A Python dictionary is a collection data type that stores data in key-value pairs, making it unordered and mutable. Unlike lists, dictionaries are accessed by keys instead of indices and do not allow duplicate keys, making them ideal for unique values. The document also provides examples of how to implement and manipulate dictionaries in Python, along with a use case involving storing and displaying player stats for the Indian World Cup squad in 2019.