Product matching

Similar product titles do not always represent the same SKU.

A matching-audit case showing how critical attribute conflicts expose unsafe product links across sources.

CaseFMCG Product Data Enrichment

When products from two sources are linked under one internal identifier, the link must survive a check of the attributes that make a SKU distinct.

Demonstration case. The pair shown below illustrates a recurring audit problem. It is not presented as a disclosed client result.

Input

Two catalogs and existing internal_id links

Check

Critical product-attribute agreement

Output

Confirmed, doubtful and rejected links

Situation

A master-data table connects items from different retailers or catalog versions. Some links were built from title similarity and require evidence-based validation.

Illustrative candidate pair

SourceProduct title
Retailer AMilk VKUSNOTEEVO pasteur. Special 3.2% jug 930g
Retailer BVKUSNOTEEVO Milk UHT 3.2% 950g carton

The brand, broad product type and fat percentage appear aligned. The processing method, pack size and packaging do not.

Attribute-level validation

AttributeRetailer ARetailer BDecision signal
BrandVkusnoteevoVkusnoteevoAgrees
CategoryMilkMilkAgrees
Fat content3.2%3.2%Agrees
ProcessingPasteurizedUHTConflict
Pack size930 g950 gConflict
PackagingJugCartonConflict
Verdict on the illustrative pair

The link is not confirmed: several critical attributes contradict identity. It should be separated or moved to manual validation under the client’s matching rules.

Audit workflow

  1. Parse each linked title into comparable attributes.
  2. Normalize harmless representation differences such as unit notation or abbreviation.
  3. Detect semantic conflicts in type, size, pack, variant, composition or technology.
  4. Assign each link a status: confirmed, requires review or erroneous.
  5. Rank systematic causes of false matching and recommend tighter controls.

Deliverables

  • Excel audit of each existing pair with status and explanation.
  • Highlighted conflict attributes supporting each rejection or review flag.
  • Summary of confirmed, doubtful and erroneous links.
  • Recommendations for conservative matching rules and regression checks.

Need to validate links across SKU sources?

Send two product catalogs and the current internal_id mapping. Indicuma will identify attribute conflicts and suspicious product matches.

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