Techniques are provided for including collection items in the ranked set of search results that are returned to a user in response to a search query. Collection scoring techniques are also provided for generating relevance scores for collection items in a different manner than relevance scores are generated for base items that are not collections. The collection scoring techniques may be applied to non-base collection items, base collection items, or both. Items that match the search query, including base items and collection items, are ranked in a unified ranking based on their respective relevance scores, thereby allowing searches to readily determine the relevance ranking of matching collection items relative to matching base items.