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After asking one of my colleagues, he responded:
Your options are to:
1. Republish workbook as you do now 12:29 PM 2. Go to Tableau Server -> Admin -> Data Connections screen and change password there (requires at least Site Admin) 12:30 PM 3. Ask someone who has password for service account to go to TS -> Admin -> Data Connections and enter these credentials after workbook is published. 12:30 PM if they go with "3", no one will be able to read/retrieve service password, so it is safe.
I hope this helps!