Deep Dives24 min read
How to Build a Fraud Detection Pipeline for Payout Platforms
Treat payout fraud as a live decision problem first, not a reporting problem. If a control fires after the money has moved, you may still learn something useful, but you have not prevented the loss. That is the practical difference between payout-time prevention and post-event detection: batch processing may review activity hours or days later, while real-time checks act when risk appears and can still change the outcome.
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