Most order fraud checks look at what a customer typed: the email, the address, the card. That catches careless fraud. It misses the orders where every field looks fine but the way the shopper arrived and behaved does not.
What the order can’t tell you
An order record says who bought and what. It does not say whether the buyer spent half a second on the checkout page, filled the form by script, or came through a datacenter network. Those details live in the visit, and they are often the clearest signal.
Joining the order to the visit
When an order arrives, matching it to the storefront session that produced it puts both sides in one place: the details the customer entered and the evidence of how they got there. A reviewer can see that a flagged order also came from an automated browser, instead of guessing from the email address alone.
Blocklists for the repeat cases
Some fraud repeats. The same email domain, phone number, or name shows up again and again. A merchant blocklist on those fields flags matching orders as high-risk immediately, and the merchant can choose whether they are only tagged for review or cancelled automatically.
Keep the data lean
Order records do not need to be kept forever. Store privacy-safe summaries, pick a retention window that suits your business, and delete the rest on a schedule.
Skyfense’s order protection works this way for Shopify stores, and is currently in beta.
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