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SQL Server 2016 Reporting Services - Service Unavailable

After upgrading to SQL Server 2016 I noticed that our Reporting Services website remained offline and returned a 503 Service Unavailable:

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A fix was already available as part of Cumulative Update 1 for SQL Server 2016: https://support.microsoft.com/en-us/help/3164674

After installing it, our Reporting Services website was back online…

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