The Ritz Herald
© Arjun Kulshreshtha

Arjun Kulshreshtha Explains Why Big-Box Retail Punishes Unprepared Operations


Published on August 04, 2026

Landing a purchase order from a major retailer can feel like the moment a brand has arrived.

For years, the business may have been built order by order: a Shopify store, an Amazon listing, a wholesale account, a product that found its audience. Then a buyer from Walmart, Target, Kohl’s, or another national chain says yes. The order is larger. The brand is more visible. The opportunity is real.

So is the operating burden that comes with it.

Large retailers do not only evaluate whether customers will buy a product. They evaluate whether a supplier can execute the same shipment correctly, repeatedly, at their scale. That means following requirements for routing, labeling, packaging, pallet configuration, appointment windows, and shipment data. A strong product can still become an unprofitable retail account when the supply chain is not designed for those requirements.

That is where chargebacks enter the picture.

A chargeback is a deduction a retailer takes when a supplier misses a compliance requirement in the trading relationship. The trigger may be a late advance ship notice, a label that will not scan, a carton count that does not match the shipment data, a routing instruction that was missed, or a delivery that does not meet the agreed window.

Each issue can look minor when viewed alone. A label is only a label. An ASN is only a file. A pallet is only a pallet. But at retail scale, these are not small details. They are the mechanism by which a distribution center receives goods accurately and keeps inventory moving. When the data and the physical shipment disagree, the cost gets pushed back to the supplier.

The mistake many growing brands make is treating retail compliance as an EDI project.

EDI, or electronic data interchange, is essential. It moves purchase orders, acknowledgments, invoices, and advance ship notices between trading partners. Passing an EDI test is a meaningful milestone. It confirms that the documents can be sent and received in the expected format.

It does not confirm that the warehouse executed the shipment correctly.

That distinction is easy to miss. An ASN can be accepted by a retailer’s system while the cartons on the truck are labeled incorrectly. The document can list the right quantity while the order is split across pallets in a way the retailer did not allow. The data can be structurally valid while it describes the plan, not what actually shipped.

In other words: accepted EDI is not the same as compliant execution.

This is why chargebacks often appear to finance as a payment problem and to operations as a surprise. By the time a deduction appears on a remittance statement, the warehouse decision that caused it may be weeks old. A finance team can identify the loss. It cannot go back in time and change the picking sequence, relabel a carton, or rebuild a pallet.

The most useful question is not, “Who sent the wrong file?” It is, “At what point in the flow did this violation become inevitable?”

Consider a common warehouse pattern. A team picks orders in a sequence that reduces walking time and keeps labor productive. For direct-to-consumer fulfillment, that may be exactly the right choice. But a retail customer may require all units from an order line to remain together, or require a particular carton or pallet configuration. If picking separates those units across zones or staging locations, the error has already been created before the pack station sees it.

Adding a warning at the final shipment screen will not reliably solve that problem. The control belongs where the risk first enters the process: order release, pick-wave design, staging, or pallet build.

That principle leads to a more practical way to prevent chargebacks. Instead of treating a retailer’s vendor manual as background reading, treat it as a list of operating controls.

First, convert the routing guide into a requirements register.

Capture each rule that changes physical execution or shipment timing: carrier and routing rules, ship and delivery windows, ASN deadlines, carton labels, carton contents, pallet limits, and packaging restrictions. Record the source, the applicable order type, the control owner, and the point in the process where it must be checked. The goal is not to summarize a long PDF. It is to make each rule actionable.

Second, separate document validation from physical validation.

An EDI provider or integration can confirm that an ASN is structurally complete. Someone or something still needs to verify that the ASN reflects the cartons, quantities, labels, pallets, and carrier information that actually left the building. The cleanest process generates shipment data from confirmed packing activity rather than asking a team to reconcile it from memory.

Third, create an exception queue before tendering the shipment.

The report does not need to be elaborate. It should flag the conditions that deserve a stop: an ASN that is missing or late, carton counts that do not reconcile, invalid or unprinted labels, a ship date outside the routing window, an over-height pallet, or an order line spread across locations when it should travel together. A ten-minute pre-release review can prevent a deduction that will otherwise surface after the fact.

Fourth, assign ownership across the handoffs.

Compliance fails in the gaps between teams: customer operations interprets the requirement, the warehouse builds the shipment, transportation tenders the load, EDI transmits the notice, and finance sees the deduction. One accountable owner should run the exception process, but each control needs a named operational owner. “The warehouse” is not an owner. “The warehouse lead validates pallet configuration before tender” is.

Finally, use every deduction or warning as a process signal.

Do not simply dispute it, absorb it, or file it under accounts receivable. Classify the reason code, trace the issue back to the earliest controllable step, and change the workflow there. The useful metric is not only chargebacks paid. It is repeat chargebacks by cause. A brand that removes a recurring root cause protects margin much more effectively than one that becomes faster at reconciling deductions.

This does not require a giant software purchase on day one. It requires clarity about where retailer requirements meet the work on the floor. Technology can make the controls more reliable, especially when the order volume grows. But no system can compensate for a rule that was never translated into an operating decision.

The retail opportunity is still worth pursuing. The point is not to make large accounts sound dangerous. It is to recognize the actual transition they demand.

Direct-to-consumer fulfillment rewards flexibility. Retail fulfillment rewards repeatability. The brands that make that shift successfully do not wait for a chargeback report to tell them something went wrong. They design the process so the truck does not leave until the physical shipment and the electronic record tell the same story.

That is how a retail account stays a growth engine instead of becoming a margin leak.

Assistant Managing Editor