[aurareturn]

Having query timeouts instantly makes me write this solution off.

Companies, especially smaller ones starting out, will run analytics in the same DB as the application DB.

A major plus of using a Postgres DB is the flexibility of doing analytics and serving apps. It can do it all. Analytics queries will often easily exceed your timeout limits.