Ecommerce conversion rates depend on more than traffic volume. Checkout design, shipping costs, payment options, delivery expectations, and customer trust influence whether shoppers complete purchases.
For Shopify and DTC brands, understanding these factors is essential to identifying where potential revenue is being lost and which improvements deserve priority.
The following 25 statistics examine cart abandonment, checkout friction, customer behavior, and ecommerce conversion trends. Together, they provide useful context for improving conversion performance in 2026.
Ecommerce Cart Abandonment Statistics
1. The average ecommerce cart abandonment rate is 70.22%
Research compiled by Baymard Institute places the average documented online shopping cart abandonment rate at 70.22%.
This means a substantial portion of shopping carts never become completed orders. However, abandonment does not always indicate a problem with the checkout experience. Some visitors are comparing products, researching prices, or browsing without immediate purchase intent.
Brands should examine abandonment alongside checkout initiation, device type, customer segment, and traffic source to identify where improvements are most likely to help.
2. 42% of shoppers abandon carts because they are just browsing
Baymard's research identifies 42% of surveyed shoppers who abandoned an order because they were browsing or not ready to buy.
This distinction matters because not every abandoned cart represents a recoverable sale. Shoppers may use carts to compare products, estimate costs, or save items for later.
Ecommerce teams should separate exploratory shopping behavior from avoidable checkout friction when interpreting abandonment rates and designing recovery campaigns.
3. 40% of shoppers abandon purchases because extra costs are too high
40% of surveyed shoppers cited additional costs, such as shipping, taxes, and fees, as a reason for abandoning their purchases.
Unexpected costs can change the perceived value of an order even after customers have selected products.
Clear shipping thresholds, early delivery-cost estimates, and transparent fee disclosure can help customers make informed purchase decisions. Brands should also consider the contribution-margin implications of offering discounts or subsidized shipping.
4. 20% of shoppers abandon purchases because delivery is too slow
Baymard reports that 20% of surveyed shoppers abandoned an order because delivery was too slow.
Delivery expectations differ by product category, destination, and purchase urgency. A delivery window that works for replenishment products might not satisfy customers shopping for time-sensitive items.
Brands should communicate realistic delivery estimates before the final checkout step and evaluate whether faster shipping options are commercially viable.
5. 19% abandon purchases because they do not trust the site with payment information
Payment security concerns contributed to abandonment for 19% of surveyed shoppers.
Trust becomes especially important when visitors are unfamiliar with a brand or encounter inconsistent information during checkout.
Recognizable payment methods, clear policies, and accurate security disclosures can reduce uncertainty. Brands should avoid unsupported security claims and focus on clearly communicating the protections actually available to customers.
Delivery, Returns, and Payment Statistics
6. 67% of online shoppers have abandoned a cart because of delivery options
DHL's 2026 ecommerce research finds that 67% of shoppers have abandoned a purchase because of the available delivery offering.
This measures shoppers reporting the experience, rather than the percentage of all orders abandoned for that reason.
Delivery flexibility can affect conversion when customers need a particular speed, location, or service. Brands should review delivery preferences by market and evaluate which options can be provided profitably.
7. 65% of shoppers have abandoned online purchases because products were unavailable
DHL reports that 65% of shoppers have abandoned an online purchase because a product was out of stock or unavailable.
Inventory availability affects the path to purchase before payment begins. Customers may leave when the intended variant or quantity cannot be ordered.
Accurate stock information, timely replenishment, and clear availability messaging can help brands manage expectations. Conversion analysis should distinguish inventory-related lost sales from checkout usability problems.
8. 63% of shoppers have abandoned purchases because of unexpected customs or tax charges
Unexpected customs or tax charges were identified by 63% of shoppers in DHL's 2026 research as a reason they had abandoned an online purchase.
These charges are particularly relevant to cross-border ecommerce, where final costs may depend on the destination.
Brands selling internationally should communicate applicable duties and taxes as clearly as possible before payment. Better cost visibility helps customers evaluate the total purchase rather than discovering additional charges late in the journey.
9. 62% of shoppers have abandoned purchases when their preferred payment method was unavailable
DHL's 2026 research identifies 62% of online shoppers who have abandoned a purchase because their preferred payment method was not accepted.
Payment preferences vary by geography, customer group, and transaction type.
Brands should analyze which payment methods customers actually use and where payment-related drop-offs occur. Additional options should be evaluated against processing costs and operational requirements rather than introduced without evidence of demand.
