Match the engine to the access pattern

Cloud warehouses (Snowflake, BigQuery) answer in seconds, managed, for ad-hoc SQL. Real-time OLAP (ClickHouse, Druid) gives milliseconds and high concurrency for user-facing dashboards. Trino queries the lake in place; DuckDB runs in-process.