Niblin
Checklist11 min read

Month-End Close for Ecommerce Brands: Shopify, Amazon, Wholesale Reconciliation

A practical month-end close checklist for consumer brands: reconcile platform payouts to ledger, account for fees/refunds/reserves, true-up inventory and COGS, accrue wholesale deductions. With a day-by-day close calendar.

Last Updated: November 10, 2026•Atul TirkeyBy Atul Tirkey, Founder at Niblin

Month-end close is when the books close and the P&L is final. For ecommerce brands, this is complicated: Shopify settled 3 days late, Amazon holds a reserve, a wholesale customer deducted 3% at payment, and you haven't reconciled inventory yet.

A sloppy close takes 3 weeks and leaves the CEO guessing. A clean close takes 10 days and the numbers are trustworthy.

The Goal: Close the books in 10 days with confidence. Revenue, COGS, cash, AR, and inventory all tie to GL. No surprises on day 12 when you realize you missed a platform fee.

Why Month-End Close Is Hard for Ecommerce Brands

Problem 1: Multiple Revenue Streams

  • Shopify: Settles in GL as a bank transfer (usually 1-2 days after sale)
  • Amazon: Settlement report shows refunds, fees, and chargebacks; reserve holds show separately
  • Wholesale: Revenue recorded when shipped, but payment arrives net-30/60/90 with deductions
  • TikTok/Faire/Others: Different timing and fee structures for each

Result: Revenue hits GL on different days. Refunds and chargebacks hit on different days. Fees are sometimes netted (hidden in payout), sometimes separate (invoice).

Problem 2: Timing Gaps

  • Accrual accounting: Revenue recognized when sold (day 1), cash lands when platform pays (day 7-90)
  • Refunds: Deducted from payouts, not shown as a separate line item
  • Reserves: Amazon holds 2% of rolling 30-day revenue; it doesn't show up as AR, but it's not cash-available

Result: Your bank account and GL don't match. You have to reconcile.

Problem 3: Hidden Fees

  • Shopify: 2.9% + $0.30 per transaction deducted at payout
  • Amazon: Referral fee + FBA fee + ad spend (PPC) all deducted before settlement payout
  • Wholesale: Deductions (damages, markdown, chargebacks) not known until payment, 30-90 days later

Result: P&L shows gross revenue, but net revenue (after fees) is lower. You have to separate the two.

Data You Need Before Month-End Close Starts

From Each Platform (Download Now, Not at Month End)

  • Shopify: Payout report (Payments > Payouts), Order report (all orders in the month), Refund report
  • Amazon: Settlement report (FBA/FBM combined), Advertising cost report, Returns report
  • Other Marketplaces: Settlement/payout report, fee report, holds/reserves report
  • Wholesale/Direct: Invoice list, payment receipt list, deduction documentation (if any)

From Your Accounting System

  • GL: All transactions posted through month-end
  • Bank reconciliation: Uncleared checks, pending deposits
  • AR aging: Outstanding invoices from wholesalers
  • Inventory system: Current balance (from WMS or system of record)

From Your Operations Team

  • Physical count: Any inventory adjustments (damages, shrink, write-offs)
  • Pending refunds: Orders approved for refund but not yet paid out
  • Pending disputes: Chargebacks in process, A-to-Z claims, warranty claims
  • Purchase order receipts: Inventory received but not yet invoiced by supplier

The 10-Day Close Checklist (Day-by-Day Calendar)

Day 1 (Tuesday of Week 2)

Morning: Set up the close.

  • Create close workpaper file with tabs for: Shopify, Amazon, Wholesale AR, Inventory, Accruals, GL Reconciliation
  • Set up a Close Tracker: What's done, what's pending, who's responsible, deadline
  • Schedule: daily standup (30 min), AR review (day 3), accrual sign-off (day 7), final review (day 9)

Afternoon: Download settlement data from all platforms.

