Ecommerce Returns: Rates and Best Practices (2026)

Learn ecommerce returns benchmarks, why returns cost brands money, and how to reduce returns with better policy, software, and operations.

Ecommerce returns refers to the process of accepting items that online shoppers purchased but no longer want, followed by issuing a refund, store credit, or an exchange for a different product. Every return forces inventory to move backward through the supply chain. It also consumes working capital and requires labor to process items for potential resale.

According to the National Retail Federation (NRF) and Happy Returns’ “2025 Retail Returns Landscape,” retail returns for that year reached an estimated value of $849.9 billion, which is roughly consistent with the previous year. Free returns also influence consumer purchasing decisions, with 82% of shoppers citing them as a key factor when buying online. However, free returns are not actually free for retailers.

This guide covers return rates, costs, and policy terms. It then maps the returns workflow, compares returns software, and lists the practices that reduce return volume.

What is the average return rate for ecommerce?

An estimated 19.3% of online sales were returned in 2025, according to the NRF and Happy Returns. That figure sits above the overall retail average of 15.8%, which includes in-store transactions. For every 100 products sold online, nearly 20 are sent back.

The NRF/Happy Returns retailer survey focuses on US businesses with more than $500 million in revenue, so the benchmark reflects enterprise-scale operations. Certain categories perform well above this average. Apparel and footwear experience higher rates because judging fit online remains a persistent challenge for the fashion industry. Retailers also anticipate that 17% of holiday sales will be returned.

Return behavior skews younger. Consumers between the ages of 18 and 30 made an average of 7.7 online returns over a 12-month period, which is higher than any other age demographic.

How much do returns cost ecommerce brands?

Returns involve both direct and indirect expenses. Direct costs include return shipping, inspection labor, and restocking fees. Indirect costs manifest as lost margins on items that cannot be resold at full price. They also include capital tied up in inventory that is moving in the wrong direction.

At an enterprise scale, additional costs exist outside the standard returns budget. Returned stock ages while awaiting inspection, and seasonal items often miss their selling window. Support teams may spend significant time answering status inquiries, and finance departments may need to reconcile partial refunds across thousands of orders. Since none of these appear on the return shipping line, they are easily overlooked in a cost-per-return calculation.

Consumer behavior further inflates the bill. According to the NRF and Happy Returns report, nearly two-thirds of shoppers admit to at least one costly returns behavior. Two of the most common practices are bracketing and wardrobing.

Bracketing occurs when a customer purchases multiple sizes with the intention of keeping only one. When shoppers cannot determine how an item will fit, bracketing brings the fitting room experience to their home—at the retailer’s expense. The customer may not intend to cause harm, but that does not reduce the cost to the business.

Wardrobing happens when a customer buys an item to use once or twice before returning it. Consider a special dress or outfit for a formal event; the customer may not be able to afford the item but wants to wear it for the occasion. This is an intentionally deceptive and expensive practice.

Rising costs from behaviors like these have prompted some retailers to begin charging for returns. In the NRF/Happy Returns survey, the primary motivations cited for this shift were higher processing costs (40%), increased carrier shipping rates (40%), and tariff risks (33%). Return fees can lower return rates and associated costs, but they may also discourage repeat purchases if shoppers feel penalized.

A retailer’s return policy outlines which merchandise the business accepts, the required conditions, and what the shopper receives once the return is approved. It also serves as an operational document used by warehouse staff, store associates, and support agents. Use this checklist to ensure your return policy addresses each decision:

Policy field: Return window. What to decide: How many days the shopper has, and when the clock starts. Example: 30 days from delivery.

Policy field: Item condition. What to decide: What condition qualifies for a full refund. Example: Unworn, tags attached.

Policy field: Return shipping. What to decide: Who pays, and how the label is issued. Example: Free for exchanges; shipping fee deducted from refunds.

Policy field: Refund method. What to decide: When a shopper gets cash back versus store credit. Example: Cash for defects; credit for change of mind.

Policy field: Exchange eligibility. What to decide: Which items can be swapped, and for what. Example: Size and color swaps within 60 days.

Policy field: Fees. What to decide: Whether a restocking fee applies, and to which items. Example: 15% on opened electronics.

Policy field: Exclusions. What to decide: What can’t be returned. Example: Final sale and personalized items.

Policy field: How to start. What to decide: Where the shopper requests a return. Example: Order status page or in store.

