The majority of work these days are web apps, and the bottlenecks are usually database query and IO issues. Many can be solved with an appropriate index. If you have a slow Django app, I would guess than 9 out of 10 times it is someone who is letting the ORM produce far too many queries in loops. Hashmaps are never something I have needed to look into personally, but I guess it depends on exactly what you are coding.