  • Shopify: Payout report (last month), Order report, Refund report
  • Amazon: Settlement report (for last month, usually available by day 2-3 of current month)
  • Wholesalers: Any payment receipts or deduction notices received
  • Bank: Last month bank transactions (reconcile with payouts)

Day 2 (Wednesday)

Shopify Reconciliation

  • Download Payout report. Identify all payouts that landed in the bank last month.
  • For each payout: Gross sales - Refunds - Fees = Net payout.
  • Match to bank deposit by date and amount.
  • Journal entry: DR Bank / CR Shopify Payable, with fees as a separate line (COGS or OpEx depending on your GL structure)

Day 3 (Thursday)

Amazon Settlement Reconciliation

  • Download Amazon Settlement Report. This shows: Orders, Refunds, FBA fees, Referral fees, Advertising spend, Chargebacks, Reserve holds.
  • Identify: Opening balance (from beginning of month) + Deposits (payouts) - Refunds/Withdrawals = Closing balance.
  • Match deposits to bank by date.
  • Account for reserves: "Reserve Balance at End of Month" = cash held by Amazon (not in bank deposit yet).
  • Journal entries:
  • - DR Bank (for deposit received) / CR Amazon Payable
  • - DR Amazon Payable (fees) / CR OpEx or COGS
  • - DR Other Income (or Contra-Revenue) / CR Amazon Payable (for refunds, chargebacks deducted)

Review with operations: Any chargebacks or A-to-Z claims pending? Add to accruals.

Day 4 (Friday)

Wholesale AR & Direct Sales Reconciliation

  • Pull AR aging report from GL.
  • For invoices due last month: Did customer pay? Match invoice to payment.
  • For invoices with deductions: Actual deduction % taken?
  • Journal any payments received: DR Bank / CR AR
  • Note any overdue invoices (>30 days): Follow up with customer

Day 5-6 (Monday: Tuesday)

Inventory True-Up

  • Warehouse team: Physical count or system count (from WMS/inventory system)
  • GL inventory balance: What did accounting have at end of month?
  • Variance: If counts don't match, why?
  • - Damaged goods (write-off)
  • - Shrink/theft (adjust COGS)
  • - In-transit inventory (received but not yet in system)
  • - Counting error (recount)
  • Journal: Adjust GL inventory to match physical count. Debit COGS or write-off account.

Day 7 (Wednesday)

Accruals

  • Pending refunds: Orders approved for refund this month but payout not processed yet. Accrue as a payable/accrual. (Will reverse when payout clears next month.)
  • Wholesale deductions: Retailer invoices due next month but known to include 2-3% deductions. Accrue the estimated deduction as a contra-revenue or direct AR reduction.
  • 3PL charges: Storage, handling, freight invoices that arrived late but relate to last month. Accrue if you received the service.
  • Pending chargebacks/claims: Amazon/Shopify disputes in process. Estimate loss and accrue.
  • Example accrual journal:
  • DR Operating Expense / CR Accrued Charges (for 3PL invoice not yet paid)
  • DR Sales Returns & Allowances / CR AR Allowance (for estimated wholesale deductions)

Day 8-9 (Thursday: Friday)

Final GL Reconciliation & Variance Review

  • Bank reconciliation: All deposits and checks cleared? (Bank usually reconciles in 2-3 days)
  • AR aging: All known invoices accounted for?
  • Inventory: GL matches physical count?
  • Platform balances: Shopify, Amazon balances match your payables?
  • P&L spot-check: Does revenue look reasonable? Are COGS, fees, and refunds in the right % range?
  • Variance analysis: Year-over-year or plan vs actual. Any surprises?

Day 10 (Monday)

Close & Sign-Off

  • Finance lead: Final review of P&L and balance sheet.
  • Management/CFO: Sign-off on monthly close.
  • Document: Close memo (any unusual items, accruals, adjustments for audit trail).
  • Distribute: P&L and balance sheet to stakeholders.

Platform Payout Reconciliation: Shopify & Amazon in Detail

Shopify Reconciliation (Step-by-Step)

TaskSourceWhat You're Looking For
1. Gross sales last monthShopify Order ReportTotal $, number of orders, refund count
2. Refunds processed last monthShopify Refund ReportTotal refunded, partial vs full refunds
3. Processing feesShopify Payout Report2.9% + $0.30 per transaction (shown on settlement)
4. Payouts receivedBank + Shopify Payout ReportDate, amount. Usually 1-2 business days after sale.
5. ReconcileMatchOrder Report - Refund Report - Fees = Payout. Match to bank deposit.

Example Shopify Reconciliation

Amount
Gross sales (Order Report)$50,000
Refunds (Refund Report)-$2,000
Net sales$48,000
Payment fees (2.9% + $0.30)-$1,392
Expected payout$46,608
Bank deposit received (match date)$46,608
Variance$0 ✓

Amazon Reconciliation (More Complex)

Amazon settlement is more complex. You have to account for: Orders placed (by date), FBA fees, refunds, chargebacks, disputes, advertising spend (if auto-deducted), and reserves.

