooks (such as Zapier) to automate custom actions like locking accounts, flagging users in your database or triggering internal security processes. You can configure it at the FraudLabs Pro Merchant Area Settings page.

Availability
The FraudLabs Pro User Transaction APIs are available for merchants subscribed to the Medium plan and above, making them an accessible yet powerful addition to your fraud prevention toolkit.
Conclusion
Account Takeover fraud is not just a security issue, it’s a business risk that can lead to financial losses and erode customer trust. By leveraging FraudLabs Pro User Transaction APIs, businesses can stay ahead of evolving threats with real-time detection, intelligent scoring, and automated responses. With the right tools in place, you can safeguard user accounts, protect revenue and maintain a secure digital experience for your customers.