How do you choose between SQL, NoSQL, and managed cloud databases?

Choose based on access patterns, consistency needs, and scale. SQL: strong transactions, complex queries. NoSQL: scale and flexible schemas (often eventual consistency). Also consider managed options (backups, HA, upgrades). Start with the simplest database that meets requirements, then evolve based on measured bottlenecks.