← All Case Studies

Improving Purchase Efficiency for Returning Customers

M

Overview

An e-commerce brand wanted to improve the purchase journey for returning customers and reduce friction between the cart and checkout stages

The existing experience required users to make additional decisions before progressing, which created unnecessary friction at a high-intent stage of the customer journey

Mersad reviewed the cart experience, user flow, purchase behavior, and checkout progression to identify opportunities to make the next action clearer and easier to complete

The Challenge

Returning customers already had familiarity with the brand and products, but the cart experience did not fully support a fast and confident purchase decision

At this stage, even small usability issues can interrupt momentum and reduce the number of users who continue toward checkout

The main challenge was to improve purchase efficiency without adding more content, distractions, or unnecessary promotional pressure

Research and Observation

The analysis focused on:

  • Returning customer behavior
  • Cart-to-checkout progression
  • Purchase conversion rate
  • Average order value
  • Clarity of the primary checkout action
  • Decision friction inside the cart
  • Visibility of key reassurance information

The opportunity was not simply to increase clicks, but to make the checkout decision clearer for users who were already close to purchasing

Hypothesis

Because returning customers demonstrated strong purchase intent but faced friction before checkout, we believed that creating a more focused cart experience and making the next action clearer would improve purchase conversion and average order value

We would know this was true if the variation increased purchases without negatively affecting order value or checkout completion

The Experiment

The test introduced a more focused cart experience designed to:

  • Reduce decision friction
  • Improve the visual priority of the checkout action
  • Make the next step easier to understand
  • Support returning users who were already familiar with the brand
  • Keep the path to purchase clear and direct

The experiment ran for 11 days and focused specifically on returning customers

Results

The winning variation achieved:

  • 17.06% uplift in purchases
  • 7.47% uplift in average order value
  • 11-day experiment runtime

The result showed that improving clarity at the cart stage affected both conversion efficiency and the commercial value of each order

Business Impact

The uplift was not limited to more users completing a purchase

The increase in average order value indicated that the new experience supported stronger purchase outcomes without relying only on discounts or aggressive incentives

This meant the optimization improved both:

  • Purchase volume
  • Revenue efficiency per transaction

Key Learning

High-intent users do not always need more persuasion

In many cases, they need fewer distractions, clearer actions, and a smoother path between cart and checkout

For returning customers in particular, reducing friction can create meaningful improvements because these users often arrive with stronger brand familiarity and purchase intent

Conclusion

The experiment demonstrated how a focused cart and checkout experience can improve both purchase conversion and average order value

Rather than redesigning the entire customer journey, the optimization targeted a specific high-impact stage and translated a usability improvement into measurable commercial results

Improve Your Cart and Checkout Performance

Mersad helps e-commerce brands identify revenue leakage, reduce customer friction, and improve purchase efficiency through data, UX research, and experimentation

Ready to identify your next growth opportunity?

Turn more traffic into profitable growth.

Book a Growth Call
Start a growth conversation

Choose the fastest way to start

Choose the most convenient way to connect with Mersad