JSON to CSV Conversion Guide
2026-01-12#JSON#CSV#Data Analysis
Why Convert JSON to CSV?
JSON is great for nested data structures, but CSV (Comma Separated Values) is the king of data analysis. Tools like Microsoft Excel, Google Sheets, and pandas in Python work best with tabular data.
The Challenge of Nesting
The main difficulty in converting JSON to CSV is nesting. JSON can have objects inside objects, or arrays of objects. CSV is strictly rows and columns.
Example JSON:
[
{
"name": "Alice",
"address": {
"city": "New York",
"zip": "10001"
}
}
]
Flattened CSV:
name,address.city,address.zip
Alice,New York,10001
Tools for Conversion
- Online Converters: Like our JSON to CSV Tool, which handles basic flattening automatically.
- Command Line:
jqis a powerful tool.jq -r '.[] | [.name, .address.city] | @csv' data.json - Python:
import pandas as pd df = pd.read_json('data.json') df.to_csv('data.csv', index=False)
Best Practices
- Handle Nulls: Decide if null values should be empty strings or a specific marker.
- Encoding: Always use UTF-8 to avoid issues with special characters.
- Headers: Ensure your CSV has a header row for readability.
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