Thanks for the reply @Debayan Mukherjee​ 

Looking at that link shared by you which is somehow related to my first question, now I am bit confused after checking the connection string for JDBC :

Does it mean we need both Azure AD token and PAT to authenticate with the help of Service Principal? if yes, then I guess PAT is created for specific user not for any Service Principal!!