Witold
Databricks Partner

30min is definitely a very long time. Despite that there are techniques to lower the spin-up time. Like using Pools or serverless clusters.

One thing I once saw with a customer is that all the traffic was routed through an IDS/Packet filter. You could tell it initially by seeing a very low network throughput.