How To Create a Customer Satisfaction Survey: 8 Examples

A customer satisfaction survey is a short set of questions sent to your customers to measure their experience. You can use it to learn how customers feel about your products, or a specific interaction with your business. Customer satisfaction survey data can then be used to produce a customer satisfaction score (CSAT score), which lets you quantify how customers feel about your business.

In Narvar’s 2025 State of Post-Purchase report, a survey of US online shoppers found that 76% won’t buy again from a retailer after a poor returns experience. Among shoppers 18 to 29, 60% said they’d walk away after just one bad post-purchase experience, compared with only 17% of shoppers 60 and older. A satisfaction survey is one of the only ways to catch that kind of dissatisfaction before a customer leaves without telling you why.

This article covers what a customer satisfaction survey is, the different types you can run, and why they’re worth the effort. You’ll also see a full set of customer satisfaction survey questions. Keep reading to find practical tips grounded in customer satisfaction data, and insights from real ecommerce business owners.

What is a customer satisfaction survey?

A customer satisfaction survey (or CSAT survey) is a tool businesses use to measure how satisfied customers are. It can also be used to better understand your customer preferences about specific products and services, and the overall customer experience. Unlike a star rating or a passing comment, a well-built survey gives you structured, comparable feedback you can track over time.

For ecommerce businesses, this feedback loop tends to matter most once you’re too big to know your customers individually. Take Dallas-based bridesmaid dress brand Birdy Grey, for example. Founder Grace Lee Chen’s team closely tracks metrics like Net Promoter Score (NPS) and customer satisfaction (CSAT). Her team pulls in data from customer surveys, product reviews, and third-party sites to fine-tune offerings and predict customer expectations.

Grace’s team uses surveys to replace guesswork about what her customers want. Instead, they receive actionable feedback that lets customers explain their perspective in their own words. 

In the wedding industry, that’s invaluable. 

“Surveys are a really early indicator for what the bride wants,” Grace explains on an episode of the Shopify Masters podcast. “Oftentimes when we hit her with a survey, it’s about six months to a year before her actual wedding.” 

Armed with quantitative and qualitative data about customer expectations, Grace’s team gets a head start on matching their product, service, and support to what their target customer needs.

Types of customer satisfaction surveys

• Net Promoter Score (NPS)
• Customer satisfaction score (CSAT)
• Customer effort score (CES)
• Post-purchase feedback surveys

There are several standard survey formats, and many ecommerce brands use a mix of them to measure customer satisfaction. Each type is built to catch a different kind of feedback. Here’s an overview:

Net Promoter Score (NPS)

NPS focuses on a single question: “How likely are you to recommend our product or service to a friend or colleague?” Respondents answer on a 0 to 10 scale. You calculate the score by subtracting the percentage of detractors (scores 0 to 6) from the percentage of promoters (scores 9 to 10). The NPS formula looks like this:

NPS = % Promoters − % Detractors

To get the best NPS results from customers, send a transactional NPS survey shortly after a product is delivered—ideally within 48 hours, while the experience is still fresh. You can also send a higher level brand relationship NPS survey regularly (for example, quarterly for frequent-purchase brands, annually for lower-frequency ones). Be careful to avoid survey fatigue in your customers by spacing surveys out for repeat or subscription customers.

Ecommerce brands typically land in the 40 to 55 NPS range, per a 2025 ConsumerGauge study. Apparel brand Life Is Good has managed to exceed this with an NPS of 91. Company president Tom Hassell points to this as concrete evidence that its mission focused on early childhood care connects with customers. 

“The average score in the apparel industry is a 39, and one of the main reasons why we’re able to achieve such a high Net Promoter Score is because of the work we do to help children,” Tom says on Shopify Masters, referring to the brand’s nonprofit arm, which is dedicated to helping kids heal from childhood trauma. “Our customers tell us that’s why they would recommend us to a friend.”

Customer satisfaction score (CSAT)

CSAT measures how happy customers are with a specific product, service, or interaction, typically using a rating scale (1 to 5 or 1 to 10). The standard calculation counts only the top ratings as “satisfied.” On a 1 to 5 scale, only ratings of 4 and 5 would count as satisfied. This is then applied to the following CSAT formula:

CSAT = (Number of satisfied responses ÷ Total responses) × 100

Ecommerce and retail brands commonly trigger CSAT surveys right after a support interaction—a chat, an email exchange, or a returns request. This allows the score to reflect one specific moment rather than a vague overall impression. 

