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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.


Freight Claims Are Often the Final Clue in a Much Longer Story
A freight claim shows up after your shipment leaves your facility, moves through the carrier, arrives at the retailer, and goes through receiving.
By the time your team sees the deduction, the actual event has already happened.
The paperwork might list reasons like damaged, late, missing, refused, or noncompliant.
But it usually does not show where responsibility shifted or where things went wrong.
So, a freight claim is more than just a charge.
It is the last clue in a
Jon Allen
Sep 165 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


Your Retail Deductions May Be Pointing Toward a Bigger Problem
The issue causing the most uncertainty might not be the one costing you the most right now.
A shortage deduction arrives, and the finance team begins researching the claim.
A pricing deduction appears, and the sales team checks the promotional agreement.
Markdown funding increases, and the account team attempts to determine what happened at the store level.
An OTIF charge is issued, and supply chain reviews the shipment.
Each department focuses on its own responsibilitie
Jon Allen
Sep 93 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



Jon Allen,
Aug 282 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 118 min read



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Aug 105 min read







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Jul 295 min read



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Jul 245 min read



Jon Allen,
Jul 245 min read



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Jul 225 min read


Jon Allen
Jul 205 min read


Tariffs Are Changing Again. Suppliers Need a Deduction Plan Before the Next Cost Shock.
Tariffs are back at the center of supplier planning, and CPG companies should not treat them as a problem limited to landed cost. Tariffs can affect pricing, inventory timing, retailer negotiations, cash flow, promotional planning, and deduction exposure. When costs change quickly, the risk is not only that margin gets squeezed. The risk is that operational disruption creates new claims after the sale.
Jon Allen
Jul 175 min read


Are Your Retail Deductions Being Approved Before Your Team Ever Reviews Them?
Retail compliance is changing. For years, suppliers could think of compliance as a set of retailer rules managed through routing guides, vendor manuals, transportation requirements, packaging standards, appointment windows, purchase orders, invoices, and dispute portals. Those rules still matter, but the way retailers and their partners enforce them is becoming faster, more automated, and less forgiving.

Jon Allen,
Jul 154 min read


Private Label Is Growing. Supplier Margins Are Shrinking. Retail Deductions Make It Worse.
Private label is no longer just the cheaper alternative next to national brands. Now, it drives growth for retailers, which means CPG suppliers have to work harder to protect their margins.
Jon Allen
Jul 133 min read




Jon Allen
Jul 85 min read
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