Shopify fraud analysis is a set of probabilistic indicators and an overall risk level attached to an order. It weighs signals such as address and card geography, proxy use, previous chargebacks and order characteristics. It is evidence to weigh, not a verdict to act on automatically, and cancelling on the level alone reliably insults genuine customers.
In more detail
The most useful thing to understand is that the indicators are correlational. A billing address in a different country from the delivery address is genuinely more common in fraudulent orders and also describes a large number of people buying gifts.
Because of that, the level should route the order to a human decision rather than to an outcome. The decision worth making is whether to verify before shipping, and the person making it needs the authority to hold an order.
The signal is only useful before despatch. After the parcel has gone, the options collapse from holding an order to chasing one you have already paid to send, which is why batching this into a weekly review defeats the purpose.
Where people get it wrong
- Cancelling on the level alone, which catches real customers.
- Reviewing after fulfilment, when the useful window has closed.
- Verifying every flagged order regardless of value, which costs more time than the losses prevented.
- Not recording outcomes, so you never learn which indicators actually predict fraud in your store.
Common questions
Should I cancel a high-risk order?
Not on the indicator alone. Hold fulfilment, verify through a channel taken from the order itself rather than one supplied in a later message, and decide from what you find.
What do the indicators actually mean?
They are correlational signals such as address and card geography, proxy use and previous disputes. Each is more common in fraudulent orders and also describes many legitimate ones.
Is fraud analysis available on all Shopify plans?
The indicators shown vary by plan and payment setup. Check what your own store surfaces rather than assuming a particular set is present.