I'm a qualified chef - will I need to become a Food Safety Officer as well?

This will depend on if you can demonstrate that you have completed the relevant units of competency for the food sector.

Check out the Food Industry Fact sheet 18, to find out the relevant course codes that would be listed on your qualification.