Disclosed are various embodiments for generating recommendations for one or more items related to a topic of interest. In one embodiment, one or more items are identified that are related to one or more topics of ephemeral interest. A subset of the identified items may be selected to recommend to a plurality of users. One or more users may then be sent a notification comprising the recommendations for one or more of the items in the subset.