Package initialization code refers to the set of instructions executed when a package is imported into a program, ensuring necessary setup tasks are completed before the package's functionalities are used. This code is crucial for setting up configurations, initializing variables, and establishing dependencies, thereby enhancing modularity and reusability of software components.