In the US, the FTC’s Mail, Internet, or Telephone Order Merchandise Rule regulates shipment promises and refunds for unshipped orders. If you cannot ship within the stated timeframe (or 30 days if no time is specified), the shopper must agree to accept the product despite the delay. Otherwise, you are required to issue a refund.

Return windows are determined by the business, provided they comply with state and international consumer laws. For EU shoppers, Shopify recommends a return window of at least 14 days from the delivery of the last item.

Why do people return items?

Typically, a return policy requires the purchaser to specify the reason for the return. Most returns stem from a handful of common causes. As each return is processed, assign it a code that identifies the reason.

After processing a significant number of ecommerce returns, analyze which reasons appear most frequently. Depending on the cause, you may be able to make adjustments to lower your return volume:

Fit or sizing: This type of ecommerce return is common in apparel and footwear. While a certain level may be unavoidable, you can reduce returns by ensuring the size guides and model measurements on your site are as detailed and accurate as possible. Use high-quality images that demonstrate the garment’s fit.

Mismatch between the item and its description or images: Correct your product data as soon as possible to prevent further errors. If this occurs with multiple products, evaluate your product information management processes.

Damaged in transit: If this happens frequently, reevaluate your product packaging.

Defect: Report the product to your quality control team or supplier. Determine the scope of the defect and assess whether there is a flaw in the manufacturing process.

Change of mind after the order arrives: Review the bundles, pricing, or personalized recommendations that led to the purchase.

Shopify links return reasons to product categories and displays them in Shopify analytics.

Provide feedback on each reason to the team responsible for that area. Track the return rate, the exchange-to-refund split, the return-to-resale rate, and the time to refund alongside your reason data. Together, these metrics reveal where money is being lost and which solutions will recover it.

The impact of ecommerce returns

Depending on your return policy, it can pull a business in one of two directions.

Lenient terms attract shoppers: In the same NRF/Happy Returns survey, 76% of consumers said they are more likely to choose a retailer whose return policy allows for instant refunds or exchanges; however, those terms mean you will receive more returns, which carry costs.

A strict return policy, conversely, will naturally lead to lower return volume, which can save money. But the inverse of those survey results applies here: your stricter policy will cause some potential customers to take their business to a retailer with a more lenient policy.

The returns experience can also influence whether a shopper returns. About 71% of consumers say they are less likely to shop with a retailer again after a poor returns experience, up from 67% in 2024. Four out of five say they will tell friends and family about their experience.

Here is a breakdown of some outcomes and areas of your business that can be affected by ecommerce returns:

Conversion: A visible, generous return policy can help reduce cart abandonment, leading to more conversions. Just keep in mind that it can also invite costly return behaviors like bracketing and wardrobing.

Loyalty: Fast refunds retain shoppers; fees and slow processing drive them away. If you charge fees, you might consider waiving them for customers in a loyalty program.

Inventory: Depending on factors like condition and seasonality, returned items may or may not retain value as inventory. Even when they do, returned stock is unsellable until it has been inspected.

Finance: Refunds and markdowns impact your margins after the sale has been booked. If you have a lenient return policy, avoid spending all of your holiday sale revenue before the return window expires.

Sustainability: Every return adds transport and packaging, and some items are never resold.

Customer experience: Customer service does not end when the package is delivered. A return can be the final interaction before a shopper decides whether to purchase again.

Returns are a cost center. However, if handled effectively, they can also serve as a retention channel: a fast exchange preserves the sale and the shopper. The workflow below guides you toward a better outcome.

Before selecting tools, map the returns workflow from start to finish and assign an owner to each step:

Request: The shopper initiates a return and provides a reason.

Approval: Return rules are consulted to evaluate eligibility and any estimated refund. Support handles policy exceptions.

Inbound: The item ships back to your warehouse or a third-party logistics partner (3PL), or arrives in-store.

Inspection: Warehouse or store staff examine the product’s condition against policy and grade the item.

Disposition: Inventory restocks, marks down, refurbishes, or writes off the item.

Resolution: Finance or support issues a refund or exchange.

Close: The shopper receives a final status update and the inventory record reflects the disposition.

In Shopify, you can manage this workflow from the Orders page. You can create a return, send shipping instructions, and issue a refund after inspection. With self-serve returns, shoppers request returns from their order status page and you approve or decline each one. Return rules define eligible items, windows, and fees, and shoppers see an estimated refund before they submit.

