- The course focuses on fundamentals and on-premise tools.
- Core modeling and ETL concepts are universal across platforms.
- Transitioning to Snowflake/BigQuery requires only minor adjustments.
- Skills in dimensional modeling and SCD apply equally in the cloud.
- Cloud-native courses can be taken afterward for specialization.

