PIM SelectionThe independent guide to choosing a PIM

Completeness score: definition and role in PIM

Completeness score is a data quality metric that shows the percentage of required attributes holding a value for a product, channel and locale.

In PIM practice, the completeness score is calculated against a list of required attributes per product family and channel. A product can be 100 percent complete for the webshop and 70 percent complete for a marketplace that requires more fields. Many PIM systems use completeness thresholds to block publication.

Illustrative example: a fashion brand requires 18 attributes for its webshop and 25 for a marketplace. A jacket with 18 of 25 marketplace fields filled shows 72 percent marketplace completeness. It stays out of the marketplace export until the gap is closed.

In a selection, completeness is the metric buyers ask for first, and it misleads when used alone. A field filled with a wrong value counts as complete. Buyers should test completeness per channel and per locale, and pair it with accuracy sampling and validation rules in their quality requirements.

Related terms

Sources and method

How this page was made: drafted by the PIM Selection editors from the sources listed, checked against the PIMvendors selection method, and signed off by a named expert. Editorial policy.

Cite this page

PIM Selection (2026). Completeness score: definition and role in PIM. PIMvendors.com. https://pimselection.com/glossary/completeness-score/ (version 2026-10-14).