Retail finance is, fundamentally, a reconciliation problem
On one side: vendor invoices, rebate agreements, co-op advertising funds, markdown allowances and return deductions — every one a separate three-way match against PO, GR and contract. On the other side: marketplace payouts, FBA fees, promo redemptions and multi-channel inventory costs — opaque settlement reports landing on their own cadence. None of these systems share IDs. The result is millions of micro-discrepancies — and most of the money walks out before anyone notices.
1–3%
Revenue lost to settlement variance
15–30%
Vendor rebates & allowances left on the table
30–60 d
Dispute & claim windows before recovery is lost
Structural failures in retail finance
Every product crosses two reconciliation worlds: a vendor-facing one and a channel-facing one, each on its own cadence and contract logic.
Data Heterogeneity
ERP, vendor agreements, marketplace reports and POS speak different languages
The ERP holds POs and goods receipts. Vendor agreements live as PDFs in procurement folders. The marketplace remits net of 60+ fee types under its own SKU codes. POS data is aggregated. Co-op funds and markdown allowances sit in spreadsheets.
Every claim, rebate or settlement starts with manual data assembly
Time Lag
Claim windows and rebate periods close before anyone reconciles
Co-op advertising claims need to be filed within the quarterly window. Volume rebates accrue across the fiscal year and true-up at year-end. Marketplace dispute windows are short. Markdown allowances expire if not invoiced inside the promo period.
Recoverable money expires before anyone sees the variance
Header-Level Blindness
Aggregate payouts hide individual fee, deduction and claim errors
A €240K marketplace payout looks reasonable until you open the line items: an inflated FBA storage charge, an LTSF on the wrong ASIN, a phantom return deduction. A €1.2M vendor invoice clears 3-way match at the header until you open it: short delivery billed in full, wrong discount tier, missed rebate accrual. At the line level, 1–3% of revenue is leaking.
1–3% of net revenue systematically lost at line level
What it costs your retail finance team
The RECONs built for how retail & e-commerce actually run
Reconciliations grouped by how the business operates: Retail (vendor-side) and E-Commerce / Marketplaces (channel-side).
Sub-sector A
Retail
Vendor-side. Purchase orders, vendor rebates, co-op advertising, markdown allowances and return deductions. Every RECON anchored in the ERP and vendor agreements.
Vendor Invoice 3-Way Match
PO positions vs. received quantities / prices vs. vendor invoice lines
Purchase Orders
Goods Receipts
Vendor Invoices
ERP
Price deviations, short deliveries billed in full, wrong discount tiers applied.
Annual Volume Rebates & Kickbacks
Actual purchase volume per vendor vs. rebate tier thresholds vs. credit notes received
Purchase Volumes (ERP)
Vendor Rebate Agreements
Credit Notes Received
Vendors owe rebates based on volume tiers; retailers rarely track or claim them systematically.
Cooperative Advertising Fund
Qualifying ad spend vs. co-op fund entitlement vs. actually received credits
Marketing Spend Reports
Co-Op Ad Agreements
Vendor Credit Notes
Retailers entitled to ad subsidies but don't file claims; money left on the table every quarter.
Markdown & Promotional Allowances
Promotional markdowns taken vs. vendor-agreed allowances vs. credits received
Promotion Calendars
POS Data
Vendor Agreements
Credit Notes
Vendors agree to fund markdowns but credits aren't tracked against actual promotions.
Return & Deduction Matching
Returned goods vs. deductions applied vs. vendor acknowledgment vs. financial settlement
Return Authorizations
Goods Receipt (returns)
Vendor Debit Notes
Bank Statements
Deductions applied without clear references; vendors dispute, creating endless back-and-forth.
Sub-sector B
E-Commerce / Marketplaces
Channel-side. Marketplace payouts, FBA fees, promotional burn and multi-channel inventory cost. Every RECON anchored in marketplace reports and the shop / OMS.
Marketplace Payout Reconciliation
Order-level revenue vs. fees / commissions / returns deducted vs. net payout received
Marketplace Reports (Amazon / Zalando / etc.)
Shop System
Bank Statements
Opaque settlement reports; wrong commission tiers, phantom return deductions.
FBA Storage & Fulfillment Fees
Actual inventory dimensions / duration vs. storage fees charged vs. published fee schedule
Amazon FBA Reports
Inventory Data
Fee Schedules
Amazon measures dimensions differently; long-term storage fees applied to wrong ASINs.
Promotional Burn Tracking
Issued promotions vs. redeemed coupons vs. financial impact vs. marketing budget
Coupon / Voucher System
Order Data
Marketing Budget
No one reconciles how much promotional spend actually costs per order vs. planned budget.
Multi-Channel Inventory Cost
Inventory cost allocated per channel vs. channel revenue vs. true channel profitability
Multi-Channel OMS
Warehouse Costs
Channel Revenue Reports
Profitable channels subsidize unprofitable ones without anyone noticing.