Cart abandonment is a persistent ecommerce problem. It occurs when a shopper adds a product to the cart—or begins checkout—but leaves without completing the purchase.
For Shopify merchants, abandonment represents more than a missed transaction. It can indicate problems involving pricing, delivery, payment methods, website performance, customer trust, traffic quality, or checkout usability.
However, not every abandoned cart reflects a broken checkout. Some customers are browsing, comparing prices, estimating shipping costs, or saving products for later.
Merchants therefore need to distinguish between normal shopping behavior and abandonment caused by avoidable friction.
This article explains:
- What Shopify cart abandonment means
- The main causes of ecommerce checkout problems
- The metrics and warning signals merchants should monitor
- How to diagnose checkout drop-offs
- Five Shopify apps that support cart recovery
- Practical approaches to reducing abandonment
What Is Cart Abandonment in Shopify?
Cart abandonment occurs when a shopper adds one or more products to a cart but does not complete the purchase.
A related measurement is checkout abandonment. This refers more specifically to customers who begin the checkout process but leave before completing payment.
These terms describe different stages:
- Cart abandonment: The customer adds a product but does not purchase.
- Checkout abandonment: The customer starts checkout but does not purchase.
- Payment abandonment: The customer reaches the payment stage but does not complete the transaction.
Separating these stages helps merchants identify where customers are leaving.
A high cart-abandonment rate may reflect uncertainty on the product or cart page. A high payment-stage abandonment rate is more likely to indicate payment errors, unexpected costs, trust concerns, or limited payment options.
How Is Cart Abandonment Rate Calculated?
A common formula is:
Cart abandonment rate = (Created carts − Completed purchases) ÷ Created carts × 100
For example, if 1,000 shoppers create carts and 300 complete purchases:
(1,000 − 300) ÷ 1,000 × 100 = 70%
The store’s cart-abandonment rate would be 70%.
Checkout abandonment can be calculated in a similar way:
Checkout abandonment rate = (Initiated checkouts − Completed purchases) ÷ Initiated checkouts × 100
Merchants should use consistent definitions when comparing reports. Shopify, Google Analytics, and third-party apps may not identify cart creation or checkout initiation in exactly the same way.
What Is a Typical Ecommerce Cart-Abandonment Rate?
Cart abandonment is common across ecommerce. Baymard Institute’s aggregation of multiple studies places the average documented online cart-abandonment rate at approximately 70%.
This benchmark should not be treated as a universal target. Abandonment varies according to:
- Industry
- Product price
- Device
- Market
- Traffic source
- Purchase urgency
- Customer familiarity
- Delivery options
- Checkout design
A store selling expensive furniture may naturally experience more comparison shopping than a store selling frequently purchased household products.
Merchants should therefore compare performance with their own historical baseline and relevant customer segments rather than relying only on an industry-wide average.
10 Common Causes of Shopify Cart Abandonment
1. Unexpected Shipping, Tax, or Handling Costs
Additional costs introduced late in checkout are among the most common reasons customers leave.
A customer may accept the advertised product price but reconsider after seeing:
- Shipping charges
- Import duties
- Taxes
- Handling fees
- Service fees
- Minimum-order requirements
Baymard’s research identifies unexpected additional costs as a major abandonment driver. It recommends showing the complete or estimated order cost as early as possible.
Merchants can reduce uncertainty by displaying:
- Shipping estimates on product pages
- Free-shipping thresholds in the cart
- Taxes or duties where practical
- Delivery estimates before checkout
- Clear explanations of unavoidable fees
Removing a fee is not always necessary. In many cases, making the fee visible earlier is the more important improvement.
2. Forced Account Creation
Some customers do not want to create an account before purchasing.
Required registration adds steps and may cause privacy concerns, particularly for first-time customers who have not yet developed trust in the store.
A guest checkout option allows customers to complete the purchase without first choosing a password or confirming an account.
Merchants can still invite customers to create an account after the purchase, when saved order information or loyalty benefits provide a clearer reason to register.
3. A Long or Complicated Checkout
Checkout friction increases when customers must complete too many steps, fields, or decisions.
Common problems include:
- Repeatedly entering information
- Unnecessary form fields
- Unclear progress indicators
- Difficult address entry
- Confusing validation messages
- Distractions during payment
- Requiring information unrelated to fulfilment
The number of pages alone does not determine whether checkout is difficult. A well-designed multi-step checkout may be easier than a crowded single-page form.
Merchants should focus on the effort required from the shopper.
4. Limited Payment Methods
Customers may leave when their preferred payment method is unavailable.
