· 6 min read

12 Common Fraud Patterns Merchants Should Watch Out

12 Common Fraud Patterns Merchants Should Watch Out

Fraud doesn't look the same twice. One day, it's a handful of $1 charges slipping through checkout. Next, it's a customer swearing they never placed the order they're currently wearing. Chargebacks are the end result, and figuring out how to lower chargeback rates starts with recognizing what's actually triggering them. Dispute rates jumped 78% year-over-year in Q3 2024, according to industry data, and the patterns behind those spikes are more predictable than you'd think.

Here are 12 fraud types you need to know before they show up on your dispute report.

1. Card Testing (Card Cracking): A Silent Threat to Chargeback Rates

Fraudsters who get their hands on stolen card numbers need to know which ones still work. So they run small, low-dollar transactions through your checkout to find out. These micro-charges look harmless at first, but they're reconnaissance missions. Once a card clears, it gets used for a much larger purchase elsewhere. Watch for:

Even if a card tester never runs a big charge through your site, you still take the hit from chargeback fees, processor scrutiny, and a rising fraud ratio.

2. Account Takeover (ATO)

Account takeover (ATO) happens when a fraudster uses stolen login credentials to access a customer's existing account and make purchases. With hundreds of millions of records exposed in data breaches every year, the raw materials for ATO attacks are cheap and widely available. The fraud usually shows up as purchases tied to accounts that suddenly switch their shipping address, device, or email right before checkout. The real cardholder notices the charges, disputes them, and you're left holding the chargeback.

3. Friendly Fraud: The Chargeback Pattern You Didn't See Coming

Friendly fraud hits hard because it comes from your own customers. It's when someone makes a legitimate purchase and then disputes it with their bank, claiming it was unauthorized or never arrived. Over 70% of chargebacks are tied to friendly fraud, making it the most common dispute source for online merchants. Sometimes it's intentional. Sometimes a customer just doesn't recognize your billing descriptor or forgets they signed up for a subscription. Either way, you lose the sale, pay the fee, and absorb the ratio hit.

4. Triangulation Fraud

Triangulation fraud is one of the more complex schemes out there. A fraudster sets up a fake online store, attracts real customers, collects their payment info, and then uses stolen card details to buy the product from a legitimate retailer (you) and ships it to the customer. Everyone seems fine until the real cardholder sees an unauthorized transaction and disputes it. You lose the product and take the chargeback.

According to CyberSource's 2024 Global eCommerce Payments & Fraud Report, 26% of merchants reported experiencing triangulation fraud in 2024. Orders where the billing name is brand new but the shipping address matches previous, legitimate-looking orders are a key signal to watch.

Want to reduce chargebacks from triangulation attacks? Cross-reference new account billing data against shipping history and flag high-value first-time orders for a closer look.

5. Refund Abuse

Refund abuse doesn't always go through the chargeback process. It works directly through your return policy. Customers exploit flexible or unclear policies to get money back on items they've already used, damaged, or never intended to keep long-term.

In fashion, this is called wardrobing. In food delivery, it looks like "the order was cold." The abuse is hard to prove, easy to repeat, and a real reason why overly generous return policies can quietly drain revenue over time.

6. Subscription Billing Fraud

SaaS and subscription merchants get hit with this one constantly. A fraudster signs up using stolen card details, accesses a service, and the real cardholder eventually spots the recurring charge and files a dispute.

On the flip side, legitimate customers sometimes claim they didn't authorize a renewal, they just forgot to cancel. Both situations generate chargebacks, and both require a clear paper trail of consent, notification, and billing transparency to fight back effectively.

Ready to stop subscription disputes before they land? Book a demo with Chargeblast.

7. Phishing and Social Engineering

Fraudsters don't always need to hack into systems. Sometimes they just ask. Phishing attacks trick customers or employees into handing over payment info, login credentials, or account access. Once they have it, purchases happen fast. This is especially common in B2B environments where someone posing as a vendor requests a payment update or account change. Chargebacks follow once the real cardholder or business catches the activity.

