Hello @manishverma-7371 ,
You mentioned that the the user is already in the same AD , Just make sure that the user has the acces on the subscription level and yes that way it should work out as you mentioned .
More on this : https://learn.microsoft.com/en-us/azure/storage/blobs/data-lake-storage-access-control
Thanks & stay safe
Himanshu
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