Retail customer experience
What it is, how to measure it and how to improve it
10 min read
Shoppers judge a retailer on the whole experience, and a lot of what goes wrong happens after they've paid. The parcel arrives late, the return stalls, or the refund takes three emails to chase. Each of those moments costs more than goodwill. 34% of consumers reduce their spending with a company after a negative experience, which puts nearly $3 trillion of sales at risk worldwide (Qualtrics XM Institute, 2025).
This guide covers what retail customer experience is, why the post-purchase stage decides it, which metrics to track (with 2026 benchmarks), and seven ways to improve it.
What is retail customer experience?
Retail customer experience is every interaction a shopper has with a retailer. It runs from discovering a product in store or online through checkout, delivery, returns and support. Customers judge it as one experience across every channel they use. That makes it broader than customer service, which is the help a customer gets when they contact you.
It helps to split the experience into three stages:
Before the purchase: finding the product, browsing the store or site, product information, stock availability and pre-purchase questions.
The purchase: checkout in store or online, payment, and delivery or collection options.
After the purchase: delivery, tracking, collection, returns, exchanges, refunds, warranty claims and support.
Online sales made up 27.3% of total retail sales in Great Britain in August 2026 (ONS, 2026), and 17.1% of total US retail sales in the second quarter of 2026 (US Census Bureau, 2026). A customer might browse online, try something on in store and return it by post. To them, that's one experience.
Retail customer service vs retail customer experience
Retail customer service is one part of retail customer experience. Customer service is the help a shopper gets when they contact you about an order, a return or a product. Customer experience covers every touchpoint, including the many where nobody makes contact at all.
They differ in three ways:
Scope: customer service covers contacts with your team, human or AI. Customer experience covers the whole journey, from your homepage to the returns label.
Ownership: customer service usually sits with a CX or support team. Customer experience is shared between ecommerce, stores, operations, logistics and marketing.
Measurement: customer service is measured on contacts (response time, resolution rate, CSAT after a conversation). Customer experience is measured across the journey (NPS, repeat purchase, and satisfaction at each stage).
The two are closely linked. Good service can rescue an experience that went wrong, and slow service can undo one that went well.
Why does customer experience matter in retail?
Customer experience decides whether a shopper buys from you again. 29% of US consumers have stopped using or buying from a brand due to poor customer experience, either online or in person (PwC, 2025).
Returns show how quickly this plays out. In a 2025 survey by the NRF and Happy Returns, about 71% of consumers said they are less likely to shop with a retailer again after a poor returns experience, and four out of five said they would share it with friends and family (NRF and Happy Returns, 2025).
The cost shows up in lost repeat purchases, in reviews, and in the extra contacts your team handles every time a problem isn't fixed first time.
Why retail customer experience is decided after the purchase
A large share of customer contact in retail happens after the sale. Many of the questions that reach a service team are about orders that have already been placed: where a parcel is, how to return an item, when a refund will arrive, and whether an order can be cancelled, changed or exchanged.
Order tracking alone is a big part of the workload. Across DigitalGenius customers, "Where is my order?" (WISMO) questions made up around 15% of all queries in August and September 2026.
Peak makes the pattern sharper. In DigitalGenius's Peak Performance 2026 report, ticket volumes on an average day in November and December 2025 were 44% above the September–October baseline. WISMO queries rose 85% and returns queries 54%, so post-purchase questions grew faster than overall volume.
Delivery and returns are also where shoppers most often have a reason to get in touch:
74% of US online shoppers experienced a late delivery in the past year, and 86% had at least one delivery issue (Narvar, 2025).
64.3% of UK shoppers said they would not reorder from a retailer after a failed delivery (Sendcloud, 2025).
Retailers estimated that 15.8% of their annual sales would be returned in 2025, a total of $849.9 billion, and the report put the figure for online sales at 19.3% (NRF and Happy Returns, 2025).
Post-purchase questions are hard to answer well because each one is about a specific order. "Where is my order?" needs the order status, the carrier's tracking events and the delivery promise. "Can I change my address?" needs to know whether the parcel has left the warehouse. A tracking link or a general FAQ answers the question in principle and often leaves the customer's actual problem in place. That helps explain why only 14% of customer service and support issues are fully resolved in self-service (Gartner, 2024).
Resolving these questions means acting in the systems that hold the order: the order management system (OMS), the carrier and the returns platform. That's the difference between ticket deflection and ticket resolution. DigitalGenius's specialist agents work this way. They check the order and the carrier, find what went wrong, and take the action in the retailer's systems, whether that's a replacement, a cancellation or a refund, within the retailer's business rules. When a case needs a person, the agent hands it over with the context attached, so the customer doesn't have to start again.
