Practical fraud prevention strategies for European payment systems, from velocity checks to machine learning scoring.
Payment fraud is not solved by a single tool or rule. It requires layered defenses that work together, each catching what the others miss. For European payment systems, the regulatory environment (PSD2, SCA) provides a baseline, but you still need application-level protections.
Fraudsters use stolen card numbers to make small test transactions before attempting larger ones. Signs: rapid low-value transactions from the same IP or device.
Compromised credentials used to access legitimate accounts and change payment methods. Signs: password reset followed by payment method change, new device.
Legitimate customers who dispute valid charges. The hardest to prevent because the original transaction is genuine.
Fabricated identities combining real and fake information. Common in subscription services with free trial periods.
Before sending a transaction to your PSP:
class FraudCheckPipeline {
private array $checks = [
VelocityCheck::class,
GeoLocationCheck::class,
DeviceFingerprintCheck::class,
EmailReputationCheck::class,
AmountThresholdCheck::class,
];
public function evaluate(Transaction $tx): FraudScore {
$score = new FraudScore();
foreach ($this->checks as $check) {
$result = app($check)->check($tx);
$score->addSignal($result);
}
return $score;
}
}
Track transaction frequency per customer, IP, card, and device:
Strong Customer Authentication (3D Secure 2) shifts liability for fraud to the card issuer. For transactions that require SCA, the issuer authenticates the cardholder. Use SCA strategically:
After payment succeeds, continue monitoring:
The best fraud prevention system is invisible to legitimate customers and impenetrable to fraudsters. Start with simple velocity checks and manual review, then add sophistication as your transaction volume grows and patterns emerge.
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