8. Synthetic Identity Fraud

Synthetic identity fraud involves fabricating a person using a mix of real and invented information: a real address, a fake name, and a real social security number. These fake identities are built slowly to appear legitimate, then used to make purchases before the account disappears. For merchants, it's nearly impossible to catch at checkout without layered identity and behavioral signals in your fraud stack. It's a growing threat, particularly for high-value or digital goods that can be quickly liquidated.

9. Card-Not-Present (CNP) Fraud

CNP fraud covers any transaction where the physical card isn't present, which is essentially every online sale. A fraudster uses stolen card data to make purchases, and the real cardholder disputes the charge once they notice it. Global CNP fraud losses are projected to reach $28.1 billion by 2026. Knowing how to lower chargeback rates tied to CNP comes down to stronger authentication at checkout: 3D Secure, AVS verification, and CVV matching are the baseline.

10. Promotion and Coupon Abuse

Discount codes and referral programs are a major target for abuse. Fraudsters create fake accounts, exploit signup offers, or find loopholes in referral structures to extract value without real purchase intent. The direct chargeback risk is lower than other patterns, but promo abuse inflates your refund rates, distorts cohort data, and puts slow pressure on your dispute ratios over time. It's especially common for merchants offering trial periods or first-order discounts.

11. Reshipping Fraud

In reshipping schemes, fraudsters purchase high-value goods with stolen cards and have them shipped to a third-party domestic address, often a recruited reshipping mule who forwards the package to the actual destination. You ship the item in good faith, the real cardholder disputes the charge, and the package is already overseas. There's no good way to recover the inventory after the fact, which is why catching the transaction before it ships matters.

Chargeback alerts from Chargeblast can flag high-risk orders in real time, giving you a chance to review before fulfillment.

12. Unrecognized Billing Descriptor Disputes

This one isn't traditional fraud, but it causes very real chargebacks. When your billing descriptor doesn't match your store name, customers flag the charge as unauthorized. Confusing or unrecognizable billing descriptors are among the leading triggers for illegitimate disputes, with roughly a third of merchants reportedly unaware of how their descriptor appears on customer statements. Fixing this is one of the fastest ways to prevent chargebacks without touching your fraud stack at all.

How to Reduce Chargebacks: Start by Knowing What You're Dealing With

These 12 patterns don't all look the same, but they share one thing: they're far easier to address when you know what to look for. Catching card testing early means fewer large-scale fraud chargebacks later. Understanding friendly fraud means you're not blindsided by disputes from your own customer base.

Recognizing triangulation and ATO attacks means your chargeback ratio doesn't spike without warning.

The earlier you identify these patterns, the more leverage you have to reduce chargebacks before they land in your dispute queue, cost you fees, and push your ratio closer to card network thresholds.

FAQ: How to Lower Chargeback Rates from Common Fraud Patterns

What's the most common fraud pattern that causes chargebacks?

Friendly fraud, also called chargeback abuse, accounts for over 70% of chargebacks, making it the most widespread issue for online merchants.

How do I know if my store is being targeted by card testing?

A sudden spike in small or failed transactions from the same IP address, often in rapid succession, is the clearest early signal.

Can merchants prevent chargebacks from triangulation fraud?

Completely stopping it is difficult, but watching for mismatched billing information on new accounts placing high-value orders is one of the strongest warning signs.

Does a confusing billing descriptor actually cause chargebacks?

Yes. Customers who don't recognize a charge on their statement often file a dispute rather than contact the merchant first.

What's the difference between refund abuse and friendly fraud?

Friendly fraud goes through the bank via the chargeback process. Refund abuse is handled directly through the merchant's return policy, bypassing the bank entirely.

Does fixing my billing descriptor really help reduce chargebacks?

It's one of the simplest wins available. Clarifying how your business name appears on statements can eliminate a meaningful portion of "unrecognized charge" disputes.


Stop Disputes Before They Start with Chargeblast

Most of these fraud patterns share one vulnerability: there's a window between when fraud happens and when the chargeback actually hits your account. Chargeblast is a chargeback alert and prevention platform that taps into the Verifi and Ethoca networks to notify you in real time, right when a dispute is being filed, so you can resolve it before it becomes a formal chargeback. If you're serious about keeping your ratio in check and protecting your payment processing access, that window is everything.

Book a demo with Chargeblast today.