Every month, pet CPG brands pay retailers and distributors for deductions that were never valid. Shortage claims where the product was actually delivered. Compliance chargebacks with no backup. Promotional deductions taken at the wrong rate. For brands selling across multiple retail accounts, this compounds into significant CPG margin leakage that quietly drains EBITDA month over month.
Most of these go undisputed, not because brands agree with them, but because the process of fighting them is slow and the deadlines move fast. Here's what's actually driving the problem and how to get that money back.
TLDR:
- Retail Value Chain Federation (RVCF) research puts the rate of invalid shortage deductions at 60 to 70% across mid-market CPG brands, meaning pet brands are writing off recoverable revenue by default.
- Pet CPG brands face a heavier deduction load than most categories due to compliance demands, UNFI and KeHE routing layers, and complex promotional programs — and, for fresh, frozen, and refrigerated SKUs, cold chain requirements on top of that.
- KeHE's 180-day window sounds generous, but the hard enforcement rolled out since late 2025 removes the dispute option entirely once it expires, with no override — so older claims can no longer be recovered.
- A $500 write-off threshold across 200 monthly deductions adds up to tens of thousands of dollars left on the table every year.
- Glimpse handles the full deduction cycle for pet CPG brands across PetSmart, KeHE, and UNFI — with Chewy and Petco in active development — filing disputes before deadlines and delivering an average 2.5% revenue lift.
What Retail Deductions Are for Pet CPG Brands
Retail deductions are charges that retailers and distributors take directly out of your invoices before paying you. Instead of paying the full amount, a buyer like Petco, PetSmart, or a distributor like UNFI sends a short payment and attaches a reason code explaining the difference.
For pet CPG brands, these deductions fall into a few recurring categories:
- Promotional deductions cover trade spend that was planned, like off-invoice discounts, temporary price reductions, or co-op advertising fees. These should match what you agreed to.
- Shortage deductions occur when a retailer claims they received fewer units than what was invoiced, and they deduct the cost of the missing product.
- Compliance deductions are fees charged when a shipment doesn't meet a retailer's routing, labeling, or EDI requirements. They vary widely by retailer and are frequently disputed.
- Pricing deductions happen when there's a mismatch between what the retailer has on file and what you billed, often tied to outdated pricing records on either side.
The problem is that not all of these deductions are valid. Retailers make mistakes, systems get out of sync, and compliance chargebacks sometimes get issued without clear backup documentation. For pet brands with thin margins and growing CPG margin leakage across a retail footprint, even a modest deduction error rate across dozens of SKUs and multiple retail accounts adds up fast.
The Main Types of Deductions Pet Brands Face
Pet CPG brands tend to see the same categories of deductions show up repeatedly across retailers like Walmart, Target, Kroger, and their distributors at UNFI and KeHE.
Promotional and Trade Deductions
These include off-invoice discounts, scan-based promotions, and TPR deductions. Retailers frequently take more than what was agreed, apply incorrect rates, or deduct for promotions that were never authorized. Every over-taken promotional deduction is recoverable revenue, not an overhead line to absorb.
Shortage Deductions
Retailers claim they received fewer units than were invoiced. RVCF research on reducing retail deductions (Feb. 2023) puts the rate of invalid shortage deductions at 60 to 70% across mid-market CPG brands, meaning product was shipped and received but the claim went unchallenged. Glimpse's work with Evermark confirmed the same pattern when auditing millions in shortage deductions.
Compliance Deductions
These come from alleged violations of routing guides, labeling requirements, and fill rate minimums. Pet SKUs with specific packaging requirements or weight variations are especially prone to compliance chargebacks.
Pricing Deductions
Taken when a retailer's internal system reflects a different price than the invoice. These often trace back to unupdated price files on the retailer's side, not actual pricing errors by the brand.
Each category has its own dispute requirements, backup documentation, and deadlines. Missing a single deadline permanently forfeits your right to recover that deduction, regardless of whether it was valid.
Why Pet CPG Brands Face a Heavier Deduction Burden
Pet CPG brands carry a heavier deduction load than most categories, and the reasons are structural. Strict retailer compliance requirements, complex promotional programs, and multi-layered distributor routing generate deduction types at a volume many shelf-stable categories rarely see. For fresh, frozen, and refrigerated pet SKUs, perishability and cold chain add another whole layer of exposure that dry-food and treat brands don't face.
Retailers like Walmart, Target, and Chewy have built compliance programs centered on food safety and freshness standards. For temperature-controlled product, miss a temperature log, ship outside a receiving window, or fail a labeling audit and you're looking at a compliance chargeback before the product even sells.
