Right, there is an option to scale horizontally, if a lot of queries are queued, Snowflake can spin up another node. But that doesn't help if you query is spilling to remote storage. You need a bigger node to speed up those queries.

Snowflake has an option to add more resources, which is supposed to be vertical scaling, but it doesn't work as well as increasing the size of the warehouse