Tableau does not currently support connecting to arbitrary REST APIs. If you are in touch with a Tableau sales representative, consider making this request so it can be added to our product feedback / requests tracking system in association with your account.
Has any progress been made since 2013 regarding this. I have a need to use a REST API connection
No , Currently Tableau can not connect to arbitrary API and pull it to tableau.