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PDF form extraction guide

How to batch extract PDF form data to CSV on Mac

Fillable PDFs can already contain structured values. A reliable batch workflow reads that structure directly, proves which files were used and refuses to turn unsupported forms into plausible-looking rows.

1. Separate form fields from page appearance

Confirm that the PDFs contain standard AcroForm widgets. Text visible on the page is not the same as a stored form value, and OCR is a different extraction job.

2. Hash and classify every source

Record each filename, byte count and SHA-256 before building rows. Identify XFA, encrypted, unreadable and non-AcroForm inputs as failures rather than quietly omitting them.

3. Group compatible field contracts

Inventory field names and types, then group forms that expose the same contract. A new or renamed field is a form-version difference that should stay visible during mapping.

4. Export data with a review record

Write CSV for spreadsheet work, JSON for systems, and a human-readable report for missing, duplicate, conflicting and unparseable values. Revalidate source hashes before publishing the package.