The in-store experience still matters. Every purchase, in store or online, then passes through the same post-purchase moments, and those are the ones customers remember when they decide where to shop next.
How do you measure retail customer experience?
Measure retail customer experience with two sets of metrics. Customer-reported scores (CSAT, NPS and CES) tell you how shoppers feel. Operational metrics (WISMO rate, contact-to-order ratio, resolution rate and time to resolution) tell you why they feel that way. Track both by journey stage, because a falling satisfaction score usually traces back to one operational cause.
Customer-reported metrics: CSAT, NPS and CES
These three surveys ask customers directly:
Customer satisfaction score (CSAT): "How satisfied were you with…?" on a 1–5 scale. CSAT is the percentage of 4 and 5 responses. Send it straight after a specific moment, such as a delivery, a return or a support conversation.
Net Promoter Score (NPS): "How likely are you to recommend us to a friend?" on a 0–10 scale. NPS is the percentage of promoters (9–10) minus the percentage of detractors (0–6). Use it to track the overall relationship every quarter or after key journeys.
Customer effort score (CES): "The retailer made it easy to resolve my issue", rated from strongly disagree to strongly agree. Use it after returns, exchanges and support contacts.
CES deserves more attention than it usually gets. Gartner's research found that customer service interactions are nearly four times more likely to lead to disloyalty than loyalty, and that customer effort is a strong indicator of whether people buy again (Gartner). For more on choosing between the first two, see our guide to CSAT vs NPS.
Operational metrics that explain the scores
Survey scores tell you something is wrong. Operational metrics tell you where. Five are worth tracking in retail:
WISMO rate: the share of contacts asking where an order is. Across DigitalGenius customers it was around 15% in August and September 2026, and WISMO volume rises sharply at peak.
Contact-to-order ratio: contacts divided by orders over the same period. The lower the number, the more smoothly the operation is running. You can work out your contact-to-order ratio in a couple of minutes.
Resolution rate: the share of contacts fully resolved, by your team or by automation, without the customer coming back.
First contact resolution: the share resolved in the first conversation.
First response time and time to resolution: how long customers wait for a reply, and how long it takes to fix the problem.
Retail customer experience benchmarks for 2026
Two national indexes give a useful reference point:
US: in the American Customer Satisfaction Index, online retailers held steady at 79 out of 100. Its new ecommerce benchmarks scored quality of delivery at 83 and ease of making returns at 80, and company-level scores on these two measures vary by 15 to 20 points (ACSI, 2026).
UK: the UK Customer Satisfaction Index for July 2026 was 78.3. Banks and building societies became the highest-rated sector for the first time, at 82.0, and retail (food) scored 80.6 (Institute of Customer Service, 2026).
Retail customer experience survey questions
Ask short questions at the moment each stage ends. Some examples:
After a store visit: "How easy was it to find what you were looking for today?"
After online checkout: "How easy was it to complete your order?"
After delivery: "Did your order arrive when we said it would?"
After delivery: "How satisfied are you with the condition of your order?"
After a return: "How easy was it to return your item?"
After a refund: "Did you receive your refund when you expected to?"
After a support contact: "Did we resolve your issue?", followed by "How easy was it to get it resolved?"
Keep each survey to one or two questions plus a comment box.
How to collect retail customer experience data
Use several sources, because each sees a different part of the journey:
Event-triggered surveys: sent after delivery, after a return is processed and after a support conversation closes.
Contact reasons: tag every conversation by intent (order status, return, damaged item, sizing) so you can see what's driving volume.
Reviews and ratings: product reviews and review-platform scores, read for themes as well as averages.
In-store feedback: QR-code surveys at the till and regular input from store staff, who hear what customers don't write down.
How to improve customer experience in retail: 7 strategies
The fastest ways to improve retail customer experience are to map the journey across channels, tell customers about problems before they ask, give your service team and AI the ability to act on orders, make returns easy, remove friction in store, plan for peak, and use contact data to fix root causes.
1. Map the journey across store, online and post-purchase
List every touchpoint a customer can hit and who owns it. Include the ones that sit outside the CX team:
product pages and stock information
checkout and payment
order confirmation and delivery promise
dispatch, tracking and delivery notifications
click and collect
returns, exchanges and refunds
support channels (email, chat, phone, social and store)
Then mark where contacts and complaints cluster, and start there.