Depending on the market, shoppers may expect:
- Credit or debit cards
- Shop Pay
- PayPal
- Apple Pay
- Google Pay
- Local bank transfers
- Digital wallets
- Buy-now-pay-later options
- Cash on delivery
Payment expectations differ by country and customer segment. A payment method that is uncommon in one market may be essential in another.
Merchants should review payment completion by location, device, and payment provider before adding every available option.
5. Payment Failures and Technical Errors
Some abandonment occurs because the customer attempts to pay but cannot complete the transaction.
Possible causes include:
- Card declines
- Incorrect payment configuration
- Address-verification errors
- Authentication failures
- Expired sessions
- Discount-code errors
- Inventory changing during checkout
- Third-party gateway problems
- Browser compatibility issues
Shopify allows merchants to review payment events associated with abandoned checkouts. These records can help distinguish a customer decision from a failed payment attempt.
A sudden increase in abandonment at the payment stage should be investigated promptly.
6. Slow Page or Checkout Performance
Customers may leave when product, cart, or checkout pages load slowly or appear unresponsive.
Performance problems are particularly damaging when shoppers are:
- Using mobile data
- Shopping on older devices
- Moving between payment applications
- Attempting to purchase during high-traffic events
- Unsure whether a payment button has worked
Merchants should monitor:
- Mobile page speed
- Cart-loading time
- Checkout-loading time
- Script errors
- App conflicts
- Payment-processing delays
Adding multiple storefront apps can also introduce scripts that reduce performance. Each app should be evaluated against the value it provides.
7. Poor Mobile Checkout Experience
Mobile shoppers face additional usability constraints, including smaller screens, touch keyboards, unstable connections, and more difficult form entry.
Common mobile checkout problems include:
- Buttons that are difficult to tap
- Form fields hidden by the keyboard
- Poor autofill support
- Small text
- Horizontal scrolling
- Broken wallet integrations
- Slow page performance
- Unclear error messages
A storewide checkout rate can hide mobile-specific problems. Merchants should compare checkout progression and completion rates by device.
8. Delivery Is Too Slow or Unclear
Customers may abandon a purchase when delivery takes longer than expected or when the expected arrival date is not clear.
This is especially important when the purchase is connected to:
- A birthday
- A holiday
- An event
- Travel
- A product replacement
- A seasonal need
Baymard recommends showing delivery dates rather than relying only on shipping-speed labels such as “standard” or “express.”
For example, “Arrives August 8–10” is generally more useful than “Three-day shipping.”
9. Insufficient Trust
Customers may hesitate to submit payment information when the store appears unfamiliar or unreliable.
Trust concerns can arise from:
- Unclear return policies
- Missing contact information
- Inconsistent branding
- Poor-quality product images
- Limited customer reviews
- Unexpected redirects
- Unfamiliar payment interfaces
- Errors or broken page elements
- Vague delivery information
Trust indicators should clarify real policies and protections rather than rely on decorative security badges.
10. Comparison Shopping and Low Purchase Intent
Not all abandoned carts can or should be eliminated.
Some customers add products to carts to:
- Compare prices
- Calculate shipping
- Save products
- Check discount codes
- Compare delivery dates
- Discuss a purchase with someone else
- Wait until payday
Traffic sources also influence abandonment. A broad awareness campaign may attract more visitors who are not ready to buy than a branded search campaign.
Merchants should evaluate abandonment by channel rather than assuming that every incomplete cart reflects a checkout defect.
What Signals Indicate a Shopify Checkout Problem?
A high abandonment rate by itself does not reveal the cause. Merchants should look for patterns across multiple metrics.
Add-to-Cart Rate Is Stable, but Checkout Starts Decline
This may indicate a problem between the cart and checkout.
Possible causes include:
- Shipping information
- Cart-page errors
- Discount-code problems
- A confusing checkout button
- Forced account creation
- Unexpected cart totals
Checkout Starts Are Stable, but Purchases Decline
This suggests the issue occurs later in checkout.
Possible causes include:
- Payment failures
- Missing payment methods
- Delivery limitations
- Unexpected fees
- Address-validation problems
- Technical errors
Abandonment Increases Only on Mobile
This may indicate:
- Mobile usability problems
- Slow loading
- Difficult form entry
- Wallet errors
- Browser-specific issues
- Poorly positioned buttons
Abandonment Increases for One Country
This may indicate:
- High international shipping fees
- Long delivery times
- Missing local payment methods
- Currency confusion
- Duties or import costs
- Address-format problems
Traffic Increases, but Checkout Completion Falls
The additional visitors may have lower purchase intent.
