Better Ways to Handle Missing Values in Python Instead of Returning None
This article explains why returning None for missing values can cause unexpected errors in Python code and presents five practical alternatives—including default values, raising exceptions, special objects, type‑hinted optional returns, and dataclasses—to handle absent data safely and cleanly.