ENGINEERING

    How we caught a 12,000-account referral fraud ring in 4 hours

    Anti-fraud isn't a feature you toggle on. It's the architecture you start with.

    Date
    April 26, 2026
    Read
    7 min
    Author
    Taploop Team

    A customer launched a token referral campaign on a Friday. By Saturday morning, 12,000 'new users' had joined — almost all of them fake. We caught it before any rewards paid out.

    The signal wasn't one big red flag. It was a dozen small ones that only matter when you correlate them.

    CHECKLIST6 ITEMS

    Fraud signals we score on every signup

    • 01Account age < 7 days
    • 02No profile photo or bio
    • 03Joined via referral link within seconds of account creation
    • 04Same device fingerprint across multiple accounts
    • 05Referral graph clustering — too many invites from one source
    • 06Activity pattern matches known bot farms
    IMPLEMENTATION PLAYBOOK

    Turn this into a working Telegram referral bot workflow.

    Use the article as the strategy layer, then connect it to Taploop for audience selection, campaign execution, attribution, and follow-up. The SEO goal for this page is to answer the searcher's practical question and route them to the product surface that can run the workflow.

    END_OF_PAGE / NEXT_ACTION

    STOP PLANNING.
    START SHIPPING.

    Your marketing agent is one email away.

    Start marketing agent