Customer effort score (CES)

CES measures how much effort a customer has to put in to get something done, whether they’re making a purchase, completing a return, or finding an answer on a brand’s website. This is typically scored on a 1 to 5 or 1 to 7 scale. The CES formula is calculated as a percentage:

CES = (Sum of all customer responses / Total number of respondents) x 100

For ecommerce brands, CES is useful right after a checkout, a self-service return, or a support conversation. You can use a simple question like “How easy was it to solve your problem today?” These moments are intentionally chosen because they’re where friction often comes up that can affect repeat business.

Post-purchase feedback surveys

Post-purchase surveys gather feedback on the shopping experience itself. This type of customer satisfaction survey measures whether delivery timelines and products meet customer expectations, and where the process broke down, if anywhere. 

You can stagger the timing of post-interaction surveys to match what you’re trying to learn. For example, a question about how someone found your store’s user experience makes sense right after checkout. Questions about shipping and packaging are best asked once the order has arrived. Product-quality customer feedback makes more sense after the customer has used the item for several weeks.

Fashion retailer Rainbow Shops uses post-purchase surveys as both a feedback tool and for collecting segmentation data. As VP of Digital and Ecommerce David Cost explains in a case study, “Shopify has a foundation of a customer record. It knows if it’s a first-time or a repeat customer. Our ability to ask different questions of somebody who’s new versus somebody who’s bought from us before is super powerful. This has helped us completely revamp the way we do marketing attribution, with post-purchase surveys as a real check on how we would normally do attribution.”

When David’s team asked customers about delivery preferences through a post-purchase survey, the responses were predictive of customer demand. Rainbow Shops was able to learn valuable customer insights, and rolled out new shipping options based on them. 

“That kind of data is just invaluable,” says David. “And again, we literally stood that up in 15 minutes on Shopify. It was automatic and easy.”

Why customer satisfaction surveys are important

Strong customer relationships contribute to business sustainability. A customer feedback survey can strengthen your customer relationships by giving you detailed feedback on what people actually want. This impacts the customer experience, which impacts your overall retention. 

In Zendesk’s CX Trends 2025 report, companies with the most mature customer experience practices (“CX trendsetters”) saw 33% higher customer acquisition rates. They also saw 22% higher customer retention rates, and 49% higher cross-sell revenue than other companies.

The inverse is also true. A November 2025 Qualtrics survey found that 34% of consumers cut back their spending with a company after a bad experience, and 13% stopped spending with that company entirely. Qualtrics estimates this puts $3 trillion in global sales at risk. Customer satisfaction surveys also work to close the gap between negative customer experiences and getting feedback on those experiences.

“Customer reviews are pure gold,” says Fellow Founder Jake Miller on Shopify Masters. “Every entrepreneur and employee should obsess over what feedback you’re getting from your customers.” 

Examples of customer satisfaction survey questions

• Overall satisfaction & loyalty
• Product and quality reviews
• Purchase and checkout experience
• Value and pricing feedback
• Customer support experience
• Strengths and standout features
• Challenges and improvement opportunities
• Open-ended feedback

As you draft questions to gather feedback through your customer satisfaction survey, focus on queries that will uncover something specific. For example, you might want to understand how to improve service quality or meet customer expectations for shipping and returns. Here’s a set of questions organized by what they’re designed to find out:

Overall satisfaction & loyalty

These questions capture the big picture: Are customers happy enough, overall, to stick around and vouch for your brand?

• Overall, how satisfied are you with your experience?

• How likely are you to recommend us to a friend?

• How likely are you to shop with us again?

Product and quality reviews

These questions get at whether the product itself delivered on craftsmanship, expectations, and the problem the customer bought it to solve:

• How would you rate the quality of the product you received?

• Did the product meet the expectations you had before purchasing?

• Did this product solve the problem you bought it for?

Purchase and checkout experience

These questions surface friction in the path to purchase. They query whether customers could find what they wanted and buy it without encountering problems:

• How easy was it to navigate our site and find what you were looking for?

• How would you rate the ease of checkout?

• Did anything almost stop you from completing your purchase today?

Value and pricing feedback

These questions check whether the price felt justified for what the customer got:

• How satisfied are you with the value you received for the price you paid?

• Did this purchase feel worth the cost?

• How often do you use the product you purchased?

Customer support experience

These questions focus specifically on how your support team performed when a customer needed help—speed, competence, and courtesy:

• How satisfied were you with how quickly our support team responded?

• How would you rate the knowledge and professionalism of the team member you worked with?

• Was your issue resolved in a reasonable amount of time?

Strengths and standout features

These questions surface what’s working, so you know what to protect, promote, and build on:

• What do you like most about our product or brand?

• Is there a specific feature that stands out to you?

• What features would you like to see added to the product?

