• Platform
        • PLATFORM

          AI-powered retail returns prevention

        • Platform Overview

          Unlock returns intelligence

          Capabilities

          See how Returnalyze works

          Setup & Onboarding

          Easy to set up, easy to use

          Use Cases

          Built for retail teams

        • Read case study ➜

  • Results
        • RESULTS

          Achieve more
          profitable growth


        • Profit Drivers

          Uncover hidden profit levers

          Value Plays

          Elevate cross-functional wins

          Measured Impact

          See what fixing returns is worth

          Customer Stories

          Validate the ROI

        • Read case study ➜

  • Resources
        • RESOURCES

          Better retail margins
          start here


        • Returnalyze Blog

          Find your next insight

          Newsroom

          Catch up on what's new

          Customer Stories

          Learn from top brands

          Briefs & Reports

          Get to know Returnalyze

        • Read case study ➜

  • Book a Meeting
  • Company
        • COMPANY

          Born from retail.
          Built for scale.


        • About Us

          Discover what sets us apart

          Leadership Team

          Meet the leaders driving change

          Investors & Advisors

          See who powers our growth

          Partners

          Explore our solution ecosystem

        • Read case study ➜

  • Solutions
        • SOLUTIONS

          Reduce returns where
          they hit the hardest


        • Apparel & Footwear

          High-returning styles

          Luxury Goods

          Expectation shortfalls

          Home & Living

          Color, scale and quality

          Consumer Electronics

          Feature gaps and compatibility

        • Read news release ➜

  • Sign In
  • Menu Menu

Busting 5 Common Returns Myths

June 30, 2023/by Returnalyze

Retailers take note—these five myths about returns can have a serious impact on your business.

It doesn’t really matter what a retail business is selling, it’s probably had its share of returns. That’s because returns happen. Sometimes a customer simply changes their mind or a product is damaged. Whatever the case, it’s probably fair to say that shoppers have been returning items just as long as they’ve been buying them.

So, as a business, you probably know all there is to know about returns. Right? Think again.

There are a shocking amount of misconceptions about returns. While some of these myths are simple oversights, a lack of understanding regarding returns data ultimately keeps these myths alive. At Returnalyze, we’ve analyzed the data and have the credibility to clarify these misconceptions.

Read on and discover five returns myths that every business should know about.

MYTH: Bracketing is Bad For Business

Bracketing is when a customer purchases multiple sizes and variations of an item, selects their favorites to keep, and then returns the rest to the retailer. This behavior ensures that a customer will receive their ideal product the first time, rather than returning a version that didn’t work and risk it being unavailable later.

While that may seem bad for business, we’ve found that its impact isn’t as damaging as you might think. Bracketing can even provide opportunities for increased net revenue. While consumers who bracket for sizing purposes are much less likely to keep multiple sizes of the same product, retailers often experience minimal returns from customers who bracket for color or style.

For example, when returns data identifies size bracketing, providing additional fit and sizing information can reduce those returns. Conversely, sometimes offering additional product variations can encourage customers to bracket for style and keep more than one item.

MYTH: Returns Are Only A Logistics Problem

Believing that returns are only a logistics problem isn’t just incorrect, it opens the door for net revenue losses. Yes, returned items can require additional labor, impact warehouse utilities, take up valuable warehouse space, etc. However, the impact that returns have on the customer experience and overall loyalty can’t be overstated.

For example, imagine that a garment has a high return rate. Yes, the increased returns will impact logistics, but if the issue isn’t resolved then the damage will quickly extend beyond logistics. Not only can it diminish the lifetime value of loyal customers, but it can damage a brand’s reputation and deter new shoppers as well. In addition, any marketing efforts that include that garment may see a decreased ROI.

 

MYTH: Returns Negatively Impact ALL Customers

Customers return products for a wide variety of reasons. Whether it’s an unwanted return (damaged item, size mismatch, product quality issue, etc.) or an acceptable return (customer changed their mind or didn’t like the product), each return transaction provides opportunities.

When a customer simply changes their mind about a product, making the return process easy creates a positive experience that can encourage loyalty. On the other hand, when a product has a high return rate because of a defect, solving the issue communicates to customers that their opinions matter and that a business is willing to act on those opinions.

Returns will always be part of retail. When businesses understand the different types of returns, whether acceptable or unwanted, they can use that information to increase customer lifetime value and net revenue.

