Shows well why you likely don't want to use GraphQL. The chances you need the extra complexity and caveats are very slim.

Another good example of how to speed up some Python code with nice gains.

Definitely to keep in mind when using sampling profilers indeed. They're useful, they help to get a starting point in the analysis but they're far from enough to find the root cause of a performance issue.