Cloud data warehouses replaced on-premise Hadoop clusters. You no longer manage servers. Instead, you pay for compute and storage separately, scaling each independently.
Snowflake and Databricks dominate the market. BigQuery and Redshift remain strong. Each has distinct tradeoffs. In interviews, you'll face questions like "Why would you choose Snowflake over Databricks?" I'll prepare you to answer confidently.