Table.Combine failing to append two large tables in the service

Has anybody experienced issues with appending two tables using Table.Combine ?

I have a report that works like a charm in the desktop application but fails in the service.

I am appending two large tables with monthly data and the result in the service is some data from the last day of the first month.

I am assuming the operation times out or something like that.