I have 11 years of experience with sql dba , can I transition to Azure Data Engineering with this experience , please suggest

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Yes you can.. Do a course which covers Big Data in Depth..( some ultimate course ) and learn one major cloud Azure and difference between AWS, Azure and gcp

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