In an AI-native workflow, the audience for your error messages is an LLM, not a human. Compare "invalid query parameter name ...
If you're paying for software features you're not even using, consider scripting them.
Python 3.15 introduces an immutable or ‘frozen’ dictionary that is useful in places ordinary dicts can’t be used.
Excel is my database, Python is my brain.