Why does Shopify search return irrelevant products?

A practical way to balance search relevance, partial matching and useful product discovery without making Shopify search too broad or too restrictive.

Start with real search examples

Collect the exact terms customers type and compare the expected products with the actual result set.

Separate exact and partial matches

A useful search often needs both exact-title relevance and controlled partial matching.

Avoid over-restricting results

If logic becomes too strict, related products that should be discoverable can disappear.

Validate after changes

Test several short, long and partial queries instead of validating only one keyword.

Final thought

The useful approach is to isolate the technical layer responsible for the problem, change one thing at a time and validate the real user flow.