What Is Cart Abandonment?

Cart abandonment is when a shopper adds items to an online store's cart, then leaves without completing the purchase. Across 50 studies, the Baymard Institute puts the average rate at about 70%. The usual causes are practical, not fickle: surprise shipping and fees, a forced account sign-up, a slow checkout, and distrust of the site at the card step. Most of it is fixable.

Baymard Institute is an independent e-commerce research firm, and its abandonment figure is one of the most cited numbers in online retail. A 70% rate sounds alarming until you see why it happens.

How is cart abandonment measured?

Cart abandonment is measured as the share of created carts that never turn into a completed order. The formula is one minus the number of completed purchases divided by the number of carts created.

Here is the arithmetic on a round number (illustrative, not a client result). Say 100 shoppers add something to their cart, and 30 finish paying. That leaves 70 who left, so the abandonment rate is 70%.

Most stores read this straight from their analytics or their store platform. Shopify, WooCommerce, and Google Analytics all track carts created against checkouts completed, so you rarely calculate it by hand.

Why do shoppers abandon their carts?

Shoppers abandon carts for a short list of practical reasons, and cost surprises lead it. Baymard's ongoing research ranks the reasons people leave during checkout like this:

Reason for leaving	Share
Extra costs too high (shipping, tax, fees)	40%
Delivery was too slow	20%
Did not trust the site with card details	19%
Site forced account creation	18%
Checkout was too long or complicated	17%

Source: Baymard Institute, cart and checkout abandonment research (2026), for shoppers who left for a reason other than just browsing.

The pattern is clear. The biggest single cause is a total that jumps at the last step, when shipping and fees appear. The rest are friction: a wall in front of the buy button, or a reason to doubt the store.

Is cart abandonment always a lost sale?

No, a large share of abandoned carts were never close to a purchase. Many shoppers add items to compare prices, to save a wishlist, or to check a delivery cost, with no intention of buying that day. That browsing behavior alone keeps the baseline rate high, which is why no store ever reaches zero.

The part that matters is the recoverable slice, the shoppers who wanted to buy but hit a wall. Baymard estimates that better checkout design could recover about USD 260 billion in lost orders across the US and EU. You cannot claw back the window-shoppers, but you can win back the ones who were ready.

How do Malaysian stores reduce it?

Malaysian stores cut abandonment by removing the surprises and the friction, in that order. The highest-return fixes map straight onto the reasons above:

• Show the full price early. Put shipping and any fees on the product page or the cart, not at the final step. This targets the number-one cause directly.
• Offer the payment methods people expect. Malaysian shoppers reach for FPX and DuitNow QR, not just cards. A missing method is a lost sale.
• Allow guest checkout. Let people buy without creating an account, and offer the account at the end.
• Speed up the pages. A slow checkout loses shoppers who would otherwise pay.
• Earn trust at the payment step. Clear contact details, a visible refund policy, and other trust signals reassure a first-time buyer.
• Sharpen the final button. A clear call to action beats a vague one.

In our experience, owners fixate on how the checkout looks and overlook whether it offers the payment methods Malaysians actually use. That single choice does more to complete a sale than any visual polish.

Frequently asked questions

What is a good cart abandonment rate?

A rate near 70% is normal, so anything meaningfully below the average for your sector is good. Do not chase zero, because a large share of carts are browsers who never intended to buy. A more useful target is your own trend. Track your rate over time, and move it down after each checkout fix, rather than chase a single headline number.

Is cart abandonment the same as bounce rate?

No. Bounce rate measures visitors who leave a page without interacting, often before adding anything to a cart. Cart abandonment measures shoppers who got further, added items, then left before paying. An abandoned cart is a stronger buying signal than a bounce, because the shopper showed real intent. The two problems usually have different fixes.

Does showing shipping cost upfront really help?

Yes, and it targets the single biggest cause of abandonment. Extra costs appearing late is the top reason shoppers leave, so revealing shipping and fees on the product or cart page removes the nasty surprise at checkout. Free shipping above a threshold works too, because the shopper sees a clear rule instead of a jump in the total.

Should I make shoppers create an account to buy?

Usually not for a first purchase. Forcing account creation is a top-five reason people abandon checkout. Guest checkout removes that wall, and you can still invite the shopper to save their details after they pay. Returning customers value an account, but a new buyer wants to finish quickly, so let them.

Can I recover abandoned carts with email?

Yes, if you captured the email before the shopper left. An abandoned-cart email, sent within a few hours, reminds the shopper and often carries a small nudge like free shipping. It only works for logged-in shoppers or those who entered an email early in checkout, which is another reason to ask for it near the start.

Building a checkout that finishes the sale

Storming Solutions builds and maintains e-commerce websites for Malaysian businesses, and a checkout that people actually complete is the point of the whole build. We would rather fix the payment methods and the pricing surprises than add another banner.

Losing sales at the last step? Tell us where shoppers drop off on WhatsApp, or see what a store costs to build in our guide to e-commerce website cost in Malaysia, then talk to us about web development.