A
Scaling up is for improving speed of a single complex query.
Scaling out is for solving concurrency issues (queueing of many queries)
Resizing a warehouse generally improves query performance, particularly for larger, more complex queries. It can also help reduce the queuing that occurs if a warehouse does not have enough compute resources to process all the queries that are submitted concurrently. Note that warehouse resizing is not intended for handling concurrency issues; instead, use additional warehouses to handle the workload or use a multi-cluster warehouse (if this feature is available for your account).
https://docs.snowflake.com/en/user-guide/warehouses-considerations
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