The 1999–2005 window elevated dimensional modeling and materialization of views as central pillars of data warehousing. Research converged on aligning warehouse schemas with business semantics and user requirements, while providing semi-automated pathways from conceptual designs to deployable warehouses. Innovations in self-maintaining materialized views and strategic view selection addressed ETL dependencies and query performance, creating a pragmatic balance between maintenance costs and analytical speed.