Restore a site on a SharePoint server from differential backup failing with" AE9999 and unexpected error"

Description: When trying to perform a restore of the SharePoint Site from a differential backup the job may fail with the below error message: AE9999:  Unexpected Error. Exception Type: "System.Data.SqlClient.SqlException",...