Before revision:  For the families considered, we further complement our lower bounds with matching upper bounds.
After revision:  In particular, our approach recovers bounds obtained using data processing inequalities and Cram\'er-Rao bounds, two other alternative approaches for proving lower bounds in our setting of interest. Further, for the families considered, we further complement our lower bounds with matching upper bounds.