Pentaho Analysis provides interactive data analysis capabilities through components like the BI server, client tools, and Mondrian OLAP engine. It allows users to analyze data warehouses across dimensions like time, product, and customer. Key functionality includes an interactive web interface, scheduling, and sharing analysis views. Mondrian in particular provides fast response times, automated aggregation, and support for any JDBC data source through its OLAP capabilities like drilling and slicing.