Every click, scroll, and tap on your website leads your customers closer to checkout, or causes them to hesitate. Shopping cart abandonment isn't just a frustrating reality of ecommerce; it's a golden opportunity to understand what's standing between your customers and their purchase.
Whether it's fixing friction in your checkout flow, building trust with your audience, or crafting a seamless user experience (UX), we'll show you how to turn abandoned carts into completed purchases.
In this article, we cover:
What is cart abandonment rate and how to calculate it?
Why cart abandonment matters
4 reasons customers abandon their shopping carts
6 ways to improve cart abandonment rate
Other metrics to track to understand cart abandonment
Ready to turn abandoned carts into completed purchases? Book a demo to see exactly where shoppers drop off—and why.
Key insights
Cart abandonment rate measures the share of shoppers who add items to their cart but leave before buying.
Unexpected costs are the most-cited reason people abandon.
The fastest way to reduce cart abandonment is to diagnose why it happens—watch real sessions, map where shoppers drop off, and test fixes—then recover lost carts with well-timed emails and retargeting.
What is cart abandonment rate?
Cart abandonment is when a potential customer starts an online checkout process for an order but drops out before finishing the purchase. Abandonment rate is a direct reflection of the customer journey.
Think of cart abandonment rate as a 'missed opportunity rate'. It's like when someone picks up a product in a physical store, decides it's not worth it, sets it back on the shelf, and leaves.
The good news: knowing where you stand with your current abandonment rate helps your product team move toward better alignment with your customer (and their evolving expectations) and your product (and its potential value).
Cart abandonment vs. checkout abandonment
Cart abandonment and checkout abandonment are 2 different situations, not to be confused or seen as interchangeable.
Cart abandonment means a customer has abandoned their purchase at any stage in the journey leading up to the checkout stage
Checkout abandonment means the customer has left the process after entering their information in the checkout stage of the process
How to calculate cart abandonment rate
To calculate your shopping cart abandonment rate, divide the number of completed purchases by the number of shopping carts created, subtract that from 1, then multiply by 100.
The formula looks like this:
(1 − [# completed purchases / # shopping carts created]) × 100 = [%] cart abandonment rate
For example, say 850 shoppers add items to their cart but only 200 complete checkout. That works out to (1 − 200/850) × 100, or a cart abandonment rate of roughly 76%.
The average cart abandonment rate is about 70% across roughly 50 studies, according to the Baymard Institute. A rate in the 70s isn't unusual—but every point is recoverable revenue.
Why is cart abandonment important?
A high cart abandonment rate can cause problems for online retailers and ecommerce businesses because it represents potential customers who chose not to become customers. Abandoned carts are lost sales, and lost sales equals lost revenue.
Abandoned carts can also be a symptom of a bigger issue. A high abandoned cart rate may indicate there's something wrong with:
Your product
The perception of your brand
The customer experience you're providing
The user experience of your site or app
How you stack up against competitors
Whatever the cause, if left unexamined, the issues behind abandoned carts can compound, leading to lower profits, more budget spent trying to regain customers' attention with retargeting, and frustrated customers who may turn to competitors.
Why do customers abandon their shopping carts?
Before diving into solutions, it's important to understand why potential customers abandon their carts. Unexpected or extra costs, like shipping and fees are the single most-cited reason, driving away around 55% of shoppers, according to Dynamic Yield. Beyond those price surprises, let's look at 4 other key reasons:
Lack of trust: a poorly designed website can deter customers. Build confidence by ensuring the site is mobile-friendly and visually appealing, showcasing products with high-quality images and using clear, on-brand copy.
Payment options aren't easy to see (or use): your customers are usually shopping around for the best deals. A complicated checkout process means users will have to spend time filling in all the fields instead of using express options like Apple Pay
Confusing navigation: the best website experiences help customers feel in control, so it's important that the checkout process feels simple, focused, and informative
Lack of localization: your customers can exist in different cultural contexts, so you need to be aware of a message or image's original intent, style, tone, and context when switching between cultures.
Curious about what drives customers to leave their carts behind? Check out our chapter on why customers abandon their shopping carts.
6 ways to improve cart abandonment rate
Here's how to build a solid relationship with your customers when they're still undecided about your brand, with the help of Contentsquare:
1. Build trust with visual and text-based social proof
Think of your website and checkout flow like a two-way conversation: you shouldn't just be talking about how great you are. You should include evidence that other people think so, too.
