Oh well, hope my reply here is not too late.

Is that the Novotel adjacent to Deira City Center? You can just walk to the food court of the Deira City Center Mall and knock yourself out. I've dinned many times in both Novotel and the food court, along with the many renowned restaurant there, and have nothing to complain about.

You have all types of food and prices...