A fraud filter that never lets a chargeback through can still be the most expensive tool in your stack, because the revenue it turns away never shows up on a report.
False declines, the legitimate orders a store cancels or rejects because they look risky, are the fraud cost most Shopify brands never measure, and peak season is when they pile up fastest. Every merchant watches chargebacks because they arrive with a fee and a notification. A good customer who gets declined simply leaves, and nothing in the Shopify admin adds up what that cost.
Trevor Miller, a Senior Account Executive at ClearSale, put the problem plainly on episode 490 of the eCommerce Fastlane podcast. A fraud system can cost a merchant money in two ways: one is approving a fraudster, and the other, which is almost invisible, is rejecting a legitimate customer. In his words, “You can have a fraud program that looks fantastic on chargebacks while suppressing approval rates and revenue in the background.”
The holiday calendar makes the second problem worse. Trevor described how everything gets noisier from Black Friday onward: more new customers, gifts shipped to addresses that are not the buyer’s own, shoppers ordering while they travel, and teams under pressure to fulfill quickly. Each of those is a perfectly normal holiday behavior, and each of them also looks like a fraud signal to a simple rules engine. A mismatched billing and shipping address, a large first order, a new device or an order from one country shipping to another are, as Trevor put it, possibilities, and none of them automatically makes someone a fraudster.
That is the gap ClearSale was built to close. Its whole approach starts from the idea that the easiest fraud strategy in the world is to decline anything unusual, which stops fraud and stops revenue at the same time. The harder and more valuable job is saying yes safely and confidently, and for a Shopify brand heading into its biggest weeks of the year, that is where the extra revenue sits. The customers are already on the site, already in checkout, and already paid for through the acquisition budget. Fraud settings belong on the same pre-BFCM checklist as the store safeguards in eCommerce Fastlane’s guide to protecting your Shopify store before BFCM.
ClearSale is an ecommerce fraud prevention and chargeback protection service that reviews orders with machine learning and, for the ambiguous ones, trained human analysts, and it connects to Shopify through a public app. The company has spent more than two decades refining that hybrid model, and it works with merchants of every size. Trevor described the range on the podcast as running from small shops selling duck-shaped soaps out of a garage to some of the largest companies in the world.
The company’s scale grew significantly in the last two years. Experian announced its agreement to acquire ClearSale in October 2024 in a deal valued at about $350 million, and the acquisition was completed in April 2025. Experian described ClearSale as adding transaction fraud detection to its existing identity and fraud suite, which means the analysis behind each order is now backed by Experian’s wider identity and fraud business.
For Shopify merchants, the entry point is the ClearSale Fraud Protection app on the Shopify App Store, which launched in April 2020. As of November 2026 the app is free to install, ClearSale bills its service separately from the Shopify invoice, and the app supports English, Spanish and Portuguese (Brazil). ClearSale says small and mid-market merchants typically pay based on the number of transactions analyzed, with chargeback protection included, and it builds a custom quote after a short consultation.
That pricing model is worth noticing. Because the cost scales with the orders reviewed rather than a large fixed platform fee, the service grows with the store, and the conversation with ClearSale starts from the merchant’s own approval and fraud numbers rather than a generic plan.
ClearSale’s core advantage is that a risky looking order is not automatically declined; it gets a second look, first from models and then, when needed, from a human analyst. That is the difference between a binary yes or no screen and a decision that tries to establish whether the customer is who they say they are.
Trevor’s favorite example is the traveling customer. A legitimate buyer is away from home, so the IP location is different from where they usually shop. They are shipping somewhere other than the billing address, and it is a high-value first purchase. To a traditional fraud model, every one of those details is a reason for suspicion, and the order is likely to be flagged or declined. ClearSale analyzes the available transaction and behavioral data using its technology, rules, historical intelligence and many other signals, and where appropriate the order moves into secondary review rather than being rejected outright.
As Trevor explained it, “We’re trying to understand the ambiguous order rather than treating unusual and fraudulent as synonyms.” The goal is to approve as many orders as possible by establishing that they are legitimate, which in that example means keeping a customer who was willing to spend $5,000 on one order.
