A newsfeed generation system generates feeds of content items related to specific topics. The newsfeed generation system receives content items from one or more content sources, and matches the content items to topics based on a measure of affinity of each content item for one or more objects in a database that are associated with various topics. Content items associated with an object associated with a topic are included in a feed of content items associated with the topic.