Ecommerce reporting services
Ecommerce reporting automation services
Automated ecommerce reports are only useful if people believe them. An ecommerce reporting service earns that trust in stages: agreeing definitions with the owner and accountant, reconciling one month by hand to understand every difference, loading store, marketplace, payout and shipping data automatically, keeping product costs current and reviewing the report with its readers until it answers their questions. The result is a report that matches the accounts closely enough to make decisions from.
Below: definitions, the reconciliation month, data loading, product costs and reader reviews.
Illustrative diagram
Ecommerce reporting
- Definitions
- Net sales
- Contribution
- Reconciliation
- Sample month
- Monthly check
- Data
- Store and marketplaces
- Payouts and shipping
- Review
- Reader questions
- Product costs
How the service runs
Define
Net sales, orders and contribution agreed with owner and accountant.
Output: Definitions
Reconcile a month
One month rebuilt by hand and compared with the accounts.
Output: Known differences
Load data
Store, marketplace, payout and shipping data loaded on a schedule.
Output: Combined data
Build the report
Figures by channel and product in the agreed definitions.
Output: Automated report
Review
Readers use it for a few weeks; questions answered.
Output: Trusted report
Why reconcile a month by hand first
Rebuilding one month's figures manually, from the raw exports to the accounts, reveals every adjustment the automation must make: refunds that cross month ends, marketplace fees deducted at payout, gift cards counted as sales, shipping income booked separately. Each difference is either explained by timing or fixed by a definition. Automating without this step can produce a report that is fast but quietly wrong.
Keep the reconciliation as a reference for future checks.
Differences a reconciliation can explain
| Difference | Possible cause |
|---|---|
| Store sales above accounts | Tax or shipping included in one but not the other |
| Refunds in the wrong month | Refund date versus order date |
| Marketplace sales above payouts | Fees and adjustments deducted before payout |
| Gift card sales counted twice | Sale and redemption both treated as revenue |
Keeping product costs current
Contribution depends on accurate product costs. Agree where costs are recorded, who updates them when supplier prices change and how landed costs such as freight and duty are added. Flag products with no cost recorded, since they will show inflated contribution. Review costs at least whenever supplier price lists change.
Example: one figure for the board
Illustrative example — not a client case study
Situation: An online brand's directors receive three different sales figures each month from the store, the marketplace manager and the accountant.
- Definitions are agreed with the accountant, and one month is reconciled by hand.
- Store, marketplace and payout data load nightly and are restated in the agreed definitions.
- The monthly report shows one net sales figure by channel, with a reconciliation line to the accounts.
What this shows: Board discussions moved from which figure was right to what to do about it. This example is illustrative.
What you should receive
Definitions
- Written definitions
- Reconciliation of the sample month
Data
- Scheduled loads and failure alerts
- Product cost process
Report
- Report by channel and product
- Monthly reconciliation check
- Owner
Warning signs in a proposal
Dashboard first, definitions later
Fast charts built on figures nobody has agreed.
No reconciliation
Differences with the accounts discovered by the board.
Revenue only
No view of fees, shipping or contribution.
Product costs assumed
Contribution figures that look better than reality.
Reviewing with the readers
For the first few weeks, ask each reader what decisions the report helps with and what is missing or confusing. Owners may want contribution by channel; buyers may want sell-through by product; marketing may want repeat rates by acquisition source. Add what is used, remove what is not and keep definitions visible. A short note at the top of the report explaining any figure that changed definition avoids confusion.
Agree who to ask when a figure looks wrong.
When a data load fails
Set alerts for failed or partial loads, and show clearly on the report when a source has not updated, so nobody makes decisions on incomplete figures. Marketplace and payout reports can arrive late; the report should wait or flag them rather than show partial totals as final.
Access to sales data
Reports combining sales, costs and margins are commercially sensitive. Decide who can see contribution and cost figures, give read-only access where possible and use accounts your business controls for every data connection, so access can be removed cleanly when people or providers change.
Adding a channel later
When you start selling on a new marketplace, map its reports to the agreed definitions and reconcile its first month before adding it to the main figures.
Questions about ecommerce reporting automation services
Why involve the accountant?
So report definitions match how the accounts treat sales, refunds and fees.
Why reconcile a month by hand?
To find every adjustment the automation must make before building it.
What causes differences with the accounts?
Timing of refunds, tax and shipping treatment, fees at payout and gift cards.
How are product costs kept current?
With a named owner updating them when supplier prices change.
How is the report checked over time?
With a monthly reconciliation against the accounts.
What do we receive from an ecommerce reporting project?
Definitions, a sample reconciliation, scheduled data loads and the report.
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