Merchants should compare:
- Traffic source
- Campaign
- Landing page
- Device
- New versus returning visitors
- Conversion by audience
Payment Errors Increase Suddenly
This may indicate a technical problem rather than a change in customer behavior.
Review:
- Payment-gateway status
- Decline codes
- Third-party provider changes
- Browser errors
- Recent checkout configuration changes
How Can Merchants Diagnose Shopify Checkout Problems?
1. Build a Checkout Funnel
A basic ecommerce funnel may contain:
- Product view
- Add to cart
- View cart
- Begin checkout
- Add shipping information
- Add payment information
- Complete purchase
Google Analytics supports ecommerce events such as product views, cart additions, checkout initiation, purchases, refunds, and promotions. Correct event implementation allows merchants to compare progression between these stages.
Merchants should identify the step showing the largest unusual decline.
2. Segment the Funnel
Storewide averages can conceal important differences.
Segment checkout performance by:
- Device
- Browser
- Country
- Traffic channel
- Campaign
- Customer type
- Product
- Cart value
- Payment method
- Discount use
For example, a normal desktop completion rate combined with a sharp mobile decline points toward a different problem than a decline across every device.
3. Review Shopify Abandoned Checkouts
Shopify’s abandoned-checkout area allows merchants to inspect incomplete orders, review payment events, and send manual or automated recovery emails.
Shopify also provides an abandoned-checkout email report containing metrics such as:
- Sessions
- Completed orders
- Conversion rate
- Sales generated
- Average order value
- Products sold
- New customers
These reports help merchants evaluate whether recovery messages are producing completed purchases.
4. Use Behavioral Analysis Carefully
Session recordings, heatmaps, and form analytics can show how customers interact with the cart and pre-checkout pages.
These tools may reveal:
- Repeated clicking
- Ignored buttons
- Form errors
- Confusing navigation
- Scroll behavior
- Attempts to locate shipping information
- Failed discount-code entry
Merchants must use behavioral tools in accordance with applicable privacy, consent, and data-protection requirements.
5. Review Customer-Support Questions
Customer conversations often reveal checkout problems before dashboards do.
Repeated questions such as these may indicate missing information:
- “How much is shipping?”
- “Do you deliver to my country?”
- “Why was my card declined?”
- “Can I pay using PayPal?”
- “When will my order arrive?”
- “Where do I enter my discount?”
- “Can I check out without an account?”
Support data should be reviewed together with quantitative metrics.
6. Test the Checkout Directly
Merchants should regularly complete test purchases across:
- Desktop and mobile
- Major browsers
- Different payment methods
- Discounted and full-price orders
- Domestic and international addresses
- Logged-in and guest sessions
A test should verify the entire journey, including order confirmation and recovery from payment errors.
5 Popular Shopify Apps for Cart Recovery
Shopify includes built-in abandoned-checkout email automation. Third-party apps become more useful when merchants need additional channels, segmentation, loyalty features, conversational recovery, or specialized reporting.
The following apps support different approaches to cart recovery.
1. Akohub AI Retargeting & Loyalty for Shopify
Akohub AI Retargeting & Loyalty for Shopify connects Shopify customer data with retargeting, loyalty, segmentation, store credit, points, VIP tiers, and advertising tools.
For cart-abandonment use cases, Akohub can support re-engagement beyond a standard reminder email. Merchants can use customer and behavioral data to build retargeting audiences or create retention incentives for relevant customer groups.
Possible applications include:
- Retargeting visitors through Meta or Google campaigns
- Segmenting high-intent customers
- Offering loyalty points or store credit
- Re-engaging existing customers
- Connecting checkout signals with broader retention activity
Akohub is most relevant when cart recovery is part of a wider customer-acquisition and retention strategy rather than an isolated email workflow. Its Shopify App Store presence emphasizes loyalty, customer segmentation, automated marketing, and retargeting functionality.
2. Klaviyo: Email Marketing and SMS
Klaviyo: Email Marketing & SMS supports automated email, SMS, WhatsApp, segmentation, personalization, and customer-journey workflows.
Merchants can build abandonment flows based on events such as:
- Product viewed
- Added to cart
- Checkout started
- Purchase completed
A purchase event can remove a customer from the recovery sequence, while cart value, product category, customer status, or previous purchase behavior can be used to change the message.
Klaviyo is most relevant for merchants that need advanced segmentation, testing, reporting, and coordinated lifecycle campaigns. Its Shopify App Store reviews and listing materials commonly reference abandoned-cart flows, customer segmentation, automation, and Shopify data integration.
3. Omnisend Email Marketing and SMS
Omnisend Email Marketing & SMS combines email, SMS, forms, audience segmentation, and automated ecommerce workflows.
