Extracting Clean Excel Tables From PDFs Using Python + Docling

PDFs remain the most widely used format for distributing structured reports — financial statements, regulatory filings, research documents, fund fact sheets, and more. Yet despite their structured appearance, PDFs are not machine-readable. Extracting tables reliably is famously error-prone and often requires hours of manual cleanup.