This new computing paradigm turns data analytics on its head. In traditional data analysis, a static problem is loaded into storage and queries are run against it. In stream computing, data is pulled in on the fly from different sources. Each bit of data is handled by analytic software on servers optimized to digest and analyze it, so the computation can be much faster.