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Newsroom: Retail Deductions, Promotions, and Chargeback Recovery


Excessive Defectives: The Returns Tax on Margin
You know the feeling: sales look healthy, shelves are full, and yet the cash line keeps getting nibbled to death by deductions.
Excessive defectives are one of the sneakiest nibblers.
Because it sounds like an operational issue—damaged goods, returns, reclamation, the messy stuff that happens after the sale. And yes, some of it is real. But a surprising amount of it is mis-coded, duplicated, out-of-window, or simply not yours to pay.
The HRG Team
10 hours ago3 min read


Markdown Math: Who Pays When Inventory Clears?
Markdowns feel simple in the store: price goes down, product sells through.
But financially? Markdowns can turn into a messy conversation about who funds the margin gap—and whether the claim you received matches what you actually agreed to.
The HRG Team
3 days ago3 min read


Promotional Allowance Proof: Win the Post-Promo Audit
McKinsey reports that consumer packaged goods (CPG) companies invest about 20% of revenue in trade promotions, and that a large share of promotions fail to generate profit (their article cites research indicating 59% lost money globally and 72% in the United States). So when a promotional allowance is misapplied, duplicated, or “missing documentation” later appears as a deduction… it’s not a rounding error. It’s your margin getting billed twice.
The HRG Team
5 days ago3 min read


Excessive Defectives Reset: Stop the Rate Hike
If you’ve ever seen an “excessive defectives” fee and thought, Wait… since when are we paying a subscription for returns? — You’re not alone.
The HRG Team
Feb 163 min read


Surviving Retail Compliance Fragmentation
Retail compliance used to feel like a binder on a shelf.
Now it’s more like a moving target—with three versions.
A routing guide gets updated. A portal rule changes. Someone forwards an email amendment. Your third-party logistics provider (3PL) has a checklist that’s nearly identical. Meanwhile, your warehouse is just trying to ship clean, on time, every day.
The HRG Team
Feb 133 min read


Defectives Audit Playbook: Win Back What’s Yours
“Excessive defectives” fees have a way of showing up like a tax.
Not because your product suddenly got worse overnight—but because returns, handling, and attribution get messy after peak season. And February is when the mess hardens into numbers that hit your remittance.
The HRG Team
Feb 93 min read


The February Reconciliation: Deductions Hiding in AP
February can feel… quieter. No holiday promo chaos. No year-end close panic. Just a brief window where you can finally look up. And that’s exactly when a lot of suppliers discover the problem: deductions have been stacking up in the background, hiding in offsets, short pays, and messy remittance detail. One industry paper from the Return Value Chain Federation (RVCF) put it bluntly: depending on the industry, customer deductions can reach 5%–15% of revenue, and even “typical”
The HRG Team
Feb 63 min read


Tariff Whiplash: Stop Pricing Deductions Fast
Tariffs don’t just change costs.
They change deductions.
Because the moment your costs move, you’re in a race between reality and the retailer’s system.
The HRG Team
Feb 43 min read


February Chargebacks: Why Disputes Spike Now
February is when the holiday glow fades… and the math gets loud.
You shipped hard in November and December. Sales looked great. Then the “after” shows up: returns, refunds, disputes, and retailer chargebacks that quietly claw back cash when everyone’s already sprinting into the new year.
The HRG Team
Feb 23 min read


The Proof Standard Is Rising—AI Return Fraud Filters and You
Last year, you could win a dispute with a decent note and a screenshot.
This year, that same package gets denied because it’s missing the lot code, the timestamp, the condition photo, and the proof of delivery.
It feels personal.
It’s not.
The HRG Team
Jan 303 min read


The Double-Dip Deduction Trap—When Debits Hit Twice
There are deductions you disagree with.
And then there are deductions you shouldn’t even be looking at—because you already dealt with them.
The HRG Team
Jan 283 min read


Markdown Season—When Clearance Hits Your Deductions
January is when retailers try to get their house back in order.
They’ve got seasonal inventory to clear, new sets to build, and demand that usually cools off after December. One study found retail spending drops an average 22.4% between December and January.
The HRG Team
Jan 283 min read


Q1 Reconciliation—Promos, Pricing, Surprise Debit
Q1 is the quarter where everyone asks the same question: “Did we actually make money on that holiday volume?” Because the truth usually arrives late—through promotional billbacks, pricing deductions, and post-audit debits that land weeks (or months) after the product shipped. NRF’s Retail Monitor data showed 2025 holiday sales (Nov. 1–Dec. 31) grew 4.1% . That’s a lot of invoices, a lot of promotions, and a lot of opportunities for the math to drift. And drift is exactly how
The HRG Team
Jan 213 min read


Q1 Returns—Stop “Defective” Deductions
Learn how to tackle defective deductions in Q1 returns. Stop losing money to defective deductions with our expert guidance and boost your margins.
The HRG Team
Jan 193 min read


The 6 post-holiday e-commerce disputes that hit suppliers hardest
1) Split-shipment confusion Holiday fulfillment is messy. Partial shipments are common. The dispute comes when the customer (or retailer’s system) treats “partial” as “missing.” What to save: shipment IDs, carton tracking, carrier scans by package, and timestamps showing each leg of fulfillment. 2) “Porch claims” and delivery disputes Package says “delivered.” Customer says “never received.” Retailers increasingly push for faster resolutions to protect customer experience—th
The HRG Team
Jan 163 min read


Q1 2026 Supply Chain Risk: Freight, AI, Deductions
Explore the intricacies of Q1 2026 Supply Chain Risk: Freight, AI, and Deductions. Learn how deductions impact your business strategy.
The HRG Team
Jan 163 min read


2026 Grocery Deduction Hotspots: Shortages & Unsaleables
Discover the 2026 Grocery Deduction Hotspots! Learn how shortages and unsaleables impact profits and how to tackle grocery deduction challenges.
The HRG Team
Jan 144 min read


Tariffs Up, Margins Down: Fix Promo Deductions
Discover how to tackle promo deductions effectively and prevent margin leaks. Learn strategies to manage promo deductions in a tariff-heavy economy.
The HRG Team
Jan 124 min read


Year-End Close—Stop Writing Off Good Money
The first two weeks of January are when finance teams do something heroic.
They take a year of real-world chaos—short shipments, pricing updates, promotions, returns, compliance issues—and force it into clean financial statements.
The HRG Team
Jan 73 min read


January Returns Surge—Where Deductions Hide
If you sell into retail, January is when the “customer experience” turns into a finance problem.
Returns are the obvious headline. But the sneakier issue is what rides along with returns: disputes, claims, and deductions that show up weeks later on the remittance—often coded in ways that make them hard to validate quickly.
The HRG Team
Jan 53 min read
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