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Index/AI & Data/The Ecommerce Toolbox: AI in Retail
The Ecommerce Toolbox: AI in Retail artwork

How B2B ecommerce fails when you ignore the field

The Ecommerce Toolbox: AI in Retail · 2026-02-25 · 20 min

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Topics in this episode

Customer experienceNoibuecommerceecommerce tooltraditional ecommerce metrics

Episode notes

B2B ecommerce is more complex than B2C with bigger baskets sizes. In this episode of the Ecommerce Toolbox: Expert Perspectives, Anna Lazzarini, Director of Customer Experience and Analytics at White Cap, shares what customer experience actually means in high-stakes industries like construction supply. In B2B contexts, the consequence of failure isn’t an abandoned cart, it could mean a delayed job site. The conversation dives into the complexity of measuring experience in B2B environments. From account-level order frequency to order fill rate, Anna explains why traditional ecommerce metrics often miss what matters most. One of the standout discussions centers on translating vague customer complaints into actionable improvements. When customers say “your search sucks,” they’re not giving you query-level analysis. They’re expressing friction. The episode also explores omnichannel challenges, particularly around pricing integrity. Finally, Anna discusses analytics governance in enterprise environments. Too many definitions of the same metric erode credibility. In her words, analytics can feel like the Wild West unless you define a single source of truth.

Related episodes across the Index

Other episodes covering the same guests and topics, from across The B2B Podcast Index.

  • What 10 Years in Ecommerce Teaches You About Agencies, Ads & Scaling (w/ Ben Dickshinski)Ecommerce Growth Map Podcast · on ecommerce86 / 100
  • You Can Increase Profits & Enjoy Your Work More, with Andy ClarkBuilding your LeaderBrand · on Customer experience83 / 100
  • Achieving CX Excellence: An Ongoing Journey with Ankur AgrawalHumans of CX · on Customer experience82 / 100
  • OLLY Agentic Commerce Optimization: MarTech & Digital Compliance Director Jennifer Peters On Building an AI Foundation the Right WayRetailgentic · on ecommerce79 / 100
  • Managed Services: The Engine Powering B2B LoyaltyBeyond the Transaction · on Customer experience76 / 100
  • Ep.19- From Sales Engineer to VP: How to Builds Teams People Actually Want to Come Back To w/ Tamir VerthimPre-Sales Unplugged: Leadership Playbook · on Customer experience75 / 100

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