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Retail Revenue Insights
Expert guidance for retail suppliers navigating deductions, compliance, recovery and the issues that quietly erode profitability.
Understand the issue. Identify the pattern. Protect the revenue.






Retail Deductions Are Not a Walmart Problem
Walmart deductions get attention because the volume is obvious.
The portal is active. The dollars are visible. The chargeback codes are familiar. If you are a Consumer Packaged Goods supplier doing meaningful business with Walmart, it is easy to believe that Walmart is the deduction problem.
But that is usually not the whole story.
Jon Allen
May 188 min read


Retail Shelf Changes Can Trigger Costly Chargebacks
Retail resets are more than just tweaks to shelf displays.
They can also lead to problems with deduction.
However, these deduction risks often get overlooked.
When retailers change shelf sets, update modulars, add new products, discontinue slow sellers, adjust pack sizes, or use new distribution channels, suppliers are more likely to make mistakes. These mistakes often result in deductions.
Jon Allen
May 84 min read




Is Kroger’s New Playbook Creating New Supplier Pressure?
Kroger’s e-commerce story just got a lot more interesting.
Jon Allen
Mar 204 min read


Kroger’s New CEO: What Shoppers & Suppliers Should Expect
On Feb. 9, 2026, Kroger appointed Greg Foran as CEO—effective immediately—ending an unusually long stretch of interim leadership after Rodney McMullen’s exit in 2025.
And this isn’t business as usual for Kroger.
Foran is widely described as Kroger’s first external CEO hire. That matters because it signals the board doesn’t just want stability. It wants a reset.
Jon Allen
Feb 255 min read
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