Match the resolution to the return according to your policy. Refunds are appropriate for defects and incorrect items. Exchanges work well for size swaps, and for change-of-mind returns, issuing store credit retains revenue when the shopper still values your brand. A returnless refund often makes sense for low-value items, where return shipping costs more than the item’s recovered value.

Shoppers mail items back to your warehouse

This route is standard for online-only brands. Manage it with the same discipline as outbound fulfillment. Issue a return merchandise authorization (RMA) number with every approved request. Inbound tracking then links each parcel to its RMA, so your team knows what is arriving.

Write down your inspection standards: define what counts as unworn, what damage is acceptable, and which grade goes to full-price stock, outlet, or write-off. Refund after inspection (not upon receipt) since the grade determines the refund amount and any restocking fee. Set a target for restock timing. A returned item sitting in a bin is a potential waste of a sale.

A warehouse return is not complete when the box is opened. It is complete when the shopper has a status update and the inventory management system (IMS) reflects the disposition. Returns apps automate these steps, including the inventory update.

Shoppers return items to your store

If you operate retail locations, you can allow online shoppers to return items in-store. This is known as buy online, return in-store (BORIS). It creates a second sales opportunity: a shopper returning a t-shirt that does not fit can try other sizes on the spot or purchase something else that catches their eye.

BORIS only works when store teams have the tools to process ecommerce returns:

Order lookup by email, order number, or receipt

Proof of purchase requirements, and procedures for when it is missing

Exchange eligibility for the item in hand

Store credit rules, including when credit replaces cash

Condition checks that match the warehouse standard

Restock rules, so the item lands in the correct location’s inventory

For multilocation retailers, this capability depends on every store seeing the same order and inventory data as the warehouse. With Shopify POS Pro, return rules apply in-store, so staff see which items are eligible and why. They can process an exchange on Shopify POS from the original order and settle any difference in cash or store credit.

You do not have to handle returns in-house. A third-party logistics (3PL) partner can manage fulfillment and reverse logistics. When a shopper returns an item the 3PL shipped, the provider inspects it, processes the refund, and restocks approved items.

Demand for these services is growing. Global Market Insights estimates the reverse logistics market at $872.6 billion in 2025 and projects it to grow by an average of 7.3% annually through 2035. In the NRF/Happy Returns survey, 49% of retailers said they planned to rely more on 3PL partners for holiday returns.

Before signing with a 3PL, check:

Do they inspect and grade returns to your standard?

What is their turnaround time from receipt to restock?

Can they process exchanges, or only refunds?

Do they sync inventory and return status back to your commerce platform?

Can they accept returns from orders they did not ship, such as store purchases?

Ecommerce returns management software

A retailer can handle returns efficiently with one of the returns and exchange apps in the Shopify App Store. Across Shopify businesses, 65% of refunds are processed manually and 35% through apps. Whichever you choose, it must fit your ecommerce tech stack, or returns data will end up in a silo.

Evaluate any returns app against these core capabilities:

Self-service portal where shoppers start returns without contacting support

RMA-creation and tracking for every approved return

Automated eligibility checks against your return rules

Label generation, including box-free drop-off options

Status notifications by email or SMS at each milestone

Syncing with order and inventory systems, so restock and refund records match

Happy Returns, a UPS company, pairs returns software with a network of physical drop-off locations. Shoppers return items with no box or label at a Return Bar. Staff scan and verify the item, then issue an immediate refund.

In April 2026, UPS and Happy Returns expanded their network to 10,000 Return Bar locations, including more than 5,000 at The UPS Store. Consolidated returns reach retailers in as little as 3.6 days. Item verification at drop-off also helps catch fraud early.

Loop is a returns management software for Shopify merchants, rated 4.7 out of 5 in the Shopify App Store. It guides shoppers toward an exchange before a refund, with bonus credit and instant exchanges to influence the decision. Loop applies your return rules to approve or deny requests automatically, and its workflows and blocklists flag suspected fraud.

AfterShip Returns & Exchanges is a Built for Shopify app rated 4.7 out of 5, focused on post-purchase retention. It runs a branded self-serve return portal and converts refunds into exchanges or store credit. It also automates approvals and status updates, with analytics that flag the listing issues behind returns.

Ecommerce returns best practices

The workflow above can handle the returns you receive. The practices below can reduce how many you get.

Set policy terms that favor exchanges

Your return policy defines what you accept. The next decision is how to steer shoppers toward the outcome you want. Exchange incentives such as bonus store credit, waived exchange fees, or a longer exchange window keep revenue in the business. Measure the exchange-to-refund split before and after each change.

