Process Hygiene: Why Clean Data Never Stays Clean
Process hygiene is the condition of the routines that create your data. What it is, the five failure patterns, and why data cleanups decay without it.
How to Dispute a Retailer Deduction, Portal by Portal
How to dispute a retailer deduction across Walmart, UNFI, KeHE, and Kroger: filing windows, the evidence that wins, and the mistakes that auto-deny.
KeHE Deductions: Reading Your Remittance Check Without Crying
A plain-English guide to KeHE deduction codes: MCB, EP, spoils, service-level fines. What each means, which you can dispute, and how to file in K-Solve.
Kroger Deduction Codes, Decoded: Lavante, PRGX, and the 180-Day Clock
A plain-English guide to Kroger deductions: shortages, list cost, EDI, and ORAD. What each means, which you can dispute in Lavante, and by when.
Walmart Deduction Codes, Decoded: Code 22, OTIF Fines, and What You Can Actually Dispute
A plain-English guide to Walmart deductions: Codes 22, 25, and 13, plus OTIF and SQEP fines. What each means, which you can dispute in APDP, and by when.
UNFI Deduction Codes, Explained: What Each One Means and Which You Can Dispute
A plain-English guide to UNFI deduction codes: MCB, INV, shortages, spoilage, and compliance fees. What each one means, which are disputable, and how to file a dispute that wins.
Amazon Vendor vs. Seller Central: The Real Cost Difference
On $2M of Amazon volume, Seller Central keeps roughly $105K more than Vendor Central. The 1P vs 3P margin math for a food brand, and why the gap isn't the real call.
The Routing Guide Errors That Trigger Retail Chargebacks
One wrong field in your item file pays a routing-guide fee on every shipment. How EDI and ASN chargebacks compound to six figures, and why you can't dispute them.
Your Fill Rate Says 99%. Walmart Scores You 84%.
A brand's internal fill rate reads 99%. Walmart's OTIF scorecard reads 84%. Both are right. The 14.8-point gap costs $57K a year, and it hides in the one number the brand doesn't watch.
Retail Deductions: What You Write Off Without Checking
A $25M food brand writes off ~$67K in invalid retailer deductions a year without opening the file. Where the money hides in the data, and why it decays.
Short-Ship Costs: A 99% Fill Rate Still Loses $298K a Year
At a 99.3% fill rate, a synthetic $25M brand's short-ship cost reaches $894K over three years. Four dimensions, every dollar traced to a platform event.
A Governed Product Master Data Model Eliminates 62% of Data-Driven Chargebacks
Most CPG chargebacks trace to twelve product master fields. A governed product master data model (brand to pallet, GTINs at every level) closes the gap.
EDI Reconciliation Stops at the Acknowledgment. Nobody Checks That the Contents Agree.
EDI reconciliation at most CPG brands stops at the 997. Quantities, prices, and item identities go unchecked across the PO lifecycle.
Chargeback Prediction Works: Chargebacks Are Not Random but the Scheduled Consequence of Bad Data
Chargeback prediction works: 70-80% of compliance penalties trace to specific, fixable upstream data conditions present at shipment time.
The 4-Cent GS1-128 Shipping Label That Triggers a $500 Chargeback
A single wrong digit in a GS1-128 shipping label GTIN generates retailer chargebacks thousands of times the label's cost. Most brands verify labels by eye.
Contract to Cash: 15-25 Cents of Every Invoiced Dollar Disappears
Contract to cash: of every invoiced dollar, 15-25 cents disappears into deductions, chargebacks, and timing gaps. Most brands never calculate it.
Retailer Chargebacks: Four Root Causes, Most of the Damage
Most retailer chargebacks concentrate in four root cause categories. How to run the twelve-month diagnostic that maps each one to a fixable data field.
Co-Packer Quality Agreements: What Food Brands Miss
Most co-packer agreements protect IP but miss the operational clauses that prevent retailer chargebacks, GTIN ownership, ASN obligations, fill rate.
Distributor Deduction Management: The Recovery Rate Most Brands Never Measure
Most CPG brands track deduction win rate, not dispute rate: the share of invalid deductions ever contested. Distributor deduction management starts there.
The Supply Chain Data Quality Audit Nobody Has Run Yet
CPG deductions run 5-15% of gross sales. Net margins sit at 3-5%. A supply chain data quality audit traces the gap to twelve fields nobody has audited.
EDI 856 ASN Errors: The Chargeback Source Nobody Audits
EDI 856 ASN errors generate more chargebacks than any other EDI document. Four error types cause most of them. All are data fixes, not logistics changes.
OTIF Fines Are a Data Problem, Not a Logistics Problem
Most OTIF fines at specialty food brands trace back to product master data errors, not late trucks. Where the data breaks, and what it costs.
Product Master Data Management: 12 Fields Cause Most CPG Chargebacks
Twelve fields disagreeing across three systems cause most CPG chargebacks. Product master data management starts here: the fields, the systems, the cost.