I built an algorithmic trader years ago just using Python, but for the hot paths I gave each algorithm its own function in its own file, and then I would compile the files with Cython. The speedup was pretty significant. I barely wrote any "Cython" stuff (meaning declaring variables and other minor assists). The code is still very much python, just with a few little extras that are easy to understand.