Most supply chain services for CPG brands are built to answer one question: how do we prevent paying fines?
It's a reasonable question. It's also the wrong question to stop with.
An OTIF fine is a receipt. It tells you something failed and what it cost, but not why. Teams that manage to the fine tend to fix whatever symptom is in front of them, pay a little less next quarter, and then watch a different failure appear somewhere else.
Often there is a bigger problem underneath. OTIF measures whether you delivered what Walmart ordered, inside the window Walmart set. It doesn't measure whether Walmart ordered the right amount. A supplier can post a clean OTIF score and still have priority items out of stock in stores, because the order was wrong before the truck left the dock.
That is the difference between compliance and control. Compliance keeps the fines down. Control means understanding the upstream causes, including forecasting, ASN accuracy, and item setup, well enough to predict what happens next. A supply chain run on control is one you can actually grow on.
Key Takeaways
- •OTIF is a lagging indicator. Fines show you where something failed, not why it failed.
- •A clean OTIF score can coexist with empty shelves. In-stock management needs its own measures.
- •Most failures start upstream. Item setup, ASN accuracy, and forecast variance cause more trouble than the truck does.
- •Control is a cadence. Weekly review, named owners, and confirmed corrections beat quarterly cleanups.
- •Predictable replenishment is a growth asset. It protects velocity, makes media spend count, and gives buyers a reason to say yes to more.
Quick Links
- The Fine Is a Receipt, Not a Diagnosis
- Perfect OTIF, Empty Shelves
- Three Root Causes Worth Owning
- Control Is a Cadence, Not a Cleanup
- Why Control Is a Growth Strategy
- A Diagnostic for Operators
- What to Expect From Supply Chain Services
- People Also Ask
- Frequently Asked Questions
- The Bottom Line
The Fine Is a Receipt, Not a Diagnosis
Walmart's OTIF program charges suppliers a percentage of the cost of goods on cases that miss the delivery standard, and SQEP adds charges for receiving and compliance defects. Both programs are designed to change supplier behavior. Neither tells you what to change.
So many teams default to the familiar fixes. They dispute the charges, add buffer days, push carriers to arrive earlier, or park extra inventory near the DC. Each of these can lower next month's fine, and each one adds cost while hiding the cause. Buffer inventory ties up working capital. Shipping earlier can create early arrivals, which count against you too.
If a fix improves the number without explaining it, you haven't made the operation more reliable. You've bought a quieter quarter.
Perfect OTIF, Empty Shelves
OTIF is scored against the purchase order: the right quantity, in the right window. If the retailer's replenishment forecast underestimates demand, the purchase orders come in short. The supplier fills them perfectly, the scorecard stays green, and the store still runs out.
The reverse happens too. When the forecast runs high, the supplier ships every case on time and in full, and the result is overstock, markdown pressure, and smaller orders later.
That's why in-stock management needs to be measured on its own terms: store in-stock rate on priority items, weeks of supply at the DC and in stores, and forecast accuracy against actual point-of-sale data. OTIF tells you whether you kept your promises. In-stock tells you whether they were the right promises.
Three Root Causes Worth Owning
When teams trace failures back far enough, the same three sources keep showing up.
Item Setup: The Error Hiding in Plain Sight
Every item lives in the retailer's systems as a record: case pack, warehouse pack, dimensions, weights, GTINs, and lead times. The replenishment system uses that record to calculate orders, and the DC uses it to receive product.
When the record is wrong, everything built on it is wrong too. A bad pack quantity can make every purchase order look short or over on paper, even when the right product shipped. A lead time that's too short pushes orders too late to make the window. These errors survive because nobody audits item records after setup, especially after a packaging change, so the same mistake repeats on every purchase order until someone finds it.
Owning it means checking item records against the physical product on a regular schedule, and every time packaging, sourcing, or pack configuration changes.
ASN Accuracy: When the Paperwork Doesn't Match the Truck
The advance ship notice tells the DC what's on the truck before it arrives. When the ASN doesn't match the cartons, or arrives after the truck, receiving slows down, product waits, compliance charges follow, and freight that arrived on time can still post as a late receipt.
The causes are usually in the process, not the freight: a last-minute pick change that never reached the ASN, an EDI mapping error, or a manual handoff between the warehouse and whoever sends the transmission.
Owning it means reconciling ASNs against actual receipts and tracing each mismatch back to the step that created it, rather than correcting individual shipments one at a time.
Forecasting: The Gap Between the Retailer's Plan and Yours
The retailer's replenishment system forecasts from point-of-sale data and order history, while the supplier plans production from its own forecast. When the two drift apart, because of a promotion that wasn't shared, a new store set, or a seasonal shift, the supplier either can't fill the orders or builds inventory that doesn't move.
Owning it means a regular variance review: compare the retailer's forecast, actual orders, and point-of-sale data every week, flag divergence before it turns into a fill-rate problem, and get promotion and set-change information into the retailer's planning through the right channels.

Control Is a Cadence, Not a Cleanup
Fixing a root cause once doesn't create control. Control comes from a process that catches the next one early.
