Things have matured quite a bit. With Apollo Server it's possible to fully understand which fields are being requested before creating and running, for example, and SQL query. Fetching only the requested data for a given query reduces in-memory footprint. Most people get the whole data object and then allow GQL to select the subset of fields the user asked for, but for cases where performance is a problem there is another solution.