Challenges and improvement opportunities

These questions single out friction points and unmet needs customers ran into:

• Did you run into any challenges or difficulties with your order or the product?

• What’s one thing we could do better?

• Is there anything you think needs improvement?

Open-ended feedback

This is a closing, catch-all question that customers can answer in their own words. It’s designed to address anything the structured questions above didn’t capture: 

• Is there anything else you’d like to share about your experience?

Tips for creating a customer satisfaction survey

• Focus on essential questions
• Consider offering an incentive
• Survey customers at the right moment
• Use value-neutral language
• Target customer segments
• Choose the right channel
• Turn feedback into action

The most valuable customer satisfaction surveys ask the right questions, arrive at the right time through the right channel, and prompt useful business changes. Here are some tips for optimizing your customer satisfaction surveys:

Focus on essential questions

Conventional wisdom says shorter surveys always perform better, but the data is more nuanced. Survicate’s analysis of nearly 22,000 surveys found completion rates follow a U-shape. Very short surveys (one to five questions) complete well, especially for categories like consumer goods. So do very long surveys in high-stakes categories like logistics and insurance. Meanwhile, a lot of mid-length surveys land in a “valley” of lower completion.

The practical takeaway is less about the number of questions than it is focusing on the essentials. Cut any questions that don’t serve a clear purpose and tailor your survey to your customers’ level of investment in the product. For ecommerce, this likely means keeping surveys quick and easy. Coffee brand Kloo, for example, aims to keep surveys under 10 minutes—roughly 10 to 15 questions—to avoid survey fatigue, Cofounder Claudia Snoh says on Shopify Masters.

Consider offering an incentive

A reward like a discount or free product can encourage customers to offer useful feedback. 

“Just putting myself in the consumer’s shoes, if I get an email asking to leave a review or do a survey, I will probably ignore it unless there is something in it for me,” Claudia says. 

Kloo offers free products in exchange for a customer’s time on a survey. Similarly, silk apparel brand SilkSilky pairs its post-purchase survey with a 15% discount offer to boost participation.

Survey customers at the right moment

Catch customers when they’re most willing to leave a review. For example, SilkSilky uses a Shopify-powered user survey that’s triggered immediately after a customer places an order. This attention to timing produced a checkout survey response rate three times that of email marketing, according to a Shopify case study. 

If you want to build something similar without custom checkout code, Shopify Forms lets you build pop-up or inline forms to collect feedback and trigger automations. Shopify Flow’s app connectors include dedicated post-purchase survey apps, like Fairing Post-Purchase Surveys and Zigpoll Customer Surveys. They can kick off automated workflows whenever a new response comes in.

Use value-neutral language

Leading or loaded questions don’t just nudge the average score; they change how customers respond. This limits your ability to discover true customer preferences and get an honest assessment of your service quality.

A 2026 study in Cambridge University Press’s journal Political Analysis looked into the effects of leading language in a survey. It found that simply flipping a survey question from positive to negative wording shifted respondents’ agreement by 14.7 percentage points. Keep wording as plain and value-neutral as possible, and avoid assuming how the customer feels before they’ve told you.

Target customer segments

A first-time buyer and a fifth-time repeat customer don’t need to be asked the same things. For example, because Shopify maintains a customer record, Rainbow Shops is able to use the customer’s relationship with their brand to tailor their post-purchase questions accordingly. 

If you want to build your own customer groups for this kind of targeting, Shopify’s customer segmentation tools let you build segments for more targeted, personalized messaging.

Choose the right channel

A customer satisfaction survey can appear in many different formats. Email surveys, SMS surveys, social media surveys, embedded website surveys, and in-app surveys can all serve as tools for gaining customer feedback.

“We definitely survey on social media,” says Grace from Birdy Grey. “We’ll do Instagram polls on Insta Stories. We now have an Instagram broadcast channel where we get direct feedback from brides. We have a bride Facebook group that we lean on. People will DM us or leave comments like, ‘Hey, I love this dress. Can you please launch it in sea foam green?’ We also do gen pop [general population] surveys.” 

This broad array of feedback helps Grace’s team understand their existing customers and prospects who haven’t yet purchased from the brand.

Turn feedback into action

Of course, collecting feedback only helps grow repeat purchases and brand loyalty if you act on it. Find trends in the valuable feedback you’ve gathered, and use them to eliminate friction points, whether that’s in product quality, response rates, policy changes, or shipping options. 

“Toward the end of our soft launch, we did a pretty extensive survey where we really learned a ton about who our target customer is and their behavior,” says Kloo’s Claudia Snoh. “And we did actually end up making big adjustments to our branding, packaging, and pricing.”