Miraflores is a rather upscale district of Lima. Cosmoplitan, chic and safe to walk. It's south of downtown Lima and safe to walk. I went for a walk using the straightest path to the coast which led me to the Larcomar mall which I couldn’t resist checking out. It’ right along the cliffs where a long pedestrian and bike path runs up/down the coast. The cliffs run high and for miles.