1. A non-transitory computer-readable medium embodying a program executable in at least one computing device, wherein when executed the program causes the at least one computing device to at least: obtain a search query string from a client; determine that the search query string includes a plurality of application keywords describing a make, a model, and a year of an automobile; identify a result set of automotive items from a catalog of items according to the application keywords, the result set of automotive items being compatible with the automobile; rank the result set of automotive items according to customer behavior data indicating selections of automotive items by a plurality of other users who also searched for automotive items compatible with the automobile, wherein ranking the result set of automotive items is configured to surface in the result set a particular automotive item that is associated with a defect in the automobile; determine an inferred keyword according to the automobile and additional customer behavior data that indicates a plurality of sales of automotive items to the plurality of other users; determine a non-application keyword specified in the search query string; identify a subset of the result set of automotive items according to the inferred keyword and the non-application keyword; generate at least one network page describing at least the subset of the result set of automotive items; and send the at least one network page to the client.
1. A non-transitory computer-readable medium embodying a program executable in at least one computing device, wherein when executed the program causes the at least one computing device to at least: obtain a search query string from a client; determine that the search query string includes a plurality of application keywords describing a make, a model, and a year of an automobile; identify a result set of automotive items from a catalog of items according to the application keywords, the result set of automotive items being compatible with the automobile; rank the result set of automotive items according to customer behavior data indicating selections of automotive items by a plurality of other users who also searched for automotive items compatible with the automobile, wherein ranking the result set of automotive items is configured to surface in the result set a particular automotive item that is associated with a defect in the automobile; determine an inferred keyword according to the automobile and additional customer behavior data that indicates a plurality of sales of automotive items to the plurality of other users; determine a non-application keyword specified in the search query string; identify a subset of the result set of automotive items according to the inferred keyword and the non-application keyword; generate at least one network page describing at least the subset of the result set of automotive items; and send the at least one network page to the client. 4. The non-transitory computer-readable medium of claim 1 , wherein the inferred keyword pertains to a commonly defective item.