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Querri for ecommerce finance

Close on one set of numbers,across every channel.

Querri ties Shopify, Amazon and retail to NetSuite or QuickBooks, matches payouts to deposits, catches retailer deductions, and gives the leadership pack one margin by channel that every team uses. No warehouse or data hire first, and every number opens to its source.

Free to start. No credit card required.

  • 125+ connectors
  • SOC 2 Type II, HIPAA, ISO 27001:2022
  • Never trains a model on your data
One minute: settlements tied to the books, the Channel close blueprint, and what else your finance data answers.

One view of the month

Four sources. One margin by channel, tied to the books.

Orders and payouts live in Shopify, settlements in Amazon, invoices, cost and deposits in the ledger, and retailer deductions in remittances and promo sheets. Querri joins them by order, payout and invoice, and checks for gaps and duplicates before it queries, so the close and the leadership pack start from the same numbers.

  • Store orders and payouts Shopify
  • Amazon orders and settlements Amazon
  • Ledger, cost and deposits NetSuiteQuickBooks
  • Remittances and promo calendar ExcelGoogle Sheets

Where ecommerce finance teams start

Three questions that cross the ledger's edge

These are good first jobs, not the whole list. Once Shopify, Amazon and the books are in, the same definitions answer whatever you ask next.

One margin by channel, tied to the books.

“What did the store, Amazon and retail each earn this month, on the numbers ecommerce and the board use?”

How it's done today
Shopify and Seller Central exports, a NetSuite report pulled into Excel, and a margin tab that differs from the one ecommerce built.
In Querri
Querri joins Shopify orders and refunds, Amazon orders, fees and settlements, and invoices, item cost and channel class from NetSuite or QuickBooks. Each channel runs from gross sales to contribution on one definition, and the leadership pack reads it.

Payouts that match what you booked.

“Do Shopify and Amazon payouts match what we booked, and which line made the gap?”

How it's done today
Each settlement report opened by hand, matched to bank deposits in a spreadsheet, and the gap carried as a plug.
In Querri
Querri reads Shopify payouts and every Amazon settlement line beside the deposits in your ledger, and matches them by payout. Each gap shows the fee, refund or reserve behind it, and a monitor flags new fees before close.

Retailer deductions, checked against what you agreed.

“Which retailer deductions tie to a promo we agreed, and which are leakage?”

How it's done today
Remittances from each retailer portal, credit memos in the ledger, and the promo calendar in someone's workbook.
In Querri
Querri lines up A/R and credit memos from the books with retailer remittances and your promo calendar, so each deduction shows whether it ties to a promo you agreed. The rest is a dispute list, by retailer and reason.

Margin by channel is one question. Ask next about inventory in the books against the 3PL, refunds by channel or the month's variance to plan. See how asking works

More than a close checklist

One set of channel numbers, for every report and every AI agent

The three jobs run on the same foundation as everything else in Querri. Define a number once, and every dashboard, spreadsheet export, board pack and AI answer uses it.

The Library

Teach it once. It stays right.

Say what counts as net sales, landed cost and contribution, and which class each channel books to, and every answer after that uses it. Finance, ecommerce and the board pack finally show one margin.

Answers you can stand behind

Click a number. See where it comes from.

Click a channel's margin to see the orders, settlement lines and ledger entries behind it, and when each refreshed. Before it queries, Querri checks the data for gaps and duplicates, and when it can't answer, it says what's missing.

Wherever you work

Keep working in Excel.

Ask in plain language, with no SQL and no queue. Send the leadership pack to Excel or slides, build a dashboard by asking, or ask from your AI assistant, under each person's own access.

It keeps learning

Wake up to what changed.

Monitors judge each channel's fees, each payout and each retailer's deductions against its own history, and say which one moved, not just that the total did. Every night Querri works through your data and leaves what it found in your Inbox. Nothing changes without your OK.

The blueprint

A channel close blueprint, ready in minutes

Four steps from sign-up to your own channel close desk. No warehouse, BI build or data hire first.

  1. Sign up free

    No credit card. Your own workspace is ready in about a minute.

  2. Install Channel close

    Open Blueprints, pick the card and install it. Sample data comes with it, so every page has numbers right away.

    Channel close21 pieces
  3. Keep the sample, or connect your data

    Connect Shopify, Amazon and NetSuite or QuickBooks for payouts and deposits, then add remittances, the promo calendar and your channel close map. An agent sets up each connection with you.

    ShopifyAmazonNetSuiteQuickBooksExcelGoogle Sheets
  4. Open your channel close desk

    Margin by channel, payouts against deposits and retailer deductions, on one site.

The Channel close blueprint in Querri on Marigold Supply Co. sample data: margin by channel, Amazon settlements against booked deposits and wholesale deductions
Margin by channel and the payout tie-out, on the Channel close desk (Marigold Supply Co. sample data).

Everything that installs

  • 5 Site pages

    Channel close desk

    • Month-end tie-out
    • Channel P&L
    • Payouts and settlements
    • Retailer deductions
    • Definitions and data readiness
  • 3 Dashboards

    • Channel P&L
    • Payout tie-out
    • Deductions
  • 4 Views

    • Channel P&L
    • Settlement lines
    • Payouts and deposits
    • Deductions
  • 3 KPIs

    • Net sales
    • CM2 %
    • Unmatched payouts
  • 4 Skill and monitors

    • Month-end close
    • Payout gap watch
    • Amazon fee watch
    • Deduction watch

A payout matches when the deposit booked for it carries its reference, or the same amount within five days. Monitors compare each fee, payout and retailer with its own history.

