sentences:  The difficulty in ensuring data quality is integrating and reconciling data across different systems, and then deciding what subsets of data to make available.Previously, analytics was considered a type of after-the-fact method of forecasting consumer behavior by examining the number of units sold in the last quarter or the last year.This type of data warehousing required a lot more storage space than it did speed.