The database choice rarely gets enough attention in early system design, and it’s a decision that shapes everything from query latency to schema flexibility to operational cost for years. This episode maps the current database landscape — relational, document, columnar, time-series, vector — and offers a framework for matching data stores to actual workloads. Our guest has migrated large-scale systems between database types and tells the honest story of what that costs.