OLAP vs OLTP and Modern Warehouses
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Suggested Topics
- OLTP systems: optimized for transactions, row-oriented storage, normalized schemas
- OLAP systems: optimized for analytics, columnar storage, denormalized or star schemas
- Why you should not run analytical queries on production OLTP databases
- Columnar vs row-oriented storage and how it affects query performance
- Modern cloud data warehouses: Snowflake, BigQuery, Amazon Redshift, Microsoft Fabric
- Key warehouse features: separation of compute and storage, auto-scaling, pay-per-query
- Azure PostgreSQL as a stepping stone: how it compares to full warehouse solutions
- The data warehouse in the broader data platform: ELT, orchestration, BI
- When a data warehouse is overkill: small teams, low data volume, simple use cases