Often called 'social proof', a visual or text-based endorsement from an industry or individual can help customers feel safe when shopping with you. Examples that you're a trusted brand can include:
A 'verified' badge on your social media profiles
A 'secure payment' trust badge that's highly visible during the checkout process
Customer testimonials that highlight how people derived value from your product
Validated security certificates during each step of the payment process
Heatmaps can help you understand whether your social proof is working by showing:
Showing if important content is being ignored on certain pages
Showing when users ignore a video
Showing where (and when) users move their mouse on a webpage
![[Visual] zone-based Heatmaps](http://images.ctfassets.net/gwbpo1m641r7/51FF5QnG7PhtcAso8gTSGA/a12e1c5386434d34adfe78c64d018fbe/CSQ-Heatmaps.png?w=1140&q=85&fit=scale&fm=avif)
Contentsquare lets you create different types of maps to discover where users click, move or scroll with Heatmaps.
2. Include a guest checkout option to speed up the checkout process
When your customer is motivated to buy your product or service, it's in your best interest that it's easy for them to buy. Your product team can use session replays to look for issues and blockers that slow down (or break) the checkout process, like
Broken page links
Slow page loading times
Poor or confusing navigation
Cross-browser compatibility issues
Cross-device compatibility issues
Session replay tools also let you see the exact moments before a shopper abandons their cart, so you can spot the patterns that signal frustration, like rage clicks or U-turns, and fix what's driving them away.
For example, if creating a user account isn't a requirement, new customers may want to skip that step of the checkout process. Session replays can show you how often customers are using a guest checkout option to make their purchase.
On the other hand, if creating a user account is a requirement, session replays can show you whether customers are creating an account or exiting the page when they get to the account-creation part of the checkout process. In this case, you might consider adding a guest checkout option as a time-sensitive way to guide them to a final purchase decision and improve conversion rates.
This kind of checkout optimization pays off. OLLY, for example, increased website revenue by +20% month-over-month after using Contentsquare to pinpoint and fix experience issues.
![[Visual] session replay 462](http://images.ctfassets.net/gwbpo1m641r7/2aY4MkhNYYDMRO9rXTm1H4/376f960e77dfb5ce3429e7c542a2b375/session_replay_462.webp?w=1172&q=85&fit=scale&fm=avif)
Contentsquare's Session Replay capability in action.
3. A/B test changes to your website
In-depth analysis of user behavior is more than just number crunching. It's also about understanding how users experience and interact with your website and running experiments to learn more.
In an A/B test, half of the users landing on your website will see the original (or 'control') version A. The other half will see a 'variation' version B that features a change or group of changes, such as a different header, images, call to action (CTA), or page structure.
To reduce cart abandonment rate, your product team can use Contentsquare's Heatmaps capability when A/B testing to experiment with:
Different value propositions
A variety of special offers and coupon codes
The number of allocated steps in the checkout process
Variations of CTA buttons
![[Visual] ab test heatmaps](http://images.ctfassets.net/gwbpo1m641r7/71Feljv3nwR0ng3PEiPGEG/c5c4f991ef679e660e08970edb2a894a/ab_test_heatmaps.png?w=1280&q=85&fit=scale&fm=avif)
Use Contentsquare's Heatmaps to gauge how users respond to changes you make when A/B testing.
4. Be transparent about your costs and return policy
If they're not able to see the full product price, including shipping and other fees, before checkout, shoppers are not likely to finalize their purchase. It's important to be transparent with extra costs.
Provide your customers with the exact total, including shipping and taxes, directly in the cart, so they know exactly what they'll pay
Highlight your return policy. Shoppers want to know they have options for items they buy online, and a clear, generous policy can tip the decision. 50% of U.S. shoppers say a store's return policy has influenced whether they complete a purchase, according to YouGov.
Offer a free 30-day return policy for a few months. Track the number of returns and compare this to the added shipping costs to see if this is a profitable strategy.
5. Optimize your cart abandonment emails
Cart recovery emails are another way to improve abandonment rates. This type of email marketing collects product information data, including a list of items in the customer's cart, and delivers a reminder for the user to complete the purchase.
