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Newsroom: Retail Deductions, Promotions, and Chargeback Recovery


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


Retail Compliance in 2026: New Rules, Less Grace
If 2025 felt like retailers were measuring everything, 2026 is when they start enforcing it with fewer humans in the loop.
The reason is simple: AI and automation spending is exploding. International Data Corporation (IDC) forecast that year-over-year spending on AI will grow 31.9% from 2025 to 2029, reaching $1.3 trillion by 2029, driven largely by agentic AI-enabled applications.
The HRG Team
Jan 283 min read


Q1 Trade Spend Reset: When Promos Get Audited by Machines
In the first quarter (Q1), promotions are enforced by systems, not people. Here’s how suppliers stop short pays, billback chaos, and trade spend leakage before it repeats all year.
Trade spend is one of the biggest checks you write all year.
And in Q1 (first quarter), it has a bad habit of turning into a second job—because the retailer’s system starts “auditing” your promotions for you.
Not with a person. With rules.
The HRG Team
Jan 264 min read


Retail Returns in 2026: The Supplier Cost Trap
Returns aren’t just a retailer's problem anymore. They’re a supplier profit problem.
And January is when you feel it.
The HRG Team
Jan 233 min read


Chargeback Season 2026: The Post-Holiday Profit Leak
You’re trying to close Q4. Retailers are resetting priorities. Customers are returning gifts, disputing charges, and testing policies. And suddenly your finance team is staring at a number that feels… unfair.
The HRG Team
Jan 213 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


Agentic Commerce: What Google’s UCP Means for Suppliers
Google announced the Universal Commerce Protocol (UCP) —an open standard designed to enable AI “agents” to communicate with retailers and commerce platforms throughout the purchase journey. And it didn’t show up alone. Google highlighted partnerships with Walmart, Shopify, and Target (among others), with the goal of letting customers complete purchases in Google Search and Gemini without hopping between apps and retailer sites. If you supply retail, here’s the simple take
The HRG Team
Jan 194 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


Q1 Trade Spend Triage: Stop Short Pays Before They Spread
Trade spend is supposed to buy growth. In Q1, it often buys you something else: confusion, short pays, and weeks of “Can you resend the backup?” If you’ve ever looked at a deduction and thought, “We already funded that promotion… why are we paying again?”—welcome to the club. Why this matters more than ever in 2026 Retail is entering 2026 with shoppers still seeking value. Retailers are leaning into deals, private label, and “dupes,” and they’re getting more aggressive about
The HRG Team
Jan 164 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


Retail AI in 2026: What Suppliers Must Fix First
Retailers didn’t just “add artificial intelligence (AI)” in 2025. They wired it into the parts of the business that decide what gets ordered, where it gets shipped, and how fast a supplier gets paid. That’s why AI feels different now. It’s not a feature. It’s the operating system. And here’s the part suppliers need to internalize: when retailers automate decisions, they also automate penalties . What used to be a one-off issue resolved by a helpful merchant or replenishment m
The HRG Team
Jan 144 min read


Walmart might be the big winner of the blocked Kroger–Albertsons merger
Discover how the blocked Kroger merger impacts the grocery landscape, with Walmart emerging as a key player. Explore the Kroger merger dynamics.
The HRG Team
Jan 126 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


Trade Promotion Proof Packets—Defend Your Trade Spend
White speech bubble with a cutout percentage symbol on a blue gradient background, casting a shadow, suggesting communication of value.
The HRG Team
Jan 93 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


Stop the Retail Deduction Leak: 2026 Supplier Playbook
You can have a strong sales year and still feel broke.
That usually means one thing: money is leaking out after the sale—through deductions, chargebacks, and short pays.
The HRG Team
Jan 74 min read


Nearshore, Reshore, Dual-Source: 2026 Retail Plan
If 2026 had a supply chain slogan, it would be: “Nice single-source you’ve got there. Hope nothing happens.”
Most suppliers don’t dual-source because it’s fun. They do it because retail punishments for inconsistency are real: out-of-stocks, missed promotions, and sometimes lost shelf space.
The HRG Team
Jan 52 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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