
To account for unredeemed loyalty points, estimate the value customers are expected to redeem and record that amount as a loyalty points liability, often presented as deferred revenue or a contract li

Referral fraud prevention works best when each abuse pattern has a matching control. For a Shopify referral program, that means delaying purchase-based rewards until a qualifying order, verifying iden

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