2. Tell customers before they ask
Many post-purchase contacts are customers asking for news you already have. In the same Sendcloud survey, 85.4% of UK shoppers said they expect to be notified immediately if there's a delay with their order. Proactive customer service covers delays, back-in-stock items, returns received at the warehouse and refunds issued. Tools like DigitalGenius Proactive check orders daily and message customers when an order is stuck, a return has arrived or an item is out of stock.
3. Give service the access to act on orders
A customer who wants to change an address, cancel an order or start an exchange needs someone who can do it, whether that's an agent or an AI. That means connecting your helpdesk and AI to the systems that hold the order. Check which integrations with your OMS, carriers and returns platform your tools support, and which actions they can take.
4. Make returns easy
Returns are a large share of retail activity, and a poor returns experience costs repeat business. Publish a clear policy, offer free or low-cost options where margins allow, send updates when a return arrives and when the refund is issued, and offer an exchange as well as a refund. There's more on how to make returns less painful for customers and your team.
5. Remove friction in store
Queues and slow checkouts are the most visible friction in a store. Open extra tills at busy times, use mobile point of sale, and make click and collect quick. Give store staff access to online order status, and train them on the post-purchase questions customers bring into stores most often.
6. Plan for peak
Each type of post-purchase contact peaks at a different time. Across DigitalGenius customers in peak 2025, overall ticket volume peaked on 1 December, WISMO queries on 17 December and returns queries on 5 January. For a team of five agents, the 44% rise in daily volume is enough work for two to three more people. Returns also rose more in North America (72%) than in Europe (52%). Forecast contact volume from order forecasts, decide early which contact types you'll automate, set up proactive delay messages before mid-December, and keep returns capacity in place well into January.
7. Use contact data to fix root causes
A rise in "item arrived damaged" contacts for one SKU points to packaging or a supplier. A rise in delivery complaints in one region points to a carrier or a depot. Share these trends with product, logistics and ecommerce teams every week, and track whether the fixes bring contact volume down.
How is AI changing retail customer experience?
More retailers are using AI agents for customer service, and order tracking is the most natural place to start. In PwC's 2025 survey, 49% of US consumers said they are likely to use AI to track an order or delivery status. Customers still want a way to reach a person.
According to Gartner, 87% of customers say it is essential for companies to provide an option to reach a human agent when using GenAI, and 50% say their interactions are easier when companies use GenAI (Gartner, 2026).
Three things separate AI that improves the experience from AI that frustrates customers:
It starts with high-volume, rules-based questions. Order status, returns, cancellations and address changes have clear answers and clear actions.
It can act on the order. An AI agent connected to the OMS and carrier can resolve the question. One that can only read an FAQ can explain the policy and little else.
It hands over cleanly. When a case needs judgement, the AI passes it to a person with the conversation and order details attached.
For a closer look at the satisfaction side, see how AI increases customer satisfaction in retail.
Frequently asked questions
What is a good CSAT score for retail?
There's no single standard, because scales and survey timing differ between retailers. As a reference point, the American Customer Satisfaction Index scored US online retailers at 79 out of 100 in 2026, with quality of delivery at 83 and ease of returns at 80. Compare your own score over time and by journey stage, since a single average hides where the problems are.
What is a normal WISMO rate?
Across DigitalGenius customers, "Where is my order?" questions made up around 15% of all queries in August and September 2026. Volume climbs sharply at peak: in November and December 2025, WISMO queries ran 85% above the September–October baseline. A rate well above 15% outside peak usually points to delivery delays, unclear delivery promises or tracking information that's hard to find. Proactive delay messages and better order confirmations are the quickest ways to bring it down.
What's the difference between retail CX and ecommerce CX?
Ecommerce customer experience covers the online journey: the website or app, checkout, delivery and online support. Retail customer experience covers every channel a retailer runs, including stores, and how they connect. For an omnichannel retailer, the ecommerce experience is one part of the retail experience, and the post-purchase stage is shared by both.
How often should retailers survey customers?
Survey customers after key moments in the journey, such as a delivery, a completed return or a closed support conversation, so the experience is fresh. Run a relationship survey such as NPS quarterly. Limit how often any one customer is asked, and keep each survey to one or two questions to protect response rates.
Where to start
If you can only fix one stage this quarter, start after the purchase. That's where a large share of your contact volume sits, where the problems are easiest to measure, and where a fix shows up quickly in CSAT and repeat purchase. Pull last quarter's contact reasons, find the top three post-purchase questions, and work out what it would take to resolve each one in a single interaction.
See how SNIPES stopped needing extra BPO staff for peak in the SNIPES customer story, or speak to the team about your post-purchase experience.
