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The most solid way to do this is to implement replicas of the application in different accounts under a unified management via AWS Organizations with proper SCP to limit the capabilities in those accounts.
See https://aws.amazon.com/organizations/
About SCPs: https://docs.aws.amazon.com/organizations/latest/userguide/orgs_manage_policies_scps.html
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Thanks for your answer but I am not able to understand how AWS Organizations can help as AWS organizations is more about consolidated billing across accounts and SCP. I do not understand how AWS organizations relates to my requirement to host a SAAS application which is same for the different units of a company but it has NoSQL databases which are different for the different units.