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This demo in re:Invent2023 session: "AWS re:Invent 2023 - Simplify and improve access control for your AWS analytics services (SEC245)" shows a solution using the newly released feature called Trusted Identity Propagation.
(that demo uses Okta instead of AAD but it should work the same way)
The following link takes you to the time at 31:16: https://youtu.be/Iwr0JihOevs?t=1876, which shows the authentication using the Identity Center single sign on session from Okta.
Also refer to this blog for technical details of the solution: https://aws.amazon.com/blogs/big-data/integrate-okta-with-amazon-redshift-query-editor-v2-using-aws-iam-identity-center-for-seamless-single-sign-on/
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Also refer to this blog for technical details of the solution: https://aws.amazon.com/blogs/big-data/integrate-okta-with-amazon-redshift-query-editor-v2-using-aws-iam-identity-center-for-seamless-single-sign-on/. (I will also update the original answer with the link)