A few factors compound the problem for pet CPG in particular:
- Distributor routing through UNFI and KeHE adds reconciliation layers that brands with simpler supply chains don't deal with, creating more shortage and freight charge exposure at each handoff. KeHE's hard enforcement of its 180-day dispute deadline since late 2025 adds another layer of urgency — see KeHE's new dispute policy for the full breakdown.
- Seasonal demand spikes around pet adoption cycles and holiday gifting create fulfillment pressure that drives up short-ship rates, which retailers translate directly into deductions.
- Premium and functional pet food SKUs often carry complex promotional programs with tiered pricing, which increases the rate of pricing and promotional deductions when backup documentation doesn't align.
The result is a deduction mix that is both higher in volume and harder to dispute without solid operational data tied to each claim.
How Chewy's Chargeback Program Works
Chewy operates one of the more structured chargeback programs in pet retail, and understanding its mechanics is the first step to disputing effectively.
Chargebacks at Chewy fall into a few recurring categories: shortage claims (where Chewy says they received fewer units than invoiced), compliance violations (labeling, packaging, or routing requirements not met), and pricing discrepancies. Each type follows its own dispute path, and mixing them up is a fast way to lose a valid claim.
Chewy's EDI compliance requirements, including ASN timing, carton weight limits, and invoice matching, are among the most codified in pet retail.
Dispute Windows and Documentation
Chewy enforces dispute deadlines that typically run 30 to 60 days from the deduction posting date depending on claim type — verify your specific deadline in the Chewy vendor portal, as the window varies by claim category. Miss the window and the deduction becomes permanent, regardless of whether it was valid. There is no appeal after the deadline expires.
To dispute successfully, you generally need:
- The original purchase order and invoice matching the deducted shipment
- Proof of delivery (carrier confirmation, signed BOL) for shortage claims
- Routing confirmation or carrier compliance records for logistics chargebacks
- A written dispute letter referencing Chewy's specific deduction code
Where Pet Brands Lose Ground
Most pet CPG brands lose disputes not because their claims are wrong, but because the backup documentation arrives late or incomplete. Chewy's vendor portal moves fast, and manual processes rarely keep pace. A shortage claim still sitting in someone's inbox as the window closes is revenue you are not getting back.
PetSmart, Petco, and Distributor Deductions
Pet CPG brands face a distinct mix of deduction types depending on whether they sell direct to retailers like PetSmart and Petco or through distributors like UNFI and KeHE.
At the retail level, PetSmart and Petco issue deductions for promotions, markdowns, compliance chargebacks, and shortages. Promotional deductions are often taken even when trade terms weren't met, and shortage claims frequently lack any backup documentation to verify them.
Distributor deductions carry their own complications. UNFI and KeHE bundle multiple charge types into a single deduction line, making it harder to identify which portion is valid. Both enforce strict dispute deadlines, and KeHE's tightened enforcement since late 2025 has been removing the dispute option entirely for deductions past their window.
Here is a breakdown of where pet CPG deductions typically originate:
Every one of these sources generates recoverable revenue if disputed correctly and on time.
Spoilage and Expiration Claims in Pet Food
Fresh, frozen, and refrigerated pet food is one of the highest-risk categories for spoilage and expiration deductions. Retailers and distributors pull product from shelves when it approaches or passes its best-by date, then charge the brand for the remaining inventory value. Often, they provide no expiration date photos, lot codes, or receiving records to substantiate the claim.
Temperature-controlled pet food shares shelf-life documentation requirements with human food, which means disputes require the same level of traceability: expiration date photos, lot codes tied to specific shipments, and temperature logs showing the cold chain was maintained throughout transit and storage. Without those records, the charge sticks regardless of whether the product was rotated correctly or received outside its handling window.
The most common grounds for disputing these deductions are improper rotation by the retailer, inadequate refrigeration at the distribution center, or receiving errors that resulted in short-dated product being accepted and later claimed as spoilage. To dispute, provide temperature logs showing DC handling failure, signed receiving records with date stamps, and lot codes tied to the specific shipment.
Chewy's fulfillment guide also sets documented carton weight limits and specific pallet and packaging requirements. When product is damaged because it was handled outside those documented limits, that handling failure is grounds to push the resulting damage or expiration claim back onto the retailer rather than absorb it.
For pet CPG brands, the window to contest these deductions is short and the documentation requirements are strict. Claims cluster after high-velocity promotional periods, when inventory rotation is fastest and handling errors are most likely to occur.
