Existing analytic techniques- based on mining, statistics, predictive algorithms, queries, scoring, clustering, and so on-apply well to machine data once it's captured and stored.
Newer vendor tools are reengineering these and creating new analytic methods so they can operate on data that streams continuously as well as stored data.