10. 58% of shoppers have abandoned purchases because of the returns offering
DHL reports that 58% of shoppers have abandoned an online purchase because of the returns offering.
Returns influence purchase confidence, especially for products customers cannot inspect before ordering.
Brands should clearly explain return eligibility, timelines, costs, and available methods. Any policy changes should also consider operational expenses and product-level margins, since a more generous returns policy may affect profitability differently across categories.
11. 82% of consumers consider free returns important when shopping online
The National Retail Federation's 2025 research finds that 82% of consumers consider free returns important when shopping online.
This illustrates the role that post-purchase expectations can play before an order is placed.
However, free returns are not equally economical for every business. Brands should evaluate return rates, shipping expenses, resale potential, and contribution margin before changing policies, while ensuring customers can easily understand existing return conditions.
12. An estimated 19.3% of online sales were expected to be returned in 2025
The National Retail Federation estimated that 19.3% of online sales would be returned in 2025.
Returns can materially change the economics of orders that initially appear successful. A conversion increase may deliver less value than expected if it comes with a higher rate of returned merchandise.
Ecommerce teams should evaluate conversion performance alongside net sales, refunds, return-handling expenses, and contribution margin.
13. 24% of shoppers will abandon a purchase if they cannot pay how they want
Adyen's 2026 US retail research reports that 49% of shoppers will abandon a purchase if they cannot use their preferred payment method.
This is a stated willingness to abandon, not a measured share of failed ecommerce transactions.
Brands should examine their payment mix and customer preferences before adding new methods. A wider selection can be useful, but its commercial value depends on adoption, checkout completion, processing fees, and implementation costs.
14. 40% of customers say they will abandon a purchase if payment takes too long
Adyen's retail research reports that 39% of customers will abandon a purchase if payment takes too long.
This finding covers retail payment experiences rather than ecommerce checkout alone.
Payment speed remains relevant online, where delays, repeated authentication steps, or stalled transactions can introduce friction. Teams should monitor payment completion and failure patterns without weakening necessary fraud-prevention and security controls.
15. 30% of shoppers are loyal to retailers that allow online purchases to be returned in stores
Adyen's 2026 US retail research finds that 60% of shoppers are loyal to retailers that let them buy online and return purchases in stores.
This highlights the relationship between purchasing convenience and post-purchase flexibility.
For brands with physical locations, connected returns can reduce customer effort. Online-only brands should evaluate equivalent convenience through available return channels while measuring the operational costs involved.
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Ecommerce Shopping Behavior and Market Trends
16. 76% of US adults have purchased products online using a smartphone
Pew Research Center found that 76% of US adults had purchased something online using a smartphone, according to its 2022 survey.
This highlights the importance of mobile shopping experiences, although the figure measures purchasing behavior rather than mobile conversion rates.
Ecommerce brands should evaluate mobile navigation, product-page usability, checkout completion, and payment failures separately from desktop performance. Device-specific analysis can reveal conversion barriers that sitewide averages may conceal.
17. 32% of US adults shop online using smartphones at least weekly
Pew Research Center reported that 32% of US adults purchased products online through smartphones at least once a week in its 2022 survey.
Frequent mobile purchasing demonstrates the importance of making repeat shopping experiences convenient and accessible.
Brands can evaluate saved customer information, payment options, product discovery, and checkout usability to identify friction. Tracking conversion rates for new and returning mobile customers can also help distinguish usability issues from differences in purchase intent.
18. 30% of adult social media users have purchased products after seeing influencer content
Pew Research Center found that 30% of adult social media users had purchased something after seeing an influencer or content creator's post.
This finding demonstrates a connection between social content and purchasing behavior, although it does not measure the conversion rate of influencer-driven traffic.
Ecommerce brands should evaluate influencer campaigns through attributable purchases, customer acquisition costs, and profitability rather than engagement metrics alone. Customer-segment analysis can further clarify which audiences respond to social recommendations.
19. Ecommerce accounted for 17.1% of US retail sales in Q2 2026
US Census Bureau data shows that ecommerce represented 17.1% of total US retail sales in the second quarter of 2026, on a seasonally adjusted basis.
This measures ecommerce's share of retail spending rather than the percentage of website visitors who complete purchases.
The figure provides context for the importance of online retail. However, individual brands should evaluate conversion performance using their own visitor, transaction, and revenue data rather than treating market growth as evidence of better conversion rates.
20. US ecommerce sales increased 12.2% year over year in Q2 2026
The US Census Bureau reported that seasonally adjusted ecommerce sales increased 12.2% in the second quarter of 2026 compared with the same period in 2025.