The Documentation That Decides Whether You Win or Lose a Dispute
Winning a dispute comes down to what you can prove, and proof lives in your documentation. Retailers and distributors won't reverse a deduction based on your word alone.
For shortage deductions, the key documents are the bill of lading, the signed proof of delivery, and the packing slip. If any of these conflict with what the retailer claims was short-shipped, you have a dispute worth filing.
For promotional deductions, you need the original trade deal terms, the promotion authorization, and any post-event sales data showing the promotion ran as agreed. Those three documents are all you need to dispute a wrongly taken promotional deduction.
Where Brands Most Often Lose Ground
- Bill of lading is missing or only partially available, leaving no way to verify the shipment quantity against what the retailer deducted.
- Trade deal documentation is stored in email threads or spreadsheets instead of a central record, so matching deductions to authorizations takes hours per claim.
- Proof of delivery is unsigned or routed through a third-party logistics provider who takes days to respond, causing brands to miss the dispute window entirely.
Most retailers give you 30 to 90 days to dispute a deduction. If your documentation is not organized and accessible before the clock runs out, the revenue is gone.
Dispute Windows and the Cost of Missing Them
Every retailer sets its own dispute window, and missing one means forfeiting the claim entirely. For most retailers, that window runs 30 to 90 days from the deduction posting date. KeHE's window is 180 days in absolute terms — one of the more generous on paper — but the hard enforcement rolled out since late 2025 is what makes it punishing: once the deadline passes, the dispute option disappears entirely, with no override.
The math is unforgiving. A deduction posted on January 1st with a 60-day window expires on March 1st. If your team does not catch it, research it, gather backup documentation, and submit a formal dispute before that date, the revenue is gone.
Why Pet CPG Brands Miss Windows
Pet brands selling through multiple retail channels face a compounding problem here.
- Each retailer runs its own portal with its own deadline structure, so a team managing Chewy, PetSmart, and independent pet specialty accounts through UNFI is tracking three or more separate systems simultaneously.
- Deduction volume spikes after promotional periods, which are frequent in pet CPG, creating backlogs that push low-dollar claims past their windows before anyone reviews them.
- Finance teams often set informal thresholds, skipping disputes under a certain dollar amount because manual research isn't worth the time. Those sub-threshold deductions accumulate fast.
The window problem gets worse as brands scale. More doors mean more deductions, more portals, and more deadlines running in parallel. Without a systematic approach to tracking posting dates and dispute eligibility across every retailer, write-offs become the default outcome. That is a solvable problem, and it starts with the right process.
Why Most Pet Brands Write Off More Than They Should
Most pet brands don't have a deduction problem. They have a triage problem.
When deduction volume gets high enough, finance teams start making instinctive cuts: ignore anything under a certain dollar amount, skip the ones that look complicated, let the older ones age out. It feels like prioritization. It is actually write-off by default.
The numbers add up fast. If your threshold is $500 and you're processing 200 deductions a month, you could be leaving tens of thousands of dollars on the table every year without a single conscious decision to do so. Every one of those is recoverable.
How to Build a Deduction Management Process for Pet Retail
Most pet CPG brands approach deduction management reactively. A chargeback hits, someone investigates, a dispute gets filed weeks later. By then, the window is closing.
A better process starts upstream, especially given the compliance demands of pet retail. Before a deduction arrives, your team should have clean proof of delivery, confirmed PO terms, and promotional documentation organized by retailer. That preparation is what separates recoverable deductions from permanent write-offs.
When a Deduction Lands
- Flag it by type immediately: shortage, compliance, promotional, or pricing. Each requires different backup and carries different win rates.
- Check the dispute deadline before anything else. Retailers like KeHE enforce hard cutoffs, and missing one means writing it off entirely.
- Route invalid deductions to dispute within days, not weeks.
What Scales This Process
Manual workflows cap out fast. A finance team handling five retailers can manage this by hand. At ten or fifteen, volume overwhelms capacity and valid disputes go unfiled. That is where automated deduction management starts paying for itself, processing deduction queues without adding headcount.
Human judgment still matters on complex or high-value disputes, but the routine work — matching invoices, pulling backup, and formatting submissions — should not require a person for every line.
How Glimpse Recovers Deductions for Pet CPG Brands
Glimpse is a managed service that handles the full deduction cycle for pet CPG brands, from ingestion to cash collection, without requiring your team to pull backup, build dispute letters, or track deadlines across KeHE, UNFI, and PetSmart portals. Chewy and Petco are both in active development — if you sell through either, we'll expedite onboarding so your accounts are covered on a priority timeline.