In practice, that means a weekly review that splits OTIF into on-time and in-full failures, tracks SQEP defects, watches in-stock rates on priority items, and monitors forecast variance. Every failure gets tagged to a root-cause category, and every category has a named owner. A correction counts as closed only after it shows up in the retailer's system and in the next receipts. Thresholds decide what gets escalated and when.
As Philip Firth, operations lead at New Nexus Group, puts it: “Operations is operations. It's very similar across the board. It's what you know, and what you don't know, that makes the difference.”
The cadence is how unknown problems become known, assigned ones.
Why Control Is a Growth Strategy
It's tempting to treat supply chain as defense, the cost of doing business with a large retailer. Operators who've scaled an account know it works the other way around.
- Velocity depends on availability. You can't sell what isn't there, and out-of-stocks lower the sales history that future orders are built on.
- Media and content spend depend on it. Driving shoppers to an item that's out of stock wastes money. See how Walmart retail media builds shelf velocity for how readiness affects media returns.
- Buyers weigh it. When a buyer considers expanding an item, one question is always whether the supplier can support more doors. A track record of predictable replenishment, plus a credible supply plan, is part of the answer.
- Predictability frees up leadership. Every hour spent explaining last month's fines is an hour not spent on the next growth opportunity.
Growth without control just scales your failure points. Growth with control compounds.
A Diagnostic for Operators
If you run supply chain or operations for a CPG brand selling into Walmart or Sam's Club, you should be able to answer these questions quickly:
- Of last quarter's OTIF misses, how many were on-time failures and how many were in-full failures?
- What share of those misses traced back to item data, ASN accuracy, forecast variance, or carrier performance?
- When was each priority item's retailer record last checked against the physical product?
- How often does your ASN fail to match what the DC receives, and at which step does the mismatch start?
- How far did the retailer's forecast drift from point-of-sale data on your top items over the last eight weeks?
- Who owns each of these answers?
If more than two of these would take longer than a day to answer, you're managing compliance, not the supply chain.
What to Expect From Supply Chain Services
“Supply chain services” covers a lot of ground, from freight management and warehousing to procurement consulting. For CPG brands selling into Walmart and Sam's Club, the services that actually move OTIF and in-stock performance are narrower: replenishment strategy, compliance monitoring, item data accuracy, and forecast diagnostics.
When you evaluate a provider, look for four things:
- Root-cause discipline. Ask them to walk through how they'd tag and trace a recent failure. If the answer is “dispute the charge,” keep looking.
- Clear scope. A good partner tells you what they run, what they guide, and what stays with your team or your 3PL.
- Confirmed corrections. Fixes should be verified in the retailer's systems and in the next receipts, not just logged in a report.
- Retailer-side experience. People who've worked inside a retailer's replenishment process know how the system reads your data.
Above all, your team should keep its data, its approvals, and its visibility into every decision. Supply chain services that take control away from you aren't solving the problem this article is about.
People Also Ask
What does OTIF measure at Walmart?
OTIF measures whether a supplier delivered what Walmart ordered, inside the window Walmart set, scored against the purchase order. It does not measure whether Walmart ordered the right amount.
How are Walmart OTIF fines charged?
Walmart's OTIF program charges suppliers a percentage of the cost of goods on cases that miss the delivery standard. SQEP adds separate charges for receiving and compliance defects.
What is an ASN and why does accuracy matter?
The advance ship notice tells the DC what is on the truck before it arrives. When the ASN doesn't match the cartons, or arrives after the truck, receiving slows down, compliance charges follow, and freight that arrived on time can still post as a late receipt.
Can a supplier have a good OTIF score and still be out of stock?
Yes. If the retailer's replenishment forecast underestimates demand, purchase orders come in short. The supplier fills them perfectly, the scorecard stays green, and the store still runs out.
Frequently Asked Questions
What should supply chain services include for CPG brands selling to Walmart?
At a minimum: OTIF and SQEP monitoring, root-cause analysis of compliance failures, item setup audits, ASN reconciliation, forecast variance review, and replenishment strategy tied to in-stock goals. Freight and warehousing are separate disciplines, usually handled by a carrier or 3PL.
Is a high OTIF score enough to protect in-stock performance?
No. OTIF measures delivery against the purchase order, not whether the order matched demand. Store in-stock rate, weeks of supply, and forecast accuracy against point-of-sale data need to be tracked separately.
What causes OTIF failures most often?
Most failures start upstream of the truck: item setup errors, ASN mismatches, and gaps between the retailer's forecast and the supplier's plan, along with carrier and appointment issues. The mix varies by supplier, which is why every failure should be tagged to a root cause before anyone decides on a fix.
The Bottom Line
New Nexus Group's Supply Chain & Replenishment services give CPG brands Walmart-specific replenishment strategy, OTIF and SQEP compliance guidance, inventory and forecast diagnostics, and support managing 3PL relationships. Its operations team pairs former Walmart employees with people who've worked on the supplier side, so every correction reflects how the retailer's systems actually work.
Contact us for a Retail Operations Assessment to find where your replenishment is costing you control, and what it would take to get it back.
