For CPG suppliers, Q4 planning
Q4 deduction
cliff.
Three waves across five months, and why your January remittance is not what November broke.
PIXELS AND CLICKS
Swipe →
The pattern
The cliff runs 1.5 to 3x mid-year deductions across four months
And it is not one spike. It is three waves, driven by different root causes, hitting different remittances.
PIXELS AND CLICKS PATTERN OBSERVATION
02 / 10
Wave 1 →
Wave 1 · November peak
OTIF and ASN chargebacks
Walmart OTIF fine
Peak volume against unchanged routing math, aggregate rate turns hard.
Target OTIF and ASN accuracy
Peak MABD windows tighten while volume climbs.
Amazon 1P ASN accuracy
Higher volume, more mis-scans, more units-based chargebacks.
03 / 10
Wave 2 →
Wave 2 · December peak
Shortage and receiving claims
Walmart code 22, code 25
DC throughput up, count-error rate up, shortage claims up with them.
Target SIFR short-ship
Peak receiving speed drives more discrepancies at check-in.
Amazon shortage chargebacks
Units-based counts multiply small errors across peak volume.
04 / 10
Wave 3 →
Wave 3 · January and February
Markdown and returns
Walmart code 10 markdowns
Post-holiday clearance prices land back as price-difference deductions.
Walmart codes 92, 93, 94
Returns from Black Friday sit in reverse-logistics 30 to 90 days.
Often the largest line
Wave 3 frequently exceeds Waves 1 and 2 combined for a Q4 supplier.
05 / 10
The lag →
The lag that hides root cause
The November miss shows up in December
Measurement date and remittance date are not the same. A November fine hits your check in late December, and if Finance measures by remittance date, dispute effort lags one wave behind the codes it is chasing.
WALMART, TARGET SCORECARD MECHANICS
06 / 10
The dispute window →
The seven-day rule
75-80% win inside 7 days, 15-20% after 60
The dispute window closes on your November OTIF fine while your team is still working the December shortage claims. On the January returns while they are still working December shortages.
Flat capacity through Q4 misses the wrong months. Stagger the peak dispute load to match the wave calendar.
07 / 10
The plan
Three moves cover the cliff
One structured shift per wave. Stop treating the quarter as one problem.
Staff
Dispute team capacity staggered to Nov, Dec, and Jan surges, not flat.
Evidence
Signed BOL, driver photos, receiver-scan detail captured within 48 hours through Q4.
Remit
Parse remittances daily in Q4. Weekly cadence lets peak-week codes slip past dispute.
08 / 10
The number →
The Q4 number
$50K to $150K of additional exposure for a $50M supplier
Across November through February, the cliff typically runs 1.5 to 3 times the mid-year monthly average, before any specific program change lands.
Half of that is often recoverable if the seven-day dispute window is protected on the peak weeks.
PIXELS AND CLICKS PATTERN OBSERVATION
09 / 10
Pixels and Clicks
EDI and deduction diagnostics for CPG suppliers
Full Q4 cliff calendar with the code family for each month, on our site
OTIF Deduction Assessment traces root causes across 90 days of Q4 remittance data
Every code entry on our deduction hub, one link away from this deck
pixelsandclicks.com