Ecommerce Returns: Rates and Best Practices (2026)

Ecommerce returns describes the process of taking back items online shoppers purchased but no longer want, then refunding the customer, crediting them, or sending them another product in exchange. Every return moves inventory backward through the supply chain. It also ties up working capital and labor for processing items for 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, roughly in line with the previous year. Free returns also influence where people buy, with 82% of consumers calling them an important factor when shopping online. But free returns aren't 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's above the overall retail figure of 15.8%, which includes in-store sales. For every 100 products sold online, close to 20 are returned.

The NRF/Happy Returns retailer survey covers US businesses with more than $500 million in revenue, so the benchmark reflects enterprise-scale operations. Some categories run well above it. Apparel and footwear see higher rates because fit is hard to judge online, a persistent problem for the ecommerce fashion industry. Retailers also expect 17% of holiday sales to be returned.

Return behavior skews younger. Consumers ages 18 to 30 made an average of 7.7 online returns in 12 months, more than any other age group.

How much do returns cost ecommerce brands?

Returns carry direct and indirect costs. Direct costs include return shipping, inspection labor, and restocking. Indirect costs show up as lost margin on items that can't resell at full price. They also include capital tied up in inventory that’s moving in the wrong direction. 

At enterprise scale, other costs sit outside the returns budget. Returned stock ages while it waits for inspection, and seasonal items miss their selling window. Support teams may spend time fielding status queries, and finance teams may have to reconcile partial refunds across thousands of orders. None of this appears on the return shipping line, so it's easy to miss in a cost-per-return calculation.

Consumer behavior adds to the bill. According to the NRF and Happy Returns report, close to two-thirds of consumers admit to at least one costly returns behavior. Two of the most common of these behaviors are bracketing and wardrobing. 

• Bracketing is when a customer buys several sizes, intending to keep one. When shoppers can’t tell how an item will fit them, bracketing brings the fitting room home to them—at the retailer’s expense. The customer may not mean any harm, but that doesn’t make it any less costly.
• Wardrobing is when a customer buys an item to use once or twice, then returns it. Think of a special dress or outfit for a particularly fancy occasion; the customer can’t really afford it, but wants to wear it. This is an intentionally deceptive (and costly) practice.

Rising costs from behaviors like these have pushed some retailers to start charging for returns. In the NRF/Happy Returns survey, the top reasons cited as motivations for this move were higher processing costs (40%), higher carrier shipping costs (40%), and tariff risk (33%). Return fees can lower return rates and associated costs, but they can also reduce repeat purchases if shoppers feel penalized.

Return policies in ecommerce

A retailer’s return policy sets out what merchandise your business accepts back, under what conditions, and what the shopper gets when the return is accepted. It's also an operating document that warehouse staff, store associates, and support agents all apply. Use this checklist to confirm your return policy covers each decision:

In the US, the FTC's Mail, Internet, or Telephone Order Merchandise Rule governs shipment promises and refunds on unshipped orders. If you can't ship within the stated time (or 30 days when none is stated), the shopper must agree to accept the product given the delay. Otherwise, you must refund them. 

Return windows themselves are set by the business, subject to state and international consumer law. For EU shoppers, Shopify recommends a return window of at least 14 days from delivery of the last item.

Why do people return items?

Usually, a return policy will require the purchaser to indicate the reason for the return. Most returns trace back to one of a handful of causes. As each return is processed, tag it with a code that indicates the reason. 

After a significant number of ecommerce returns have been processed, see which reasons are cited most frequently. Depending on the reason, there may be adjustments you can make to reduce the number of returns:

• Fit or sizing: This type of ecommerce return is common in apparel and footwear. While a certain number may be unavoidable, you may be able to 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 show the fit of the garment.
• Mismatchbetween the item and its description or images: Correct your product data as soon as possible to avoid more mistakes. If this happens with more than one product, evaluate your product information management processes.
• Damaged in transit: If this happens with any frequency, reevaluate your product packaging.
• Defect: Feed the product back to quality control or your supplier. Determine the scope of the defect and evaluate if there is a flaw in the manufacture process.
• Change of mind after the order arrives: Review the bundles, pricing, or personalized recommendations that led to the purchase.