This growth provides broader market context but does not indicate that individual online stores achieved similar increases in conversion rates.
Ecommerce brands should distinguish market expansion from improvements in their own performance. Tracking conversion rates alongside traffic acquisition, average order value, customer retention, and contribution margin helps determine whether revenue growth is translating into sustainable business outcomes.
AI Shopping and Mobile Commerce Statistics
21. AI-referred retail traffic converted 31% better than other traffic during the 2025 holiday season
Adobe found that AI-referred visitors converted 31% more than visitors from other traffic sources during the 2025 US holiday shopping season.
This finding is specific to Adobe's measured period and traffic definitions, rather than a general guarantee that AI traffic will outperform all other channels.
Ecommerce brands can use this as a reason to analyze AI referrals separately, particularly as shopping journeys increasingly include AI-assisted product discovery.
22. AI-referred shoppers were 33% less likely to leave retail websites immediately
Adobe's 2026 analysis found that shoppers arriving from generative AI assistants were 33% less likely to leave retail websites immediately than other visitors.
Lower immediate-exit behavior can indicate stronger initial engagement, but it does not necessarily mean a completed sale.
Brands should measure AI referral traffic through the entire customer journey, including product views, checkout initiation, orders, and revenue, rather than interpreting engagement alone as conversion success.
23. AI-referred traffic to US retail websites grew 393% in early 2026
Adobe reported that traffic from AI sources to US retail websites increased 393% year over year during January through March 2026.
This describes growth in referred visits, not conversion-rate growth. The traffic source may also represent a relatively small share of total visits for individual retailers.
Brands should examine whether emerging AI referral traffic generates qualified shopping sessions and profitable purchases before changing acquisition priorities.
24. Mobile devices generated 56.4% of US online holiday spending in 2025
Adobe's holiday shopping analysis found that mobile devices accounted for 56.4% of US online spending during November and December 2025.
This is a revenue-share measure, not the share of visits or the mobile conversion rate.
The finding reinforces the commercial importance of mobile shopping experiences. Brands should evaluate mobile product discovery, checkout usability, payment completion, and order values, particularly during periods of elevated seasonal demand.
25. Buy now, pay later accounted for $20 billion in US online holiday spending in 2025
Adobe recorded $20 billion in US online spending through buy now, pay later services during November and December 2025.
The figure demonstrates the scale of this payment method during the holiday period but does not establish that offering it increases conversion rates for every retailer.
Brands considering additional payment options should analyze customer demand, transaction fees, order values, and potential financial risks before making changes.
How Saras iQ Helps Ecommerce Brands Analyze Conversion Performance
Conversion rates provide an important view of ecommerce performance, but they do not reveal the full financial impact of customer acquisition, discounts, shipping costs, and product margins.
Saras iQ helps Shopify brands work with connected business data to analyze sales, marketing, customer behavior, and contribution margin.
By connecting commercial and financial performance, teams can investigate questions such as whether improvements in conversion are producing profitable growth, which customer segments contribute the most value, and how acquisition spending relates to business outcomes.
For brands evaluating their analytics capabilities, an AI-ready data foundation also matters. Consistent metrics and connected data make it easier to interpret changes without reconciling conflicting definitions across multiple reports.
Qualified Shopify DTC brands can request a 30-day, human-assisted Saras iQ Essentials trial to explore their own connected business data before committing to implementation. The trial requires qualification and onboarding rather than immediate self-service access.
Turn Ecommerce Conversion Insights Into Profitable Growth With Saras iQ
Improving ecommerce conversion rates requires more than tracking abandoned carts. Brands need to distinguish customers who are not ready to purchase from those encountering preventable barriers during checkout.
The statistics above highlight several practical evaluation priorities:
- Checkout friction: Review unnecessary steps, technical errors, and payment failures.
- Cost transparency: Communicate shipping fees, taxes, and other charges before the final purchase step.
- Customer confidence: Make delivery expectations, returns policies, and payment options clear.
- Financial outcomes: Evaluate whether conversion improvements also strengthen contribution margin and customer profitability.
For growing Shopify brands, these questions become more useful when sales, marketing, and financial data can be analyzed consistently.
Saras iQ brings these views together through connected analytics, allowing teams to move beyond isolated conversion metrics and investigate the commercial drivers of performance.
Qualified brands can explore Saras iQ and request an assisted trial to evaluate their own data before making a longer-term commitment.
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