A semi-related surprising fact I only learned recently is that the ultra-long nose of Japanese bullet trains is not for aerodynamics, but to reduce noise. Specifically, "tunnel boom."
Random source: https://www.jrpass.com/blog/why-shinkansen-bullet-trains-no-...