Merchants can use it to create:
- Abandoned-cart email sequences
- Abandoned-checkout reminders
- SMS follow-ups
- Product recommendations
- Discount-based recovery messages
- Welcome and post-purchase automations
Omnisend is most relevant for stores that want email and SMS automation in one platform with templates designed for ecommerce workflows.
Its Shopify App Store materials highlight automation workflows, cart recovery, Shopify integration, segmentation, and campaign analytics.
4. TxtCart AI SMS Marketing
TxtCart AI: SMS Marketing focuses on conversational SMS marketing and abandoned-checkout recovery.
Instead of relying only on a one-way automated reminder, the platform can support text-message conversations with shoppers. This may help address questions involving:
- Delivery
- Product details
- Sizing
- Discounts
- Payment
- Purchase hesitation
SMS can reach customers more directly than email, but merchants must manage consent, message frequency, regional regulations, and sending costs.
TxtCart is most relevant when the store has appropriate SMS consent and wants conversational recovery rather than a conventional email-only sequence. The Shopify App Store describes it as an AI-supported SMS platform for recovering abandoned checkouts and running text campaigns.
5. Cartly Abandoned Cart Recovery
Cartly Abandoned Cart Recovery is a more specialized recovery app focused on automated abandoned-cart and checkout emails.
Its features are designed around:
- Automated recovery sequences
- Customizable email templates
- Checkout reminders
- Campaign monitoring
- Recovery reporting
Cartly may be appropriate for merchants that want a dedicated cart-recovery tool without adopting a larger email marketing platform.
Current Shopify App Store information describes automated email sequences, customizable templates, cart recovery, and conversion support as central features.
How Should Merchants Choose a Cart-Recovery App?
The appropriate platform depends on the required recovery channel and wider marketing strategy.
Use Akohub when cart recovery should connect with loyalty, customer segmentation, store credit, and advertising retargeting.
Use Klaviyo when the priority is advanced email and customer-lifecycle automation.
Use Omnisend when the merchant wants combined email and SMS recovery workflows in an ecommerce-focused platform.
Use TxtCart when conversational SMS is the primary recovery channel.
Use Cartly when the merchant wants a more focused abandoned-cart email tool.
Before installing another app, merchants should also review Shopify’s built-in abandoned-checkout automation. It may be sufficient for stores that only need a basic recovery email.
Strategies to Reduce Shopify Cart Abandonment
Show Costs Earlier
Display shipping thresholds, estimated taxes, delivery information, and other fees before the final payment stage.
Offer Guest Checkout
Allow first-time customers to purchase without being required to create an account.
Reduce Unnecessary Fields
Ask only for information needed to process, fulfil, or legally support the order.
Support Autofill and Digital Wallets
Autofill and accelerated payment methods reduce manual typing, particularly on mobile devices.
Provide Relevant Payment Options
Choose payment methods based on the markets and customer groups the store serves.
Make Delivery Expectations Clear
Display estimated arrival dates and explain processing times.
Improve Error Messages
Errors should explain:
- What went wrong
- Which field requires attention
- How the customer can correct the issue
- Whether an alternative payment method is available
Avoid deleting information the customer has already entered.
Reduce Checkout Distractions
Avoid unnecessary banners, popups, unrelated promotions, or aggressive upsells during checkout.
Offers should not compete with the primary purchase action.
Recover Carts Without Over-Messaging
A recovery sequence might include:
- An initial reminder
- A message addressing likely concerns
- A final reminder or relevant incentive
Sending too many messages can reduce trust and increase unsubscribes.
Test Incentives Rather Than Applying Them Automatically
Discounts can recover some purchases, but they can also reduce margins and teach customers to wait for an offer.
Merchants can test:
- No incentive
- Free shipping
- Loyalty points
- Store credit
- A limited discount
- Product education
- Customer-support assistance
The appropriate response depends on the customer, cart, and reason for abandonment.
Limitations and Considerations
Abandonment Does Not Always Equal Lost Revenue
Some customers return later without receiving a reminder. Others were never ready to purchase.
Recovery reporting should distinguish between customers influenced by a campaign and customers who would have purchased anyway where possible.
Recovery Does Not Fix Checkout Problems
Messages can bring customers back, but they do not repair:
- Payment errors
- Slow performance
- High shipping costs
- Missing payment methods
- Poor product information
- Broken checkout elements
Merchants should combine recovery with checkout improvement.
Discounts Can Reduce Profitability
A recovered order is not necessarily profitable if the incentive, advertising cost, shipping, or product margin is unfavorable.
