  The goal of this short note is to discuss the relation between
Kullback--Leibler divergence and total variation distance, starting with the
celebrated Pinsker's inequality relating the two, before switching to a simple,
yet (arguably) more useful inequality, apparently not as well known, due to
Bretagnolle and Huber. We also discuss applications of this bound for minimax
testing lower bounds.
