Fraud patterns and protection playbooks for specific Shopify verticals: fashion, beauty, electronics, digital goods, subscriptions, ticketing, food and high-ticket stores.

B2B fraud looks different: net-terms defaults, fake purchase orders, and impersonated buyers on large orders. Here's how to verify buyers and add controls for high-value wholesale.

New stores do not need an enterprise fraud stack — they need a few smart rules set up correctly. Here is the minimal viable defense for your first 100 orders, built on Shopify's free plan.

Sneaker drops and limited releases attract bots that hoard inventory in seconds. Here's how to build queue, rate-limit, and checkout-level defenses that protect real fans.

Print-on-demand margins are thin and every disputed order is a total loss you can't restock. Here's how POD sellers cut chargebacks and unfulfillable disputes.

When average order value runs into the hundreds or thousands, a single fraudulent order hurts. Here's how electronics stores tighten AVS, review triggers, and reshipping defenses.

Supplements and CBD sit in high-risk processing territory, where chargebacks and rebill disputes can threaten your merchant account itself. Here's how to protect both revenue and standing.

BFCM traffic spikes give fraud cover to hide in. Here's a pre-Black Friday checklist, scaling rules for the surge, and a post-sale review process to catch what slipped through.

Selling internationally multiplies your revenue and your fraud surface. Geo mismatches, freight forwarders, and AVS gaps all get harder abroad. Here is how to set per-market rules that scale.

COD fraud doesn't trigger chargebacks but quietly drains 10-15% of revenue from Shopify merchants in SEA. Here's the controls that actually work.

When AOV is in the thousands, fraud math inverts. A single false positive can exceed the entire month's fraud savings. Here's the right playbook.

Dropshipping fraud doesn't look like traditional retail fraud. Low margin, paid-social acquisition, long shipping windows — the controls that work are different.

Ticket sales live and die in the first 90 seconds. Scalper bots, high-demand drops, and resale abuse can drain your inventory before real fans arrive. Learn how to keep tickets in human hands and out of the resale racket.
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