Hello @Raghavendra A ,
As rightly pointed out by others , the server name is not correct .
From the error message it's clear that your server which you added in linked service is "dpeastus.svc.datafactory.azure.com" , when i went ahead with the intend to create a server with the same/similar name , portal stops me from creating the server with the below message .
"Your server name can contain only lowercase letters, numbers, and '-', but can't start or end with '-' or have more than 63 characters."
So the server name whcih i provided cannot have the "." in the name .
if you created a Azure sql server , the name should be some like XXXXX.database.windows.net
Please do let me know how it goes .
Thanks
Himanshu
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