Shopify Fraud Guard

Shopify Fraud Guard: practical plan

Order review checklist

A mismatch and high order value are risk signals, not proof of fraud. Apply the store’s documented policy consistently and avoid assumptions about a customer’s identity or location.

Verify through authorized records

• Review platform risk indicators and payment authorization status.
• Check order history, velocity and item availability.
• Confirm the address format and shipping method without exposing payment details.
• Follow the payment processor’s recommended verification path.

Proportionate action

If the risk remains unclear, place a short fulfillment hold within policy and contact the buyer through the verified order channel. Request only the minimum additional confirmation permitted by the processor and applicable law. Do not ask for full card numbers or sensitive identity documents by email.

Decision log

Record observed indicators, checks performed, policy applied, reviewer and decision. Use clear thresholds and a second reviewer for high-value orders.

Outcomes

Release, cancel or escalate according to evidence and policy. Monitor false declines, chargebacks, customer complaints and review time. Reassess rules periodically to reduce unnecessary friction while protecting customers and the store.

Measurement and review

Record the baseline, source, date range, denominator and owner. Use one primary measure plus quality guardrails; compare like-for-like cohorts and disclose missing data. Treat estimates as scenarios, not observed outcomes.

Risks and controls

Check relevance, consent, disclosure, workload and downside before scaling. Keep an evidence trail, obtain human review for material commitments, and pause if trust, quality or compliance signals deteriorate.

Next steps

1. Confirm the goal, audience and available capacity.
2. Gather the minimum evidence for a first test.
3. Assign an owner, budget and review date.
4. Run a small pilot, record outcomes and decide whether to iterate, expand or stop.