MYTH: Customers Can Read Reviews So They Don’t Need A Size Guide

Surprisingly, retailers that offer clothing, apparel, and footwear often don’t include detailed sizing charts. While reviews can offer insight into fit and sizing, customer reviews can be vague or inconsistent. Ultimately, this can lead to higher returns and negative consumer experiences.

First, a lack of sizing information creates too many opportunities for incomplete transactions. While shoppers can and do read product reviews, having to dig through all of that information takes time. During that time, they could lose interest, become overwhelmed, decide to shop with a competitor, etc. In addition, having detailed sizing information makes it more likely that they’ll purchase the correct size during their first transaction.

So, along with speeding up the buying process, providing sizing information can create a better customer experience and promote loyalty.

MYTH: I Can’t Reduce A Return Rate That’s Already Low

While we understand the desire to work with certain benchmarks, it’s often more important for a business to pursue the full opportunity which would be better than an industry benchmark. Even small reductions in return rates can result in materially increased net profits and improved customer experience. By analyzing granular returns data, even low return rates can be further reduced and have a meaningful impact.

It’s also important to remember that there will always be high-returning items well above the overall benchmark that the business should act on. Looking at returns data will identify those pockets of opportunity where returns are high, even if the overall return rate is low.

Moreover, returns data can be used to generate predictive models to anticipate returns issues and work to prevent them before they turn into a much bigger problem. Both high return rates and low return rates provide valuable data that can be used to optimize and anticipate many aspects of a business’s operations.

Returns will always be part of retail. When businesses understand the different types of returns, whether acceptable or unwanted, they can use that information to increase customer lifetime value and net revenue.

 

Returnalyze | Use Returns Data to Improve Your Business

We don’t just measure returns. At Returnalyze, we help brands control their returns by expertly analyzing the data, identifying insights, and generating strategic solutions to improve multiple levels of their business.

Access to our Intelligent Dashboard allows our retail partners to track their returns and explore specific trends, outliers, impact, and so much more. Granular data of that nature is only as good as the experts that analyze it though. That’s why a partnership with Returnalyze comes with step-by-step guidance and analysis from our data experts.

If you’d like to see how our intelligent dashboard can help you take control of returns, schedule a demo or contact our team today.

https://www.returnalyze.com/wp-content/uploads/shutterstock_1994497226.jpg 800 1200 Returnalyze https://www.returnalyze.com/wp-content/uploads/returnalyze-logo-updated-blackbg.svg Returnalyze2023-06-30 09:00:002026-08-26 11:54:22Busting 5 Common Returns Myths

Archives

  • August 2026
  • June 2026
  • May 2026
  • April 2026
  • March 2026
  • February 2026
  • January 2026
  • December 2025
  • September 2025
  • July 2025
  • June 2025
  • March 2025
  • December 2024
  • November 2024
  • May 2024
  • April 2024
  • March 2024
  • February 2024
  • January 2024
  • December 2023
  • November 2023
  • October 2023
  • September 2023
  • August 2023
  • July 2023
  • June 2023
  • May 2023
  • April 2023
  • March 2023
  • February 2023
  • January 2023

Leading AI-Powered Returns
Prevention Platform for Retail

Platform

Product Overview
Setup & Onboarding

Capabilities

Unified Data
Root-Cause Analysis
Customer Behavior
Automated Actions
Closed-Loop Tracking
Chat AI Analytics
Retail Benchmarks

Results

Profit Drivers
Measured Impact

Value Plays

Growth Strategy
Operations
Merchandising
Product Development
eCommerce
Customer Experience
Finance

Company

About Us
Leadership Team
Investors & Advisors
Partners
Careers

Resources

Returnalyze Blog
Newsroom
Customer Stories
Briefs & Reports

Solutions

Apparel & Footwear
Luxury Goods
Home & Living
Consumer Electronics

Contact Us

Book a Meeting
Get Support

© 2026 Returnalyze, Inc. All Rights Reserved. Privacy Policy.

Link to: 5 Ways Returns Data Improve Inventory Management Link to: 5 Ways Returns Data Improve Inventory Management 5 Ways Returns Data Improve Inventory Management Link to: Understanding Acceptable Returns vs. Unwanted Returns Link to: Understanding Acceptable Returns vs. Unwanted Returns Understanding Acceptable Returns vs. Unwanted Returns
Scroll to top Scroll to top Scroll to top