Cult product restocks attract automation in seconds. Welcome discounts and loyalty points attract account farms by the thousand. Kairal mitigates both at the edge while real customers shop without seeing a CAPTCHA.
Bots probe checkout, exhaust limited restocks, and burn cloud spend before a real customer arrives.
Cloudflare, 2025
Loyalty accounts holding accumulated points are high-value targets for credential stuffing and account takeover.
LexisNexis Cybercrime Report
Stolen-card testing through low-value beauty carts generates disputes that cost three to four times the order value once fees and goods are accounted for.
Industry benchmark · Visa/MC rules
Sessions are scored the moment a limited restock goes live. Bot sessions are mitigated before they can add to cart while customers arriving from restock emails pass through with zero friction.
Accounts created in bulk from the same device cluster, IP range, or with algorithmically generated emails are flagged before they redeem — saving promo budget for real customers.
Stolen-card testing generates distinctive signals: rapid sequential checkout attempts, mismatched billing, low-value carts. These are scored and mitigated before reaching the payment processor.
Login velocity and behavioural anomalies are monitored across auth endpoints, mitigating credential-stuffing waves before loyalty accounts are compromised and points drained.
Automated bots exhaust limited restock quantities before customers who set notifications can check out.
Bot-created accounts farm welcome discounts, referral codes, and loyalty points across thousands of fake identities.
Bulk registrations bypass per-customer limits on promos, waitlists, and early-access restocks.
Stolen card credentials tested through beauty checkout using low-value carts to stay under standard fraud thresholds.
Go live in under 2 hours. Free pilot with your real traffic — every mitigated session logged with a full signal breakdown your team can audit.