Make the policy easy to find. Link it in your footer, and surface the return window and condition rules on product pages and at checkout, where shoppers make their decisions.

Govern product information to cut mismatch returns

If a product arrives differently than expected, it is likely to come back. Every product page needs weight and dimensions, materials, size guides with the model’s size, and a link to your return policy.

Supplement Warehouse ships 300 supplement packages each day. Their former marketing manager, Brian Anderson, says shoppers returned products after spotting an ingredient they had missed. “We have made sure that all product labels are large and visible on product pages,” says Brian.

Accurate listings depend on governed data. Assign an owner for each product attribute, store it once, and push it to every channel from there. Track description-mismatch returns by SKU to see whether the governance is working.

Use 3D and AR where fit drives returns

Augmented reality (AR) brings some of the in-store experience online. Shoppers can see how a product looks worn, placed in a room, or next to an item they own.

Gunner Kennels built digital 3D models of their dog crates and enabled AR so buyers could check sizing before ordering.

“Buyers can now use their device to place the crate right next to their dogs to confirm sizing, decreasing our return rate by 5%,” says Macey Benton, VP of marketing at Gunner Kennels.

Cart conversion rose 3% and order conversion rose 40% after adding these tools.

Pack and ship items to prevent damage returns

Some items come back because they arrived damaged, even though they left your warehouse intact. Your carrier plays a role, but these packing practices reduce the risk:

Inspect each item before dispatch.

Use protective material, such as bubble wrap, for delicate items.

Add “fragile” labels to parcels holding breakable items.

Use the correct parcel size so items do not move in transit.

Track damage returns as a share of shipments by carrier and packaging type. That shows whether the fix is the box or the courier.

Cut packaging and transport waste in returns

Returns add to a brand’s carbon footprint through extra transport and packaging. Preventing avoidable returns cuts that impact, since fewer parcels mean less fuel and material.

For the returns you do handle, build a more sustainable process. Skip prepackaged return labels in outbound parcels, which waste paper on shoppers who never return anything. Let shoppers print a label only when they need one, or use box-free drop-off, where consolidated shipping reduces parcel count.

Publish return status milestones

Once a return is in motion, keep the shopper updated by email or SMS at each milestone:

Return approved, with label or drop-off instructions

Item in transit, with carrier tracking

Item received at the warehouse or store

Refund, exchange, or credit issued, with an estimated arrival date

Measure time to refund, from request to money back. That is the number shoppers are likely to remember. Collect feedback on the return itself as well, since it shows where the process frustrates them.

Set fraud thresholds and review rules

Return fraud is a measurable cost. The NRF and Happy Returns 2025 report found 9% of all returns were fraudulent, and 45% of shoppers said it is acceptable to bend the rules when returning items. Among retailers that track it, 71% reported a rise in overstated return quantities, 65% in empty box returns, and 64% in decoy returns such as counterfeit items.

Risk-based controls help without punishing legitimate shoppers. A tool like Shopify Flow can apply thresholds based on order value or return count, then:

Tag shoppers who exceed a threshold for review

Notify your customer service team by email or Slack

Route flagged cases to manual approval before a refund

Exclude flagged accounts from free shipping or full-refund offers

You can also require proof of purchase and decline clothing returned without tags to prevent wardrobing. Track the return fraud rate as a share of all returns, so you can see whether your controls work without slowing legitimate refunds.

Unify returns data across channels

Siloed systems for online orders, in-store sales, and returns can cause delayed refunds, lost items, and gaps in the data.

Unified commerce connects every channel to one go back into inventory at the warehouse or store. Combined data shows which products get returned most, and why. With that view, a business can adjust sizing suggestions for a known bracketing shopper, or spot a defect trend before it grows.

Ecommerce returns are inevitable, but manageable

Four decisions should shape your returns operation:

Which routes will you offer? Warehouse, store, 3PL, or a drop-off network; each needs the same inspection standard and inventory sync.

What is your default resolution? Decide when a return becomes an exchange, credit, or cash, and write those standards into your return policy.

Native or app? Shopify’s built-in returns, self-serve requests, and return rules cover much of the workflow. Add an app for a branded portal, box-free drop-off, or automated fraud workflows.

Who owns each step? Every stage in the workflow map needs a name next to it, including the final status update.

Next steps: Configure return rules in your Shopify admin, then score returns apps against the checklist above. If your reverse logistics span multiple regions or systems, work with a Shopify Partner.