If they are global variables, you don't have to increase the task stack size(s), as they are not allocated on the (task) stack memory.
Have you turned on the error hooks (e.g. for malloc failed)? If you try to create a task with a stack too large, and you don't have enough memory, this would be an error condition you have to catch.
So in essence: if the variables are global, you don't need to increase stack sizes. If you increase stack sizes, you might be running out of memory.