The invention provides methods and systems for summarizing multiple continuous update streams such that an approximate answer to a query over one or more of the continuous update streams (such as a Query requiring a join operation followed by a duplicate elimination step) may be rapidly provided. The systems and methods use multiple (parallel) Join Distinct (JD) Sketch data structures corresponding to hash buckets of at least one initial attribute.