Methods, systems, and computer program products for converting a query to a canonical query; inserting the query and the canonical query into a database; searching one or more viewable sets stored in the database to determine whether the canonical query is similar to one or more canonical queries associated with the one or more viewable sets; and upon determining a similar canonical query, returning a first view suggestion associated with a first viewable set of the one or more viewable sets that includes the similar canonical query.