metal ruler, metal, measures, flexible, workshop, centimeter, dimensions, instrument, measurement, measure, centimeters, millimeters, inch, meters, decoration, level, construction, architecture, scale, work, blur, symmetry, draft, texture, standard, standardization, accuracy, straight, righteousness, measured, numbers, numbering, arabic numbers, engineering, squad, bevel, technical drawing, autocad, handbook, gray, silver, steel, aluminum, black and white, sepia, grayscale, bullet, vignetting, vignete, microns, standard, standard, standard, standard, standard, autocad, autocad
Photograph by josemdelaa on Pixabay

Retail Media Planning

Part of Cross-retailer reporting

Normalising metric definitions across UK retail partners

Build a metric dictionary and decide which UK retailer media fields can be aligned, recalculated or shown separately.

To normalise retailer metrics, define the measure you need, record each provider's actual definition and transform a value only when the source fields support the change. If definitions cannot be reconciled, keep the values separately labelled. Renaming a column is not normalisation.

Build the metric dictionary

For each candidate measure, give a plain-English definition, formula, unit, event or transaction status, product set, sales channels, eligible customer population, attribution interaction and window, time zone, reporting cut-off and retailer source label. Retain the original export and extraction date. Assign an owner to resolve ambiguous fields.

MismatchPossible treatmentAvoid
Presentation, such as currency or date formatConvert using a recorded rule and source valueOverwriting the source field
Definition, such as gross versus net salesRecalculate when the required transaction adjustments existApplying an assumed returns rate
Population, such as different customers or sales channelsUse a verified common subset or report separatelyTreating similar labels as equivalent

Record click and view attribution separately, including their lookback windows. Attribution windows vary by partner; ensure you understand the actual settings used.

Pros and Cons of Recalculating Metrics vs. Reporting Separately

  • Recalculating MetricsPros: Enables direct comparison, consistent measurement Cons: Requires full transaction data, risk of error if assumptions are incorrect
  • Reporting SeparatelyPros: Preserves original accuracy, avoids assumption errors Cons: Limits cross-provider analysis, may obscure performance trends

Define sales and product scope

Ask when a sale is recognised, whether the figure includes later returns, cancellations or refunds, and the cut-off for those adjustments. Confirm what the provider supplied rather than assuming that a dashboard label such as 'revenue' means net sales.

A promoted parent SKU can include size or colour variants. Wider same-brand, same-category attribution may cover further products. Before adding a parent-SKU figure to a halo figure, establish whether the retailer reports the halo as an additional component or a total containing the parent SKU.

Key Definitions for Sales and Product Scope in UK Retail Media

Sale Recognition Criteria
When is a sale considered complete?
Returns & Refunds Cut-Off
Adjustments included up to what point?
Parent SKU Inclusion
Does it include size/colour variants?
Halo Attribution Scope
Is halo reported as additional or total?

Preserve delivery units

An online impression means an advert began to render; viewability is a separate measure. An in-store ad play is a display or rendering event, while opportunity to see estimates potential exposure. None is an interchangeable count of people.

For any rate, store its numerator and denominator. Recalculate a combined rate only when the underlying units and populations align. Compatible click-through rates, for example, combine as total eligible clicks divided by total eligible impressions; an average of the displayed percentages is unweighted.

Decide which fields can be compared

Mark each proposed field aligned, recalculable, separate or unknown. An aligned field can enter a comparison after checking period and coverage. A recalculable field needs a documented formula and source values. A separate field stays in the retailer view. For an unknown field, write the precise question to the provider.

The resulting comparison should carry its definitions with it so a difference in measurement is not mistaken for a difference in performance.

More from Retail Media Planning