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Dev.to
Dev.to
7/23/2026
How to Convert Bank Statements to CSV (Without Losing Data Accuracy)

How to Convert Bank Statements to CSV (Without Losing Data Accuracy)

Short summary

Converting bank statement PDFs to CSV is error-prone due to merged cells, multi-line transactions, inconsistent debit/credit columns, and running balance drift. The article covers three approaches: manual copy-paste (slow and error-prone), pdfplumber scripting (works for clean text-layer PDFs but breaks on scanned documents), and AI-powered OCR tools like CleanStmt that handle diverse bank formats reliably. A data integrity checklist helps verify output correctness.

  • Bank statement PDFs have structural issues: merged cells, multi-line transactions, inconsistent debit/credit columns
  • pdfplumber works for clean text-layer PDFs but fails on scanned documents and non-standard layouts
  • AI OCR tools like CleanStmt handle diverse bank formats; includes a data integrity verification checklist

Generated with AI, which can make mistakes.

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