Sign up and open the blueprint

Compare

How Querri compares with the other ways ecommerce finance gets these numbers

Most ecommerce finance teams already have ERP reports, a settlement summary tool, Excel, or all three. Here is where each fits, where it stops, and how Querri works alongside it.

QuerriERP reportsA settlement summary toolExports and Excel
Time to the first answerMinutes on sample data from the blueprint, then on your ownAlready there for what's bookedDays to set up, then each payout posts on its ownEvery month, by hand
Shopify, Amazon, retail and the ledger togetherOne Library, from 125+ connectors and file uploadsSummaries only, unless middleware brings order detail inStore and marketplace payouts; retail sits outsideWhatever someone pastes in
Margin by channel to the SKUGross sales to contribution, by channel and SKUBy class, at summary levelNot its job: it books summariesA tab per channel, rebuilt each month
What net sales and margin meanDefined once; every answer, dashboard and AI agent uses itIn each saved searchIn the tool's mapping to your accountsIn each workbook's formulas
Where a number came fromClick any number to see its source tables and refresh timeDrill into the journalThe payout it came fromIn the formulas, for whoever built them
Retailer deductions against promosMatched to the promo calendar, rest flagged for disputeCredit memos, without the reasonNot coveredA lookup someone maintains
Posting journal entriesNot Querri's job. Querri reads, never writesIts core strengthIts core strengthPasted in by hand
How it works with QuerriReads from all three, plus order and ad detailKeep it as the book of record. Querri adds the channel detailKeep it to post summaries. Querri checks them against orders and marginAnswers export to Excel, so the workbook stays
The right call on its own whenThe close crosses the store, Amazon, retail and the booksYou sell through one channelYou only need payouts postedIt's a one-off question

Approaches, not products: what each typically looks like in late 2026.

Questions

Ecommerce finance across Shopify, Amazon and retail: common questions

How do ecommerce controllers close the month across Shopify, Amazon and retail on one set of numbers?

Querri joins Shopify orders and payouts, Amazon orders and settlements, and invoices, cost and deposits from NetSuite or QuickBooks into one Library. Net sales and margin are defined once, so the close, the leadership pack and ecommerce's dashboards agree. Every number opens to the orders and ledger lines behind it. See every connector

How can I reconcile Amazon settlements and Shopify payouts to bank deposits?

Connect Shopify and Amazon next to your ledger. Querri matches each payout and settlement to the deposit booked for it and breaks any gap into its lines: fees, refunds, reserves, or charges posted outside the settlement. A monitor flags a new or rising fee before close, not after. Nightly insights and Monitors

Can Querri show margin by channel, from gross sales to contribution?

Yes. Querri runs each channel from gross sales through discounts, returns, product cost, channel fees and fulfillment to contribution, with item cost and channel class from NetSuite or QuickBooks. The same ladder works by SKU, so you see which products earn their place on Amazon. KPIs

How do I check retailer deductions and chargebacks against our promo calendar?

Bring A/R and credit memos from the books, retailer remittances as files, and your promo calendar from Excel or Google Sheets. Querri matches each deduction to the promo it belongs to and lists the rest by retailer and reason, ready to dispute. Excel workbooks

Can an ecommerce finance team of one or two keep working in Excel with Querri?

Yes. Ask in plain language, then send any answer to Excel as a workbook that refreshes from the same definitions. There's no SQL to learn and no analyst queue, and the leadership pack can go out as slides from the same numbers. Excel workbooks

Is it safe to connect NetSuite, QuickBooks, Shopify and Amazon to Querri?

Yes. Querri is SOC 2 Type II, HIPAA and ISO 27001:2022 certified. Each organization has its own database and storage, encrypted with AES-256 at rest, and your data, prompts and results never train any model. Connectors are read-only, so Querri never changes a record in your ledger or your store, and an agent sets up each connection without ever seeing your passwords. Visit the Trust Center

What does an ecommerce finance team connect first to get started with Querri?

To get started with Querri, connect NetSuite or QuickBooks, then Shopify and Amazon. Add retailer remittances and the promo calendar as files when you're ready. An agent sets up each connection with you. The Channel close blueprint opens on sample data first, with margin by channel and the payout tie-out, then runs on your own data. Sign up and open the blueprint

Do I need a credit card to try Querri for ecommerce finance?

No. Querri is free to start, and no credit card is required, so a finance team can try it on sample data before any budget conversation. There's no warehouse, BI tool or data hire to set up first. Current plans and prices are on the Querri pricing page. See pricing

Playbooks

Three month-end questions across channels

Step by step, with sample data, for the person who builds the report.

Playbook coming

Margin by channel for the leadership pack

What did the store, Amazon and retail each earn this month, tied to the books?

Playbook coming

Amazon settlements and Shopify payouts against deposits

Which payouts don't match what we booked, and which line made the gap?

Playbook coming

Retailer deductions against the promo calendar

Which deductions tie to a promo we agreed, and which should we dispute?

From the blog

For the CFO and the founder

What to do once you have the answer.

Article coming

Why Shopify revenue never matches the bank

Where payouts and booked sales part ways, and how to close the gap every month.

Article coming

Contribution margin by channel, one definition for the whole company

How finance and ecommerce stop bringing two margins to the same meeting.

Article coming

Retailer deductions are a margin line, not a rounding error

What leakage costs a brand selling to retail, and how to win it back.

Close this month on one set of numbers.

The channel close blueprint opens when you sign up. Connect Shopify, Amazon and NetSuite or QuickBooks, and ask what each channel earned and which payout doesn't match.

Free to start. No credit card required.

Each organization has its own database and storage, and your data is never used to train a model. How we handle security and access.