Chargeback Trends by Industry: Data and Analysis (2026 Update)

Chargebacks are inherently variable, shaped by an ever-evolving fraud economy, rapid technology shifts, and changing consumer behavior. But one of the biggest reasons disputes look so different from one merchant to the next is industry-specific factors. Different product types, customer bases, and transaction models create different disputes—and demand different defenses.

Travel retailers, for example, deal with a long delay between payment and service, so customer forgetfulness is a leading cause. Health services worry about product safety, where dosage errors or defective devices drive disputes. Studying another industry's chargeback data is useful because it reveals targeted prevention strategies you can adopt without exhaustive trial and error.

The figures below draw on Chargeflow's State of the Chargeback report across Apparel, Home & Garden, Beauty & Cosmetics, Food & Beverage, Health, and Travel.

How Do Chargeback Trends Compare Across Industries?

Apparel

Reason-code analysis ties apparel chargebacks to the physical nature of clothing. The most cited reason is “Product Not Received” at 37.01%, followed by “Not as Described” at 21.82%. Shipping clothing at scale is hard, and sizing, color, fit, and material gaps between digital expectations and reality fuel friendly fraud and return abuse like wardrobing.

Still, the industry earns a high 35.81% win rate, so many retailers are doing things right—virtual fitting rooms, high-quality photos, and detailed descriptions. For non-apparel merchants, the takeaway is managing expectations: communicate delivery times clearly and match online imagery to the physical product.

Home & Garden

Home & Garden faces three issues. Delivery comes first—products are large, bulky, and hard to transport, so “Product Not Received” holds a 36.45% share. Second, complex assembly and unclear instructions frustrate customers into disputes. Third, high-value items create strong incentive to recover money, and returning a sofa is hard enough that buyer's remorse turns into a chargeback. Transparency and hands-on customer service—reps who guide customers through delivery and setup—eliminate most of these disputes.

Beauty & Cosmetics

For Beauty & Cosmetics, fraud (both true and friendly) is the primary issue. Low sales values make small, easy-to-handle products ideal for card testing. A vibrant resellers market and subscription-box models make transactions hard to track. Because cosmetics usually can't be returned, a customer with an allergic reaction may feel a dispute is their only option. Strict product quality, consumer safety, transparency, and robust fraud prevention are the defenses to borrow here.

"Putting in place clear communication and robust fraud prevention tools can significantly reduce chargebacks for merchants. Merchants can issue customers timely vouchers or store credit for minor issues, which can often prevent disputes from escalating to chargebacks." — Jason Wise, Editor at Earthweb.com.

Food & Beverage

Fraud is rampant in Food & Beverage—reason-code data shows about 78.91% of chargebacks coded as fraud. The rise of online delivery is a key driver: accounts and third-party providers with weak security open the door to scams like the “digital dine and dash.” Customer-satisfaction issues—late delivery, incorrect charges, hidden fees, perceived freshness, portion sizes, spoilage—add friendly fraud on top. Quality control, accurate descriptions, in-house customer service, and strong fraud prevention are essential.

Health

Health disputes connect closely to service expectations and satisfaction. Customers seeking relief feel urgency, so care or products that fall short breed frustration. Confusion with insurance providers and cost mismatches irritate customers further, and product safety is non-negotiable—incorrect medications, dosage errors, or defective devices destroy goodwill fast. The takeaway is enhanced communication: simplify insurance processes, meet HIPAA compliance, and describe product safety clearly.

Travel

Travel operates under unusual conditions. Bookings happen long before the service date, so confusion and forgetfulness drive disputes. A robust third-party market of agents, booking sites, and aggregators creates inconsistent pricing and product information. Travel disruptions outside the retailer's control (weather, regulations, geopolitics) also fuel chargebacks. The sector responds with improved booking systems, strong customer service and easy refunds, and accuracy—correct booking names and upfront fees.

Turn Industry Insight Into Automated Protection with Chargeflow

Every business is unique, so chargebacks occur for sector-specific reasons and a one-size-fits-all strategy rarely fits. Chargeflow is the leading fully automated chargeback management platform, trusted by 20,000+ merchants across 90+ countries and protecting more than $50B in annual transactions, with $200M+ in revenue recovered.

Chargeflow builds tailored evidence from 1,000+ data points, submits 100% of disputes automatically, and runs on a success-based model with an average 4X ROI. It's SOC 2 compliant and GDPR ready, integrating with Shopify, Stripe, PayPal, and more. Start for free to protect your revenue with strategies tuned to your industry.