Attribution Can Be Inconsistent
Shopify, advertising platforms, analytics tools, and recovery apps may all claim credit for the same order.
Merchants should define a consistent attribution method.
Consent and Privacy Requirements Apply
Email, SMS, push notifications, behavioral tracking, and advertising retargeting may be subject to consent and privacy requirements.
Merchants should review the applicable rules in every market they serve.
Frequently Asked Questions
What is Shopify cart abandonment?
Shopify cart abandonment occurs when a shopper adds products to a cart but leaves the store without completing the purchase.
What is the difference between cart abandonment and checkout abandonment?
Cart abandonment begins after a product is added to the cart. Checkout abandonment refers to customers who proceed further and begin the formal checkout process but do not purchase.
What causes customers to abandon Shopify carts?
Common causes include unexpected costs, forced account creation, complicated checkout forms, payment failures, limited payment methods, slow performance, unclear delivery information, trust concerns, and comparison shopping.
What is a normal cart-abandonment rate?
Industry research commonly places average online cart abandonment at around 70%, but rates vary considerably by store type, product, device, market, and traffic source. Merchants should prioritize changes from their own historical baseline.
How is Shopify cart-abandonment rate calculated?
Subtract completed purchases from created carts, divide the result by created carts, and multiply by 100.
How can merchants find abandoned checkouts in Shopify?
In the Shopify admin, merchants can open Orders and then Abandoned checkouts to review incomplete transactions, payment events, recovery status, and customer information.
Does Shopify send abandoned-cart emails?
Shopify includes built-in automations for abandoned product views, carts, and checkouts. Merchants can customize the timing and content and review resulting performance.
When should an abandoned-cart email be sent?
Timing should be tested for the store’s purchase cycle. Many merchants begin with a relatively prompt reminder, followed by one or two later messages. Expensive or research-heavy purchases may require a longer interval.
Should every abandoned-cart email include a discount?
No. A reminder, product information, delivery clarification, or support offer may be enough. Discounts should be tested because they reduce margins and may encourage customers to delay purchases.
Can analytics identify why customers abandon checkout?
Analytics can identify where and under what conditions abandonment occurs. Determining the exact reason may require payment-event data, customer feedback, session analysis, technical testing, or support conversations.
How can merchants reduce mobile checkout abandonment?
Merchants can simplify forms, support autofill and mobile wallets, improve page speed, use larger touch targets, test common devices, and provide clear error messages.
Which Shopify app is suitable for cart recovery?
The choice depends on the channel. Akohub supports retargeting and loyalty, Klaviyo and Omnisend support lifecycle messaging, TxtCart focuses on SMS, and Cartly focuses on automated recovery emails.
Can retargeting recover abandoned carts?
Retargeting can remind shoppers about products they viewed or added to their carts. Its effectiveness depends on audience quality, consent, campaign timing, creative, product value, and advertising cost.
How should cart-recovery performance be measured?
Useful metrics include:
- Recovery conversion rate
- Recovered revenue
- Revenue per recipient
- Cost per recovered order
- Unsubscribe rate
- Discount cost
- Gross margin
- Incremental purchases
Recovered revenue should not be evaluated without considering campaign costs and profitability.
Conclusion
Shopify cart abandonment is not a single checkout problem. It is the result of multiple behavioral, technical, financial, and operational factors.
Unexpected charges, payment failures, complicated forms, limited payment options, unclear delivery information, mobile usability issues, and low-intent traffic can all contribute to incomplete purchases.
Merchants should begin by measuring the checkout funnel and identifying the exact stage where performance changes. Funnel data should then be segmented by device, market, traffic source, customer type, payment method, and product.
Recovery tools can help re-engage customers through email, SMS, loyalty incentives, and advertising. However, recovery campaigns should not replace improvements to the underlying checkout experience.
The most effective approach combines:
- Accurate funnel measurement
- Direct checkout testing
- Earlier pricing and delivery information
- Reliable payment options
- Mobile usability
- Appropriate recovery messages
- Profitability analysis
By treating abandonment as a diagnostic signal rather than only a remarketing opportunity, Shopify merchants can improve both checkout completion and the overall customer experience.
Author Bio
Ryan G writes about Shopify growth, ecommerce analytics, customer retention, conversion optimization, and marketing technology. His work focuses on helping ecommerce merchants identify customer-journey problems and turn store data into practical improvements.
Authoritative External References
- Shopify Help Center: Recovering Abandoned Checkouts
- Shopify: Ecommerce Checkout Optimization
- Shopify: How to Reduce Shopping Cart Abandonment
- Google Analytics: Measure Ecommerce Activity
- Baymard Institute: How to Reduce Cart Abandonment
