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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.


When Rollback Deductions Continue After the Price Returns to Normal
The rollback ended weeks ago.
The shelf price is back to normal, promotional reports are done, and your sales team is already focused on the next event. Still, deductions keep coming in.
At first, these might seem like normal timing delays. Retailer activity often does not match up exactly with a supplier’s schedule, so some lag is normal.
If rollback deductions keep coming after the expected settlement period, it could mean something is still unresolved.
Jon Allen
Sep 144 min read


You Recovered the Retail Deduction. Why Did It Come Back?
Getting back money from an unauthorized deduction should feel like a win.
Your team gathered the right paperwork, challenged the claim, and got the money back for the business. The dispute is closed, the recovery shows up on a future payment, and everyone moves on to the next task.
Then the deduction comes back.

Jon Allen,
Sep 117 min read


When Retail Deductions Pull Your Team in Different Directions, Where Do You Start?
Man in a dress shirt, vest, and tie crosses his arms and points both index fingers outward against a gray background.

Jon Allen,
Aug 314 min read


Excessive Defectives Might Point to A Problem Unrelated to Your Product
A defective claim shows up in your deduction queue.
The retailer marks the product as damaged, unsaleable, or not fit for sale. The amount might seem too small to worry about, so your team checks the basics, assigns the claim, and moves on.
Then another claim arrives.
And another.
Soon, defectives just become part of doing business. But the claim code only shows how the retailer labeled the loss. It doesn’t always explain why it happened.
Jon Allen
Aug 174 min read



Jon Allen,
Aug 146 min read


Jon Allen
Aug 118 min read






Jon Allen
Jul 205 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


Walmart’s New CEO John Furner: What Shoppers and Suppliers Should Expect
Walmart didn’t pick John Furner to “hold the line.” They picked him to press the advantage—and to do it in a very Walmart way: operator-first, merchant-minded, and increasingly platform-powered.
Jon Allen
Mar 24 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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