Is it possible to have domain joined SQL Azure servers or Database so that we can use logins from our Active directory using windows Authentication?
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Microsoft announced support for AAD auth for Azure SQL DB recently. Check out details on the doc page and the blog post below.
https://azure.microsoft.com/en-us/documentation/articles/sql-database-aad-authentication/
http://blogs.msdn.com/b/sqlsecurity/archive/2015/09/16/azure-active-directory-authentication-is-in-public-preview.aspx
https://azure.microsoft.com/en-us/blog/preview-azure-ad-authentication-7/
Unfortunatly SQL Azure currently does not support Windows Authentication right now (i.e: integrated security) and it only supports SQL Authentication where user should provide username and password all the time.
For more info on SQL Azure security guide lines take a look at the link below:
https://azure.microsoft.com/en-us/documentation/articles/sql-database-security-guidelines/
But if you are willing to use the preview, Microsoft has announced support for Azure Active Directory login support for Azure SQL Databases:
https://azure.microsoft.com/en-us/blog/preview-azure-ad-authentication-7/
Recently Microsoft announced support for Azure Active Directory login support for Azure SQL Databases in public preview. You can read the blog post announcing this feature here: https://azure.microsoft.com/en-us/blog/preview-azure-ad-authentication-7/ and the documentation here: https://azure.microsoft.com/en-us/documentation/articles/sql-database-aad-authentication/.