When a deduction hits, AI agents classify it, match it against proof of delivery and invoice data, and queue it for dispute if it's invalid. Human experts review edge cases and manage retailer relationships where judgment matters. The result is an average 4.3x increase in dispute volume handled without adding headcount (Glimpse customer data).
Brands working with Glimpse see an average 2.5% revenue lift through disputed deduction revenue recovery. Recovery compounds across every retailer and every deduction type, including shortages, pricing discrepancies, and promotional compliance chargebacks that most teams never get to.
What the Managed Service Covers
- Every deduction type across supported pet retail accounts, including shortage claims, off-invoice pricing deductions, and compliance chargebacks tied to display or labeling requirements
- Automated backup retrieval from retailer portals so your team never has to log in and hunt for supporting documents
- Dispute filing within retailer deadlines, which matters especially for accounts like KeHE that enforce hard cutoffs and remove the dispute option after expiration
- Ongoing reconciliation so you always know which deductions are open, disputed, or collected, without building your own tracking system
Final Thoughts on Deduction Recovery for Pet CPG Brands
Every deduction your team writes off without a dispute is revenue you already earned and chose not to collect. The documentation requirements are real, the deadlines are strict, and the volume compounds fast across multiple retail accounts. None of it is unsolvable.
The brands seeing the biggest recovery gains are not doing it by adding headcount. They are doing it with a process built around speed and documentation before the window closes. Get in touch to see how that applies to your specific retail footprint.
FAQ
What types of retail deductions do pet CPG brands lose the most money on?
Shortage deductions account for the largest share of recoverable revenue, with 60 to 70% of shortage claims invalid (RVCF, Feb. 2023) across mid-market CPG brands. Promotional deductions taken above agreed rates and compliance chargebacks issued without proper documentation are the next biggest sources of write-offs, particularly for brands selling through Chewy, PetSmart, Petco, UNFI, and KeHE.
How do I dispute a Chewy chargeback before the deadline expires?
Gather the original purchase order, a signed bill of lading, and carrier proof of delivery before doing anything else. Chewy's dispute windows typically run 30 to 60 days from the deduction posting date depending on claim type, so confirming your specific deadline in the Chewy vendor portal is the first step. A shortage dispute submitted on day 50 with complete backup documentation has a far better chance than one filed on day 20 without it.
What's the best way to handle deduction management without adding headcount as a pet CPG brand scales?
The limiting factor is not people, it is process. Manual triage forces finance teams to set dollar thresholds and write off anything below them, which compounds fast across dozens of SKUs and multiple retail accounts. A managed service that combines AI agents for classification and dispute filing with human review for complex claims lets you process a growing deduction queue without hiring, and removes the informal thresholds that quietly drain recoverable revenue every month.
How does Glimpse handle compliance deduction disputes end-to-end, including backlogged deductions?
When a compliance deduction hits, Glimpse AI agents classify it, match it against your routing documentation, EDI records, and labeling requirements, and queue it for dispute if the backup doesn't support the charge. For deductions that were never contested, whether due to volume overload or a prior manual triage threshold, Glimpse audits the backlog, identifies which claims are still within their dispute window, and files those disputes before the deadline expires. Claims past their window are logged but not written off without review, so you have a full picture of what was recoverable and what wasn't.
How does Glimpse handle distributor deductions and support resolution when disputes are punted back to the supplier?
Distributor deductions, including audit deductions, unpaid invoice claims, and bundled charge lines from UNFI and KeHE, go through the same classification and dispute workflow as retail deductions. When a distributor rejects a dispute and routes it back to the supplier for resolution, Glimpse reviews the denial, identifies whether additional documentation or escalation is warranted, and resubmits with the appropriate backup. The goal is to close the loop on every claim, including those that require multiple submissions to resolve.
How does Glimpse handle technical onboarding?
Glimpse is system agnostic and requires no IT lift. It works with any ERP, WMS, or portal without replacing or disrupting your existing setup. Getting started requires only read-only access or portal logins — a shared-drive or bulk export is enough to run a pilot. Most brands are live and actionable in 45 days or less.
When should a pet CPG brand stop managing deductions manually and use a managed service like Glimpse?
The tipping point is usually when you are selling through three or more retail channels simultaneously. At that point, you are tracking separate dispute portals, separate deadlines, and separate documentation requirements for accounts like Chewy, PetSmart, and KeHE at the same time. If your finance team is setting write-off thresholds, missing dispute windows, or spending more than a few hours per week pulling backup documents, the manual process is already costing you more than it saves.
