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If you working in the capacity of database manager/admin you need a lot, if you working in the capacity of data visualization expect very minimal is needed.
If you working in the capacity of data validator You will need moderate skills on SQL.
Very true
Rising Star
Not much, because it is not designed only for relational databases. but people should be able to combine queries, that's it. That too only if there is direct query connection to the db.
Otherwise tool like Power BI has its ETL part as Power query and it's M code can automatically transform everything to corresponding SQL and send to db.
This code can transform automatically to almost all data source native language.
And after this part everything depend on DAX knowledge.
Ok.