Setting up an automated cart abandonment email is a great way to lower your cart abandonment rates. Here are 2 ways to optimize this process:
Personalize your cart abandonment emails: people tend to trust brands or products if they can connect with them on a more personal level. Try using the shopper's name in the subject line and email copy, and use information like birthdays, location, and even when you send the email to improve personalization.
Use compelling subject lines: a short and straightforward subject line can help improve your cart abandonment email open rate. Here are a few examples:
'Your cart is waiting'
'Finish your purchase'
'Still shopping?'
'You left items in your cart'
'Reminder: there are items in your cart'
'Forget something?'
'What's that in your cart?'
A reminder of the product they've left in the cart, along with extra incentives or quick checkout options like PayPal, can be enough to convince a shopper to continue with their purchase.
6. Retarget cart abandoners with relevant ads
Another option to recover a lost sale from cart abandonment is retargeting ads. These ads target your cart abandoners online, and reach out and lead customers back to your site to finalize their purchases.
According to research from Shopify, retargeted ads can bring up to 26% of otherwise-lost customers back to your website. Here are a few tips to get you started:
Retargeting can lift ad engagement rates significantly, so be bold. Use advertising slots on social media, email, and other websites.
Google Display Network and Facebook both have massive reach and are ideal platforms for retargeting cart abandoners
Use dynamic product ads to show customers the exact items they've left in the cart, and nudge them to head back to your website to complete the purchase
Shoppers who spend more time engaging with your business on Facebook are more likely to purchase. Make sure to include this when filtering your retargeting audiences
What other metrics should you be tracking (besides cart abandonment rate)?
To find out what's motivating a customer to abandon their shopping cart or the checkout process, dig a little deeper using these key metrics to connect the dots:
Abandoned order value: knowing your abandoned order value alongside your overall average order value can tell you what you stand to gain by reducing your cart abandonment rate
Website load times: the faster your checkout process is, the more likely a customer will make a purchase—plus, they'll have an easier time entering their payment information.
Device usage: by knowing your customer's preferred device, your product team can track issues across different devices or identify issues with checkout on a specific device.
Contentsquare's Funnel Analysis capability breaks down how shoppers move through each checkout stage and quantifies the revenue lost at every drop-off point, so you can fix the biggest leak first.
![[Visual] sense funnel conversion](http://images.ctfassets.net/gwbpo1m641r7/4n715NY9VMebMy8u6ir6wk/2f21d876cd35840013ba5bf38fc867b8/sense_funnel_conversion.webp?w=1280&q=85&fit=scale&fm=avif)
Funnel analysis lets you see where users convert in their journey.
Stop missing out on sales
Cart abandonment recovery is an art you can master over time by investing in tools that help you understand what your customer says and does over time and why.
Be diligent about addressing customer issues as they come up: use heatmaps, session replays, and regular customer feedback to improve your content, make design tweaks, and simplify your website navigation.
Invest attention and effort into understanding user behavior, and you'll not only realize who you're serving behind every click but also uphold the value that what's right for your customer is often what's best for business.
Want to see where your shoppers are dropping off? Book a demo and turn cart abandonment into recovered revenue.
FAQs about cart abandonment
Cart abandonment happens when a shopper adds items to their online shopping cart but leaves without completing the purchase. It's a natural part of online shopping, but high cart abandonment rates can signal bigger problems and lead to lost revenue .
![[visual] Learn how to decrease your shopping cart abandonment rates and build brand loyalty by improving UX.](http://images.ctfassets.net/gwbpo1m641r7/7Clw4uSP7rOPTuq7y2MpD5/9973da73d3334baa541fc137d061a724/AdobeStock_545782493.jpg?w=1280&q=85&fit=scale&fm=avif)

![[Visual] [Product experience] Improve](http://images.ctfassets.net/gwbpo1m641r7/53WSkL82lUDqnOmfT0d12v/f082cb9328e8aa1399028f8a8845a5b9/AdobeStock_558703997.png?w=624&q=85&fit=scale&fm=avif)
![[Visual][FR] [Guide] [Customer Segmentation] Analysis](http://images.ctfassets.net/gwbpo1m641r7/1bqvJbDEs4EWci6QrzSoSY/10821d2f3a06a922b77e90f2c8be88a0/customer-segmentation-analysis.jpeg?w=624&q=85&fit=scale&fm=avif)