On the Wikipedia page for Pinsker's inequality, it states "the inequality is tight up to constant factors".
$$ \delta(P, Q) \leq \sqrt{\frac 1 2 D_\text{KL}(P||Q)} $$
What does this mean? Surely any inequality could be made tight by adding a constant factor (assuming the minimum of the ratio of the two sides exists).