ItemAmountNotes
Orders revenue$100,000FBM + FBA orders
Refunds-$5,000Customer returns, refunded
Chargebacks-$500Chargeback losses
Referral fee (15%)-$15,000On $100k
FBA fulfillment-$6,000Per-unit FBA fee
Amazon Advertising (PPC)-$3,000Your ad spend
Subtotal$70,500Amount available
Reserve held (2%)-$2,000Held by Amazon, released next month
Payout to bank$68,500This hits bank as deposit

Key Journal Entries

DR Bank $68,500

CR Amazon Payable $68,500

Then:

DR COGS - Referral Fees $15,000

DR COGS - FBA Fees $6,000

DR OpEx - Advertising $3,000

DR Contra-Revenue $5,500 (refunds + chargebacks)

CR Amazon Payable $29,500

And separately:

DR Other Current Asset - Amazon Reserve $2,000

CR Amazon Payable $2,000

(Reserve is eventually released; you'll credit this back when Amazon pays it out next month.)

Accruals: The Linchpin of Accrual Accounting

What Is an Accrual?

An accrual is a journal entry that records an expense or revenue that has occurred but hasn't been paid/received yet. Accrual accounting says: recognize the event when it happens, not when cash moves.

Common Accruals for Ecommerce

1. Pending Refunds

  • Example: Customer ordered last week, approved refund this week, but payout not yet processed by Shopify/Amazon
  • Journal: DR Sales Returns & Allowances / CR Accrued Refunds Payable
  • Reversal: When refund posts in next month, reverse the accrual.

2. Wholesale Deductions (Estimated)

  • Example: You invoiced retailer $50k net-60 on day 1. Retailer typically deducts 3% ($1,500) at payment on day 60.
  • Journal (at month-end, if invoice is in AR): DR COGS - Retail Deductions $1,500 / CR AR Allowance $1,500
  • Result: AR shows net of deduction, not gross. Reversal: When payment arrives, deduction materializes as expected.

3. 3PL or Supplier Invoices Received Late

  • Example: 3PL sends storage invoice on day 3 of next month, but it relates to last month's services
  • Journal: DR COGS - Storage / CR Accrued 3PL Charges
  • Reversal: When you pay the invoice next month, reverse the accrual.

4. Chargebacks/Disputes in Process

  • Example: A customer disputed a charge; Stripe or Amazon is investigating
  • Journal: DR Chargeback Expense / CR Accrued Chargeback Losses (estimated)
  • Reversal/Adjustment: When outcome is known, adjust or reverse.

Key Principle: All Accruals Must Reverse in Following Month

If you accrue a pending refund in Month 1, you must reverse it in Month 2 (when the actual refund posts). Otherwise, you double-count it.

Inventory True-Up & COGS Adjustment

Month-End Inventory Checklist

  • Step 1: Get the GL inventory balance as of last day of month
  • Step 2: Get the physical or system count (from WMS or cycle count)
  • Step 3: Investigate any variance > 1%
  • Step 4: Journal the adjustment to match GL to physical

Example Inventory True-Up

AmountNotes
GL Inventory balance (last day of month)$500,000
Physical count (warehouse)$495,000
Variance$5,000Under (we have less than GL shows)
Reason: Damaged goods (3PL damage)$3,000Identified during count
Reason: Shrink/theft$2,000Estimated loss
Journal:
DR COGS - Damaged Goods Loss$3,000
DR COGS - Shrink$2,000
CR Inventory$5,000

Inventory in Transit

  • Issue: Inventory ordered from supplier arrives in GL system on receipt, but warehouse hasn't counted it yet
  • Solution: At month-end, include inventory in transit as part of balance sheet inventory (it's your asset even if not yet counted)
  • Journal: If inventory arrives on day 30 of month but you don't count it until day 1 of next month: accrue as "Inventory in Transit" or include in physical count guidance

Wholesale AR & Deduction Accounting

The Challenge

Wholesale customers are invoiced at net-30, net-60, or net-90. When you invoice, revenue is recorded. But payment often includes deductions (2-5%) that you don't know until the check arrives.

Month-End Process

  • Step 1: AR Aging Report
  • Pull AR aging showing invoices by customer and days outstanding
  • Step 2: Identify Aging>30 Days
  • Invoices beyond payment terms (e.g., net-30 but 45 days old) are overdue. Follow up.
  • Step 3: Estimate Deductions
  • Based on history with retailer, estimate deductions. If they usually deduct 3%, apply that to pending invoices.
  • Step 4: Accrue Estimated Deductions
  • Journal: DR Sales Returns & Allowances / CR AR Allowance (for estimated deduction)
  • Step 5: Track Actual vs Estimated
  • When payment arrives, compare actual deduction to estimate. Adjust if needed.

