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10-09-2025 03:41 AM
For data engineering exam Free Edition will be good enough. You can learn most things required by exam objectives there. Regarding Spark UI - if you have an access to labs then you can use classic compute as @BS_THE_ANALYST . If you don't have access and you don't want to spend money for that - you OSS Spark (the easiest way is to use docker container).
But don't focus too much on analyzing Spark UI plans - on exam you can get 1-2 question regarding this.
And as always - the best resource to prepare is to use Data Enginnering Learning path on Databricks Academy