Web Reference: Jan 1, 2026 · pd.json_normalize() is the primary tool for converting hierarchical JSON into flat DataFrames. It recursively unpacks nested dictionaries and joins key names with a dot separator by default. Jul 23, 2025 · In this article, we will discuss multiple ways to parse nested JSON in Python using built-in modules and libraries like json, recursion techniques and even pandas. Is there any way to have nested objects in JSON so I don't have to make arrays out of everything? For my object to be parsed without error I seem to need a structure like this:
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