Web Reference: 1 day ago · There are currently 6 different protocols which can be used for pickling. The higher the protocol used, the more recent the version of Python needed to read the pickle produced. Protocol version 0 is the original “human-readable” protocol and is backwards compatible with earlier versions of Python. Jul 23, 2025 · In Python, the pickle module provides a powerful way to serialize and deserialize Python objects, including custom classes, which formats like JSON cannot handle. Pickle allows you to save Python objects so they can be reused later without losing their structure or data. However, there's a package called klepto that abstracts the saving of objects to a dictionary interface, so you can choose to pickle objects and save them to a file (as shown below), or pickle the objects and save them to a database, or instead of use pickle use json, or many other options.
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