Structural Pricing Recovery — Walmart eCommerce
Discovering the business had never modelled what a delivery actually cost.
Reading time: approximately 1 min
The Situation
[FILL: Describe the decade-old flat-fee model and what structural problem it caused at scale.]
How I Found the Problem
[FILL: How did you discover the pricing gap? What data, analysis, or signals revealed it?]
The Real Problem
The business had a structural pricing loss baked into every order — no one had modelled what a delivery actually cost.
Options Considered
[FILL: List 2–3 pricing model options you considered. For each: the structure, the trade-off, and why you accepted or rejected it.]
What We Shipped
[FILL: Describe the tiered surcharge model (weight × region × membership tier). State your hypothesis, success metric, kill criterion, A/B test design, and phased rollout approach.]
What Moved
+$20M contribution margin and +$41M GMV in Q1. $62M structural recovery annualised. Now the production pricing model for US eCommerce.
What I'd Do Differently
[FILL: What would you do differently? What surprised you during rollout?]