The math is what makes this matter to an operator. Trevor offered a simple illustration on the podcast: a merchant processing $20 million online that improves legitimate approvals by one percentage point moves up to $200,000 in additional order value through the funnel, before fulfillment, returns and other downstream costs. That figure is his illustration rather than a measured result, but the logic holds at any size. Approval rate improvements apply to revenue the store has already earned the right to, so they carry no extra acquisition cost. eCommerce Fastlane’s breakdown of the hidden payment, chargeback and fraud costs in DTC shows how much margin sits in exactly this kind of decision.
For a growing brand, that changes what a fraud tool is for. ClearSale is measured on revenue protected and revenue recovered, not only on fraud blocked, and the human review layer is what lets it say yes to the orders that a cautious automated screen would have sent away.
When ClearSale approves an order, it stands behind that decision with chargeback protection, which moves the risk of saying yes off the merchant. ClearSale states that approved transactions come with chargeback protection, and its performance-based pricing includes the option of a chargeback guarantee covering 100% of losses from fraud-related chargebacks.
That guarantee is what makes the approval strategy practical. A merchant can only afford to approve more gray area orders if the downside of a wrong call is covered. With ClearSale, the fraud specialist making the decision is also the party that absorbs the cost of a fraudulent chargeback on an order it approved, so the incentives line up with the merchant’s: approve the good customers, keep out the bad ones.
The timing matters most in January. Trevor calls January the report card month for the decisions made in November and December, because the consequences of a holiday transaction rarely appear on the day it is approved. Returns, refund requests, unrecognized charges, merchandise disputes and fraud chargebacks all arrive weeks later, and as Trevor pointed out, Shopify notes that merchants have a limited window to submit evidence once a chargeback is filed. eCommerce Fastlane’s look at how chargebacks are changing and how businesses can adapt covers why that dispute work has become one of the costliest parts of running a store.
Trevor’s January checklist is a useful frame for any brand. What was the approval rate? How much fraud got through? How many legitimate customers were rejected? What is happening to chargebacks, returns and disputes from the holiday cohort? Did fraud operations scale without adding customer friction? As he put it, a store’s real holiday performance is profitable, approved revenue after the risk catches up. A guarantee on approved orders means one large part of that report card is already settled.
ClearSale fills the gaps around Shopify Protect, which is free and genuinely valuable but covers only fraudulent chargebacks on eligible Shop Pay orders from US-based stores. The two work best when a merchant understands exactly where each one applies.
According to Shopify’s own considerations for using Shopify Protect, protection is only available for orders processed through Shop Pay, Shop Pay Installments orders are not eligible, and orders are only protected once all non-refunded line items are fulfilled. The store also needs to be based in the US with a US Shopify Payments account. For eligible US merchants, it is an excellent default.
Trevor was clear on the podcast that ClearSale is not trying to replace it: “I wouldn’t tell anyone to buy ClearSale to duplicate something Shopify already does well.” What ClearSale adds is coverage for everything outside that boundary. That includes Canadian and international brands that cannot use Shopify Protect at all, US brands whose customers pay with something other than Shop Pay, and international orders where carriers, delivery verification and porch pirates make decisions harder.
It also includes regulated categories. Brands selling CBD, alcohol or certain supplements often end up on a third-party gateway such as Authorize.net instead of Shopify Payments. Trevor’s point is that this setup creates more layers to understand: the ecommerce platform, the gateway or processor handling the payment, where the fraud decision happens, what data it has and who owns the chargeback process. ClearSale is not a payment processor, so it fits into that stack as the layer answering one question, “Should I trust this order, and can I confidently fulfill it?” It supports integration flows before or after payment authorization, depending on how the merchant’s payments are set up.
Tactical Sports Gear’s story is the clearest example of ClearSale’s payoff: after relying on Shopify’s built-in tools and taking fraud losses on items priced above $1,000, the store came back to ClearSale and now reports a 99.4% approval rate with a 0% current chargeback rate. The details are in ClearSale’s published Tactical Sports Gear case study, and Trevor walked through it on episode 490.
