In order to store key-value pairs in Python, you can use the dictionary data structure. The dictionary functions in a similar fashion to the Python list, in that it is a collection of data.

Handling missing values in Python involves detecting them with functions like `isnull()`, removing them via `dropna()`, or filling them using `fillna()` with mean, median, or mode.