In essence, Hadoop replaces the role of OLAP (online analytical processing) in preparing data to answer specific questions.

FORBES: Big Data Requires a Big, New Architecture

This is especially true in online analytical processing, which stores the data in an optimal form to support specific types of analysis.

FORBES: Big Data Requires a Big, New Architecture