The store sells high-end sporting goods, cameras and GPS units, the kind of high average order value, easily resold inventory that fraudsters look for. Owner Jason Church had used ClearSale before. When he expanded the business in 2018 and moved from WooCommerce to Shopify, he figured Shopify’s integrated fraud protection would be enough and closed his ClearSale account. Things went well at first. Then he expanded his inventory with more high-priced items, some above $1,000 each, and the store became a target again, losing thousands of dollars to fraud and chargebacks.
He went straight back to ClearSale. In the case study he explains what made the decision easy: “The thing that sold me on ClearSale was the fact that they were going to do everything they could to try and clear flagged transactions.” ClearSale’s pricing was competitive with the built-in option, and its manual review process meant the business was protected against both fraud and false declines.
The part Trevor highlighted on the podcast was not the fraud number. It was the owner’s observation that he earned back in approved orders what he was paying for ClearSale, so the service paid for itself in recovered revenue. With fraud handled, Church could put his attention on growth, including exploring a brick-and-mortar store.
That is the principle for any merchant evaluating fraud prevention. As Trevor put it, fraud prevention should not be just an insurance policy or a cost center. Done well, it protects the downside and helps the merchant capture legitimate revenue on the upside.
Setting up ClearSale on Shopify is a short, guided process: agree terms, receive login credentials, and work with ClearSale’s implementation team to place the analysis where it fits the store’s payment flow. Nothing about it requires rebuilding the checkout customers already use.
Trevor described the sequence on the podcast. A merchant has a conversation with him and agrees terms. Once the agreement is returned, ClearSale’s system automatically generates credentials for the app. Then comes a configuration phase with the implementation team, who talk through the merchant’s workflow and decide where fraud analysis should sit, whether after capture, before authorization or elsewhere in the flow. Once everything is running, the store is live.
He also shared a story that says a lot about how light the integration is. He has joined calls where a development team of four or five people gathered to discuss the integration, and after he walked them through it, they told him, “This could have been an email.”
There is one recommendation worth following on day one: turn off other outside fraud tools. Two systems reviewing the same order can send conflicting messages, with one calling an order good and the other calling it bad, which leaves the team more confused than before. Letting ClearSale own the decision keeps the signal clean, and because ClearSale’s guarantee is tied to its own approvals, a single decision maker also keeps the protection clear.
For brands that care about the customer experience, and every brand heading into BFCM should, that matters. A good customer sees the same checkout they always have. The difference is what happens to their order after they click buy.
ClearSale delivers the most value for Shopify brands with rising chargebacks, a growing pile of automatically canceled orders, an approval rate that worries them, or products that fraudsters target. Trevor named those triggers directly on the podcast, along with the categories he sees most often: tactical gear, automotive, THC and CBD, novelty products and anything sold behind an age gate.
If you are a growing brand that has just started selling higher-priced products or shipping internationally, the first sign is usually a queue of orders you are nervous to ship. That is the moment ClearSale is designed for, because every order you would otherwise cancel is a chance to approve a customer you already paid to acquire.
If you are a scaling Shopify Plus brand, the opportunity is in the size of the numbers. At higher volume, the one percentage point example above stops being theoretical, and a structured decision process with human review becomes a way to protect margin across thousands of orders a week. Brands outside the US, or on a third-party gateway, get the added benefit of coverage that Shopify Protect does not offer them.
Whatever the stage, the right first move is the one Trevor recommended to every listener: look at your approval rate alongside your fraud rate. Merchants can usually quote their chargeback rate instantly. The false decline rate is the number that tends to need a follow-up email, and that is exactly where the hidden revenue is.
Disclosure: ClearSale is an eCommerce Fastlane partner. Trevor Miller appeared as a guest on episode 490, and this spotlight is published as part of that partnership.
This week, pull your approval rate alongside your fraud rate and list every order you canceled for risk in the last 90 days, because that list is the revenue ClearSale is built to recover. Here is what that means for you in practice.
Start with the full decision funnel Trevor described: how many checkout attempts were blocked or declined, how many orders reached fraud analysis, how many were approved, and how many were canceled for risk. Then look at what happened to the customers behind those canceled orders. Did they contact support, try another card, or simply disappear? Trevor’s question for every merchant is a good one to answer honestly: of all the orders you canceled as high risk, how many would you want back if someone could establish they were legitimate?
Keep your peak season in mind too. If you are building trust with new customers through BFCM, eCommerce Fastlane’s guide to building ecommerce trust for Shopify brands covers the checkout signals that keep good buyers confident, and an approved order is the most important trust signal of all.
When you have your numbers, take them to ClearSale’s eCommerce Fastlane listener offer, which includes a 10% discount for podcast listeners. The form asks for your name, website and platform, and the first conversation centers on your approval rate versus your fraud rate. Trevor closed the episode with the simplest way to think about it: if you knew you had lost a $100 bill, would you pay someone $5 to retrace your steps and hand you back $95? For a store turning away good customers, that is the trade ClearSale offers.
Yes, ClearSale works with Shopify through the ClearSale Fraud Protection app on the Shopify App Store, which launched in April 2020. As of November 2026 the app is free to install, and ClearSale bills its fraud protection service separately from the Shopify invoice. After a merchant agrees terms, ClearSale generates login credentials and its implementation team configures where fraud analysis sits in the store’s payment flow, such as before authorization or after capture. ClearSale also supports Shopify stores that use a third-party gateway instead of Shopify Payments, which makes it a fit for regulated categories like CBD and supplements. ClearSale recommends turning off other outside fraud tools once it is live so that one system makes the decision on each order.
ClearSale covers the orders Shopify Protect does not, while Shopify Protect remains a strong free default for the orders it does cover. Shopify Protect protects eligible Shop Pay orders from fraudulent chargebacks for stores based in the US with a US Shopify Payments account, and Shop Pay Installments orders are not eligible. ClearSale reviews orders across payment methods and regions, including Canadian and international brands, non Shop Pay orders and stores on third-party gateways. It also focuses on approving gray area orders through machine learning and human analyst review, so it addresses false declines as well as fraud. ClearSale’s own guidance is not to buy it to duplicate something Shopify already does well.
Yes, ClearSale offers chargeback protection on the transactions it approves. ClearSale states that approved transactions come with chargeback protection, and its performance-based pricing includes the option of a chargeback guarantee that reimburses 100% of losses from fraud-related chargebacks. That guarantee is what lets merchants approve more gray area orders with confidence, because ClearSale stands behind its own approval decisions. In its published case study, Tactical Sports Gear reports a 0% current chargeback rate and says that if there is a fraudulent charge, it knows the charge will be automatically voided. Merchants should confirm the exact terms of the guarantee for their plan during the consultation with ClearSale.
ClearSale’s cost depends on order volume, because small and mid-market merchants typically pay based on the number of transactions analyzed, with chargeback protection included. As of November 2026, ClearSale does not publish a fixed price list; it provides a custom quote after a short consultation about the store’s approval rate, fraud rate and order mix. The Shopify app itself is free to install, and ClearSale bills separately from Shopify. eCommerce Fastlane podcast listeners can get a 10% discount through ClearSale’s listener offer page. The most useful way to judge the cost is against recovered revenue: Tactical Sports Gear’s owner reported earning back what he paid for ClearSale in approved orders.
Shopify stores with rising chargebacks, a growing number of automatically canceled orders, an approval rate that concerns them, or high-value and easily resold products get the most out of ClearSale. ClearSale’s Trevor Miller named tactical gear, automotive, THC and CBD, novelty products and age-gated products as common high-risk categories. Brands based outside the US, brands with many non Shop Pay orders and brands on third-party gateways also benefit because Shopify Protect does not cover them. ClearSale works with merchants from small home businesses to global enterprises, and the clearest way to see the opportunity is to compare your approval rate with your fraud rate and review the orders you canceled for risk.
