Learn how to transform JSON data to match specific schemas using two approaches: pure Python and pandas. The tutorial covers loading JSON files, defining target schemas, cleaning and renaming fields, and validating the output. It demonstrates transforming customer records by removing unwanted fields and renaming others, while comparing performance between pure Python (faster for simple tasks) and pandas (better for complex datasets with built-in data cleaning methods).
Table of contents
PrerequisitesAdd and Inspect the JSON FileDefine the Target SchemaHow to Clean JSON Data with Pure PythonHow to Clean JSON Data with PandasHow to Validate the Cleaned JSONPandas vs Pure Python for Data CleaningSort: