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How to deploy ASP.Net on premise farm across Geo locations?

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Let's say for an intranet application on ASP.Net platform we need 3 front-end servers, 2 app server and 1 DB server. Out of total 20K internal users, 12K is in India and 8K is in USA. They have data centers in both USA and India. If company is having good money and they are willing to invest to get performance for both user groups, should they deploy same application in both places as 2 different farm or should they keep only in 1 place as single farm or should they split different servers of the same farm in 2 locations?
What is the optimal design for the same? How load balancing works in this case?
Is latency issue is addressed if WFEs are dispersed across Geo locations?


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