Cart Abandonment: What It Is and Why It Happens
cart abandonment
Updated October 31, 2025
Dhey Avelino
Definition
Cart abandonment describes when a shopper adds items to an online shopping cart but leaves the website before completing payment. It signals friction in the purchase journey and represents a common source of lost revenue for merchants.
Overview
Cart abandonment is the moment a shopper builds a cart but does not finish a purchase. For beginners, think of it as a customer walking into a physical store, filling a basket with items, and then leaving without going through the checkout line. In e-commerce, this behavior is measured as a rate — the percentage of shopping sessions that include an added-to-cart event that end without a completed order.
Understanding cart abandonment is important because it directly affects revenue, marketing efficiency, and customer experience. If many visitors are adding products but few are buying, marketing spend and product demand may be fine, but the checkout experience or post-cart messaging is likely broken.
Common causes of cart abandonment include:
- Unexpected costs: Shipping, taxes, or fees added near checkout are a frequent reason shoppers leave.
- Complicated checkout: Too many form fields, mandatory account creation, or confusing steps increase friction.
- Slow site or technical errors: Long load times, crashes, or payment failures frustrate buyers.
- Limited payment options: If a customer’s preferred payment method isn’t available, they often abandon.
- Trust and security concerns: Lack of visible SSL badges, reviews, or clear return policies can make shoppers hesitate.
- Browsing intent: Many shoppers use the cart to save items while they compare prices or think, not because they intend to buy immediately.
- Shipping time or cost uncertainty: Unclear delivery times or expensive shipping leads to drop-off.
- Distractions: Phones ringing, interruptions, or multi-device browsing can interrupt checkout processes.
There are also different points in the funnel where abandonment happens. Recognizing these helps pinpoint fixes:
- Product-page abandonment: The shopper viewed a product but never added it to the cart.
- Add-to-cart abandonment: Items were added, but the user did not enter checkout.
- Checkout abandonment: The user entered checkout but left before payment. This is often most actionable because the shopper has already committed effort and intent.
Measuring cart abandonment uses a simple formula:
Cart abandonment rate = (Number of completed shopping sessions with items added to cart but no purchase) / (Total number of shopping sessions with items added to cart)
Benchmarks vary by industry, but double-digit abandonment rates are normal; many e-commerce sites see rates between 60% and 80%. The raw rate alone doesn’t tell the whole story — combining it with average order value, conversion rate, and customer acquisition cost helps prioritize fixes.
Practical examples help illustrate the concept. Imagine an online apparel store that advertises free shipping only at checkout. A shopper fills a cart worth $40, proceeds to checkout, and sees a $9.99 shipping fee that the merchant didn’t display earlier. The immediate reaction for many shoppers is to abandon the purchase rather than pay more than expected. In another case, a tech-savvy shopper might drop off at the payment stage because the store lacks their preferred digital wallet option, or because the page throws an error when they try to submit card information.
Cart abandonment is not always a sign of failure. It provides rich behavioral data. For example, frequent add-to-cart but low checkout rates can indicate pricing or shipping issues, while checkout errors suggest technical problems. Many merchants use abandonment data as a low-cost source of market research: which products are placed in carts most often, which segments have higher abandonment, and which steps in the funnel correlate with drop-off.
Finally, the response to cart abandonment combines UX improvements, clear communication, and recovery tactics. Improving transparency about costs and delivery, simplifying checkout, and adding trust signals reduce natural abandonment. Automated follow-ups like cart recovery emails, push messages, and retargeting ads can recover a portion of otherwise lost orders. The key is to treat cart abandonment data as a diagnostic tool rather than a single KPI: measure, hypothesize, test changes, and iterate.
In summary, cart abandonment is a normal part of online shopping behavior and a direct opportunity to increase revenue through a combination of design fixes, clearer information, and targeted recovery efforts. For a beginner, focusing on transparency, ease of checkout, and basic recovery tactics will yield measurable improvements.
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