Start with the simplest model that can't embarrass you, then earn complexity.

I used a linear baseline to establish a clean reference point, then tested a stacking regressor to see if non-linearity actually mattered.

The ensemble improved specific seasonal segments, but the baseline won overall maintainability. That trade-off is often the right answer.