Start with a named receiving format
A buyer spreadsheet, an internal product sheet, and a storefront feed are different deliverables. Identify the intended recipient, the version of the format, and the method by which information will be transferred. “Ready for ecommerce” is too broad to guide a reliable implementation.
Where a recipient supplies a template, examine its instructions as well as its column names. Required fields, allowed values, and family relationships may be described outside the data grid.
Map without changing the underlying facts
A destination may call a product title an item name or require a combined measurement string. The export can transform the representation while keeping the catalog’s underlying values distinct. Record the transformation and the assumptions it relies on.
A missing unit or unconfirmed category should produce a review item. It should not be filled with a plausible guess merely to generate a complete-looking output. Destination requirements do not establish the truth of a product detail.
Make readiness destination-specific
An item might have enough information for a short buyer sheet but lack the image approval needed for another use. Readiness should identify the intended output and the rules checked. A single universal percentage can hide the difference.
The review should distinguish missing information, a failed format check, and a pending business approval. Each condition needs a responsible action so that the team can resolve the issue rather than repeatedly regenerate the same file.
Check the exported artifact
Review the file that a recipient will actually receive. Confirm the headers, row identity, character handling, measurement formatting, and included variants. A successful generation step is not evidence that the receiving system has accepted the result.
The project scope should say whether delivery ends at a reviewed file, a tested upload, or a live system connection. Ongoing changes to a third-party template or channel require an agreed owner and maintenance arrangement.