When Big Data Misses the Human: The Fall of Bed Bath & Beyond

For decades, stepping into a Bed Bath & Beyond was a familiar retail rite of passage—from college students packing up blue IKEA totes to newly married couples building their registries, millions of shoppers relied on those iconic big-blue stores to outfit their homes. But after dominating the home goods category for nearly half a century, the retailer struggled to maintain its market position and ultimately filed for bankruptcy. In this case study, we examine Bed Bath & Beyond’s decline and explore how leadership’s reliance on competitor playbooks over qualitative customer research likely contributed to the outcome, alongside pandemic-era supply chain problems and heavy debt.

The Situation

By 2019, Bed Bath & Beyond was losing ground. While the retailer once operated roughly 1,000 stores and generated more than $12 billion in annual revenue at its peak, it lagged in e-commerce infrastructure. At the same time, digital rivals like Amazon and big-box competitors like Target and Walmart continued to capture market share. From fiscal 2017 to fiscal 2019, annual sales fell by roughly $1.2 billion, comparable sales declined 6.8% in fiscal 2019, and the company posted net losses of $137 million and $614 million in fiscal 2018 and 2019. Facing pressure from activist investors, the board pushed out long-time CEO Steven Temares in 2019 and hired former Target executive Mark Tritton, who took over in the fall, to execute a corporate turnaround.

The Insight Work

Under new leadership, the company initiated a multi-billion-dollar corporate transformation that, based on public statements and industry reporting, leaned heavily on macro retail market data, internal financial tracking, and customer survey results. Four areas appear to have been central:

• Category-Level Margins: Company commentary indicated that private-label store brands carried meaningfully higher gross margins than national brand-name products such as KitchenAid or Cuisinart, and management set a goal of lifting overall gross margin from about 35% in fiscal 2021 to more than 38% by 2023.

  
  

• Competitor Merchandising Models: Private-label merchandise accounted for roughly one-third of Target’s sales, compared with about 10% at Bed Bath & Beyond when Tritton arrived. That gap established a benchmark for owned-brand performance among retail peers and a target for the new strategy.

  
  

• Consumer Survey Data: In 2020, the company surveyed more than 15,000 customers and combined the results with point-of-sale analytics, finding, for example, that 35% of customers bought only one item or category. A separate 2020 survey behind its “Home, Happier” campaign found that 69% of Americans said their home affects their overall happiness. The study also profiled five shopper types for future strategies.

  
  

• Promotional Discount Costs: Management viewed the 20% off paper mailer as an expensive promotional habit, called a share of its promotions “ineffective,” and said it would mail coupons less often.

  
  

While the company did conduct customer surveys and segmentation work, the publicly visible research leaned toward quantitative data on product margins, competitor benchmarks, and category trends. It does not appear that the work explored the deeper customer motivations, brand preferences, or emotional connections consumers had with the Bed Bath & Beyond experience—potentially leaving critical gaps in understanding how core shoppers would react to major operational changes.

The Action Plan

Based on their quantitative findings and success models from rival retailers, leadership moved quickly on a series of operational changes (one retail analyst later said Tritton “tried too much too fast”):

• Replacing National Brands with In-House Labels: To increase profit margins, the company cut thousands of national-brand SKUs to make room for owned brands, and introduced a wave of new private-label store brands (more than 10 were planned over 18 months; roughly nine launched).

  
  

• Scaling Back Couponing: Management viewed the 20% off paper mailer coupons as a significant hit to profitability and began phasing them out. Tritton later conceded the cutback had been “too severe” and said the company would rebalance.

  
  

• Streamlining the Store Layout: The company began removing floor-to-ceiling product towers and aisle clutter to give stores a more open, minimalist look, with a plan to remodel roughly 450 of its highest-volume stores.

  
  

• Centralizing Inventory Decisions: Merchandising decisions were increasingly centralized at corporate headquarters, narrowing store managers’ latitude to stock regionally preferred items.

  
  

The Results

This implementation plan was followed by a sharp drop in performance and market share:

• Sales Decline: Annual revenue dropped from roughly $12 billion at its peak ($12.35 billion in FY2017) to $9.23 billion in FY2020, $7.87 billion in FY2021, and $5.34 billion in FY2022, before sales collapsed further during store liquidations.

  
  

• Cash Flow Constraints: By late 2022, store closures, severe supply chain bottlenecks (out-of-stocks cost the company about $175 million in sales in one holiday quarter), and declining foot traffic led to accelerating quarterly losses, with comparable-store sales down nearly 30% for fiscal 2022 as a whole.

  
  

• Bankruptcy Filing: In April 2023, Bed Bath & Beyond filed for Chapter 11 bankruptcy and liquidated its physical store locations.

The Brand Lives On: The brand’s intellectual property and digital assets were acquired out of bankruptcy by Overstock.com for $21.5 million. Overstock renamed itself Beyond, Inc. in 2023 and, in August 2025, renamed the parent company Bed Bath & Beyond, Inc. The original store fleet was permanently closed, but the name has since returned to a small physical footprint through a partnership with Kirkland’s (now The Brand House Collective), which has begun converting stores to “Bed Bath & Beyond Home” locations.

The Insight Gap

Had leadership coupled their quantitative data with qualitative research methods—such as shop-alongs, observational studies, and customer interviews—they could have explored critical nuances behind why consumers chose Bed Bath & Beyond. Well-designed research might have uncovered key operational insights:

• Evaluating the "Treasure Hunt" Experience: Observing shoppers navigating store aisles might have revealed that many core customers actually valued the dense product selection and high shelves. For many, the visual variety could have created a sense of discovery that encouraged browsing.

  • The potential benefit: Leadership could have updated store layouts to feel cleaner without removing the product density that may have driven foot traffic and extended browsing times.

    
    

• Understanding Brand Trust in Key Categories: Conducting brand-sorting exercises might have shown that consumers relied heavily on recognized national brand names for quality reassurance on functional items like cookware and small appliances.

  • The potential benefit: Teams could have implemented a balanced merchandising strategy that introduced private-label options in lower-risk categories (like sheets or towels) while preserving trusted national brands in high-stakes categories.

    
    

• Examining the Role of Promotions: Studying the customer journey around the 20% mailer might have highlighted its role beyond simple cost savings—it could have served as a psychological incentive that encouraged discretionary spending.

  • The potential benefit: Management could have transitioned paper coupons into a digital loyalty program, preserving customer engagement while capturing shopper data and managing promotional costs.

    
    

Could all of this have saved Bed Bath & Beyond? Who knows. But it would certainly have provided another layer of decision-making tools.

Takeaways for Leaders

The trajectory of Bed Bath & Beyond highlights a key consideration for business leaders across industries: quantitative market data indicates what is occurring in a category, but qualitative insight helps explain why.

A strategy that proves effective for one retailer cannot simply be applied to another without understanding the specific drivers of the existing customer base. Financial modeling and competitor frameworks offer valuable benchmark data, but direct qualitative research provides the context necessary to modernize operations without alienating loyal customers