I am trying to start a cluster that was terminated in a Community Edition. However, whenever I click on 'start' the cluster won't start. It would appear I have to create a new cluster everytime I want to work with Databrick clusters. Can someone confirm that is the case?
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This seems to be the case with community edition. You need to create a new cluster every-time and run it. Even in the same session if your cluster stops due to inactivity or some other reason, you will need to create a new cluster.

Vikas Saxena
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