Shopify ties return reasons to product categories and shows them in Shopify analytics.

Feed back each reason to the team that controls it. Track return rate, the exchange-to-refund split, return-to-resale rate, and time to refund alongside reason data. Together they show where money leaks, and which fix recovers 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're more likely to choose a retailer whose return policy allows instant refunds or exchanges; of course, those terms mean you will get returns, which cost you. 

A strict return policy, on the other hand, will by definition lead to lower return volume, which can save you money. But the inverse of those survey results applies here: your stricter policy will lead some potential customers to choose to give their business to a retailer with a more lenient policy. 

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

Here’s 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, which means more conversions. Just bear in mind that it can also invite costly return behaviors like bracketing and wardrobing.

Loyalty 

Fast refunds keep shoppers; fees and slow processing pushes them away. If you charge fees, you can 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 it does have value, returned stock is unsellable until inspected.

Finance 

Refunds and markdowns hit your margins after the sale was booked. If you have a lenient return policy, don’t spend 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 doesn’t end when the package is delivered. A return can be the last interaction before a shopper decides whether to buy again.

How to manage returns

Returns are a cost center. But if handled well, they're also a retention channel: a fast exchange keeps the sale and the shopper. The workflow below steers you toward the better outcome.

Map the returns workflow

Before choosing tools, map the returns workflow end to end and give each step an owner:

1. Request: The shopper starts a return and gives a reason.
2. Approval: Return rules are consulted to evaluate eligibility and any estimated refund. Support handles policy exceptions.
3. Inbound: The item ships back to your warehouse or a third-party logistics partner (3PL) , or arrives in-store.
4. Inspection: Warehouse or store staff examine the product’s condition against policy and grade the item.
5. Disposition: Inventory restocks, marks down, refurbishes, or writes off the item.
6. Resolution: Finance or support issues a refund or exchange.
7. Close: The shopper gets a final status update and the inventory record reflects the disposition.

In Shopify, you can run this workflow from the Orders page. You can create a return, send shipping instructions, and refund after inspection. With self-serve returns, shoppers request returns from their order status page and you approve or decline each one. Return rules set 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 suit defects and wrong items. Exchanges suit size swaps, and for a change-of-mind return, 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 recovers.

Shoppers mail items back to your warehouse

This route is standard for online-only brands. Run 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's arriving.

Write inspection standards down: what counts as unworn, what damage is acceptable, and which grade goes to full-price stock, outlet, or write-off. Refund after inspection (not on 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 isn't complete when the box is opened. It's 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 run retail locations, you can let online shoppers 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 doesn't fit can try other sizes on the spot, or purchase something else that catches their eye.

BORIS only works when store teams have what they need to process ecommerce returns:

• Order lookup by email, order number, or receipt
• Proof of purchase requirements, and what to do when it's 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 right 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.

Outsource reverse logistics

You don't have to handle returns in-house. A third-party logistics (3PL) partner can run 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 projected it to grow by an average of 7.3% a year through 2035. In the NRF/Happy Returns survey, 49% of retailers said they planned to lean more on 3PL partners for holiday returns.

Before signing with a 3PL, check:

• Do they inspect and grade returns to your standard?
• What's their turnaround 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 take returns from orders they didn't 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 has to fit your ecommerce tech stack, or returns data ends 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

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

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 tip the decision. Loop applies your return rules to approve or deny requests automatically, and its workflows and blocklists flag suspected fraud.

AfterShip

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 that you get. 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 on your footer, and surface the return window and condition rules on product pages and at checkout, where shoppers decide.

Govern product information to cut mismatch returns

If a product arrives differently than expected, it's 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'd 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 don't 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:

• Request received
• Return approved, with label or drop-off instructions
• Item in transit, with carrier tracking
• Item received at the warehouse or store
• Inspection complete
• Refund, exchange, or credit issued, with an estimated arrival date

Measure time to refund, from request to money back. That's 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's 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 source of live data. Stock levels stay current, and returned items 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:

1. Which routes will you offer? Warehouse, store, 3PL, or a drop-off network; each needs the same inspection standard and inventory sync.
2. What's your default resolution? Decide when a return becomes an exchange, credit, or cash, and write those standards into your return policy.
3. 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.
4. 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.