Academy · Lesson 4

Not every no-result has the same cause.

An empty results page may indicate different customer language, typos, missing data, a wrong indexing choice or a real gap in the assortment.

Classify first

Solve the cause, not just the blank page.

Typo

Minor writing differences call for fault tolerance or controlled correction, not broad semantic fallback.

Zero-result searches →

Customer language

When customers use words other than the catalog, targeted synonyms or semantic signals can help.

Synonyms →

Missing data

Check title, category, attribute, variant, and identifier before adding query logic.

Data audit →
After the change

Measure whether the recovery also produces better behavior.

A lower no-result rate is only valuable when visitors see relevant results, click and convert where appropriate.

CauseFirst actionControl
SpellingCorrection/wrong toleranceRelevant click?
LanguageSynonym/semanticsBetter CTR?
DataRestore source dataMore correct matches?
AssortmentRecovery/alternativeClear next step?