Is AI deduction management software or an outsourced deduction service better for CPG brands?
For most CPG brands, a managed service that combines AI with human oversight outperforms standalone software. Pure software tools classify and flag deductions but still require your team to pull backup documents, write dispute letters, and track deadlines, which means headcount doesn't actually decrease. A managed service handles the full cycle: AI agents classify deductions and match them to supporting documentation, and human experts handle the complex claims and retailer relationships that require judgment. The practical difference is that software shifts the work; a managed service removes it.
How do I recover cash from invalid chargebacks that retailers take off our invoices?
Start by confirming the deduction is invalid: compare the retailer's claim against your bill of lading, signed proof of delivery, and the original purchase order. If the documentation contradicts the claim (product was delivered, the promotion was never authorized at that rate, or no backup was provided for a compliance chargeback), you have grounds to dispute.
Submit a formal dispute through the retailer's vendor portal with the supporting documents attached, referencing the specific deduction code. The window to act is typically 30 to 90 days from the posting date depending on the retailer; KeHE enforces a 180-day hard cutoff with no override once expired. Cash recovery depends entirely on filing before that deadline with complete documentation.
Why do CPG brands lose so much money on trade spend and promotional deductions?
The core problem is that trade spend agreements are negotiated in one system and executed in another, with no automatic reconciliation between the two. Retailers take promotional deductions based on their internal records, which may not match what the brand authorized: wrong rates, unearned timing, or promotions that were never run. Most brands only discover the discrepancy weeks after the deduction posts, when the dispute window is already closing.
Add in the volume: a brand managing five or more retail accounts can process hundreds of promotional deductions a month, and manual triage forces finance teams to skip the small ones. Those small ones compound. Recovering them requires matching every deduction back to a signed trade deal and filing before the deadline, a process that's straightforward in principle but falls apart at scale without the right infrastructure.
Which retailers and SKUs are actually profitable for CPG brands, and how can deduction data help?
Gross margin by retailer looks very different once deductions are subtracted. A retail account posting strong sell-through may still be net-negative if its deduction rate (shortages, compliance chargebacks, over-taken promotions) is high enough to erode contribution margin. Tracking deductions by retailer and SKU gives brands a cleaner picture of true profitability than invoice revenue alone. Glimpse surfaces this data as part of ongoing deduction management, so brands can see which accounts and products are generating the highest deduction load and make more accurate profitability decisions.
Which retailers and distributors does Glimpse currently support?
Glimpse currently supports deductions management across a growing list of major retailers and distributors, including Walmart, Sam's Club, Target, Kroger, Amazon 1P, Walgreens, Ulta Beauty, Sephora, PetSmart, H.E.B., Meijer, BJ's, Whole Foods, KeHE, and UNFI. We're continuously onboarding new retailers and distributors, so if you don't see yours listed, reach out. There's a good chance it's already on our roadmap or in active development.
Does Glimpse integrate with our ERP and accounting systems?
Yes. Glimpse integrates directly with QuickBooks and NetSuite, syncing with your ERP and accounting systems so deduction data, backup, and recovery flow into your existing financial workflows without manual re-entry. If you use a different system, reach out. We're regularly expanding our integrations.
How does Glimpse keep our data secure?
Security and data privacy are foundational to how we operate. Glimpse is SOC 2 Type 1 compliant, and we're currently undergoing our SOC 2 Type 2 audit to further validate the ongoing effectiveness of our security controls. We follow enterprise-grade practices for data encryption, access control, and secure system integration (including your ERP), so your financial data stays protected at every step.
About the Author
Anuj Mehta is co-founder and COO at Glimpse, where he oversees the customer journey from onboarding to ongoing success. He has worked with hundreds of retail brands to understand their pain points and deliver direct value with Glimpse's AI solutions.
About Glimpse
Glimpse is an AI-native deduction management service built for CPG brands selling through distributors and major retailers. Glimpse automates the entire deductions process, from coding and validation to dispute resolution, using AI agents trained on distributor- and retailer-specific rules, handling the workflows that overwhelm manual teams and disputing invalid deductions that manual teams never reach.
With Glimpse, over 200 brands have recovered invalid deductions, eliminated manual work, and improved bottom-line performance without adding headcount. Glimpse has processed over $1 billion in invoice volume. Backed by Andreessen Horowitz. Based in New York.
