You should be able to edit the connection directly in Tableau. I have done this with Postgres database changes to support new database servers and ports.
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Best of luck
Actually i have tried to edit the connection, but weird is that there is no respond. i clicked save after changing the IP for MySQL, but after that when it bring me out to the page, it still pointing to the previous IP.
Weird.. let me try again..