Example: Wholesale Deduction Accrual

Amount
Gross invoice to Retailer A (net-60)$100,000
Days outstanding35 days (not yet due)
Estimated deduction % (historical)3%
Estimated deduction amount$3,000
Accrual journal:
DR Sales Returns & Allowances$3,000
CR AR Allowance: Retailer A$3,000
AR now shows: $97,000 (net of est. deduction)

When payment arrives 60 days later: If Retailer A deducts $3,200 (more than estimated), adjust the allowance. If they deduct $2,500 (less), reverse the overage.

From Chaotic Closes to 10-Day Close

Month-end close is the heartbeat of financial reporting. It ties together revenue, cash, AR, inventory, and expenses. A sloppy close masks problems. A clean close shows the truth.

For ecommerce brands with Shopify, Amazon, and wholesale channels, the close is especially tricky because timing doesn't align: revenue on day 1, cash on day 7-90. Refunds are hidden in payouts. Deductions happen at payment, not sale. This checklist puts structure around it.

Niblin automates parts of this: platform payout reconciliation, accrual tracking, and AR aging all sync to your GL in real time. Your month-end close becomes a review, not a reconstruction.

Close the books in 10 days, not 3 weeks.

Automate platform reconciliation, accruals, and AR aging. Know exactly what revenue, cash, and AR you have: reconciled to the penny. Get Started

Key Takeaways

  • Month-end close for ecommerce is complicated by timing: revenue on day 1, cash on day 7-90
  • The 10-day close calendar: Day 1-2 Shopify, Day 3 Amazon, Day 4 Wholesale, Day 5-6 Inventory, Day 7 Accruals, Day 8-9 GL review, Day 10 sign-off
  • Shopify reconciliation: Gross sales - Refunds - Fees = Payout. Match to bank deposit.
  • Amazon reconciliation: Must account for refunds, chargebacks, referral fees, FBA fees, ad spend, and reserves separately
  • Accruals are critical: pending refunds, estimated wholesale deductions, late 3PL invoices, and chargebacks in process must be accrued at month-end
  • Inventory true-up: Physical count vs GL; journal any variance (damaged goods, shrink) to COGS
  • Wholesale deductions: Estimate and accrue at invoice date; reconcile when payment arrives
  • All accruals must reverse in the following month when the actual transaction posts

Frequently Asked Questions

How do I reconcile Shopify payouts to the GL?

Download Shopify's Payout Report and Order/Refund Reports. Gross sales - Refunds - Fees = Expected payout. Match payout amount and date to bank deposit. Journal: DR Bank / CR Shopify Payable (or similar account). Then journal fees separately if needed.

What is the difference between a bank reconciliation and a platform reconciliation?

Bank reconciliation matches your GL bank account to your actual bank statement (deposits, checks, fees). Platform reconciliation matches platform payout reports to your GL Shopify/Amazon accounts and verifies the bank deposit matches. Both must tie out; if not, you're missing a fee or refund.

Why do I need to accrue wholesale deductions?

Because you invoice on day 1 (revenue recorded), but the retailer deducts cash at payment (day 60-90). If you don't accrue the estimated deduction, your AR balance overstates what you'll actually receive. Accruing shows the net amount; adjusting when actual payment arrives keeps it accurate.

What is an inventory variance and how do I fix it?

A variance is the gap between GL inventory and physical/system count. Example: GL shows $500k, but count shows $495k. Investigate: damaged goods, shrink, or counting error. Journal the variance to COGS. If it's frequent or large (>5%), you have a deeper problem (damaged goods, theft).

What happens if I don't accrue pending refunds?

Your P&L will show higher revenue than reality. When refunds post next month, revenue drops, making this month look artificially good and next month artificially bad. Accruing smooths the P&L and shows accurate revenue for the month the transaction occurred.

How long should month-end close take?

With preparation and process: 10 days (Day 1 to Day 10). Platform reconciliation 2 days, inventory 2 days, accruals 1 day, GL review 2 days, sign-off 1 day. If it takes 3+ weeks, you're missing data or doing manual reconciliation. Automate where you can.

Plan, forecast and close with Niblin

Budget, rolling forecast, variance, cash and inventory for consumer brands, on numbers reconciled to your books.