Articles

Things Worth Writing Down.

Problems we've traced up close, in real invoices and remittance lines. We plan this content and write it to rank, same as anyone. The difference is every number in it traces back to a source you can check yourself.

Hand-drawn whiteboard-style diagram showing a Kroger remittance line with a numeric deduction code circled, an arrow pointing to a stack of vendor-source PDFs labeled SPS Commerce, iNymbus, and Confido, and a second arrow pointing to a portal window labeled Supplier Connect (formerly Lavante), with a stick figure holding a magnifying glass and a bold hand-lettered headline reading Kroger Deductions
· 7 min read

Kroger Supplier Deductions: Codes, Fees, and Disputes

Kroger deduction codes 2 through 9, the ORAD and MCB compliance fees, and the Supplier Connect dispute path. 180 days to file, 60 days on an MCB fee.

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Business Central EDI 856 ASN failures
· 8 min read

Business Central EDI Integration Failures

Five Business Central EDI failure modes that turn into retailer deductions: item references, unit of measure, posting timing, ship-to mapping, and assembly kits.

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Target retail vendor chargeback guide
· 9 min read

Target Vendor Chargebacks: Codes, Costs, Disputes

Target's chargeback system tracks violations, not AP codes like Walmart. What each violation type costs, the VC code prefix, and how to dispute one.

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the visible labor cost of manual data entry versus the hidden cost in deductions, reconciliation, and freight
· 7 min read

The Full Cost of Manual Data Entry

Re-keying labor is the visible part of manual data entry's cost. Deductions, reconciliation hours, and rush freight add up too, free calculator inside.

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what demand forecasting for CPG requires
· 8 min read

Demand-Forecasting Data Readiness: 6 Checks

What demand-forecasting data readiness actually means: the six checks that decide whether a platform like Netstock, o9, or Blue Yonder ships a working forecast or an expensive wrong one.

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Home Depot distribution compliance guide retailers
· 9 min read

Home Depot Routing Guide Compliance

Home Depot's routing guide rules for carrier selection, ASN timing, and labeling, and what routing, BOL, and on-time violations cost suppliers.

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NetSuite's EDI 856 document failure
· 8 min read

NetSuite EDI 856 Failures: The Five Causes

Five NetSuite-specific reasons the EDI 856 ASN comes out wrong: item cross-reference gaps, UOM conversion, pick-confirm timing, subsidiary mapping, and kit explosion, plus the validations that catch each one before transmission.

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Hand-drawn whiteboard-style reference table with four retailer columns labeled Walmart, Target, Amazon, and Kroger, each with a clock icon showing a different dispute deadline window, a stick figure holding a calendar with question marks, and a bold hand-lettered headline reading Dispute Deadlines
· 9 min read

Deduction Dispute Deadlines by Retailer

Dispute windows for Walmart, Target, Amazon, and Kroger deductions in one table, with the portal and channel for each retailer.

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Hand-drawn whiteboard-style diagram comparing the EDI 997 Functional Acknowledgment and 824 Application Advice: a document passing a syntax check labeled 997, then a content check labeled 824, with a branch showing what happens when no 824 exists
· 7 min read

EDI 997 vs. 824: What Actually Flags a Failure

A clean 997 only confirms your EDI transmission parsed. It says nothing about whether the retailer accepted the content. Here's what each acknowledgment actually checks, and what happens when there's no 824 at all.

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Hand-drawn whiteboard-style diagram explaining how to read a Walmart remittance advice: the payment total, invoice reference block, and deduction code line labeled with arrows, plus a checklist equation for matching a code to a claim type
· 8 min read

How to Read a Walmart Remittance Advice

Where the invoice number, PO number, and deduction code actually live on a Walmart remittance advice, and how to tell which deduction lines are worth disputing.

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Hand-drawn whiteboard-style diagram explaining OTIF: stacked delivery boxes labeled On Time (Schedule), In Full (Quality), and Accurate (Details), with a checklist equation showing on-time plus in-full equals OTIF success
· 9 min read

What Is OTIF? On-Time-In-Full Explained for CPG Suppliers

OTIF (On-Time-In-Full) measures whether a supplier delivered the right quantity within the retailer's delivery window. How it's calculated, what each retailer requires, and what a miss actually costs.

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Hand-drawn whiteboard-style diagram explaining the EDI 824 Application Advice: a document flowing through an OTI segment check and a TED error-code segment, labeled with arrows, showing how an unresolved rejection turns into a deduction weeks later
· 7 min read

EDI 824 Application Advice: How to Read the Rejection Codes

The EDI 824 tells you why a transmission actually failed, not just whether it arrived. How OTI and TED segments work, what the common error codes mean, and why an unresolved 824 becomes a deduction weeks later.

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Hand-drawn whiteboard-style diagram explaining the EDI 856 Advance Ship Notice: a truck and a shipment carton labeled with carton counts, SSCC labels, and item quantities, with an arrow showing a rejected ASN turning into a shortage deduction
· 7 min read

EDI 856 (ASN): Why Retailers Reject It

What the EDI 856 Advance Ship Notice carries, the six most common reasons retailers reject it, and which deduction it becomes if you don't catch it.

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Hand-drawn whiteboard-style diagram explaining Walmart's OTIF fine: a delivery truck against a clock and a percentage sign labeled 3%, with a checklist equation showing on-time plus in-full compliance versus a chargeback
· 6 min read

Walmart's OTIF Fine, Explained

Walmart's OTIF fine is a program-level compliance chargeback, not a per-shipment dispute like a deduction code. Current thresholds, how the 3% rate is applied, and what actually drives a miss.

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