DocuFlow: Turning Invoice PDFs into Structured Financial Data

Описание и применение

DocuFlow автоматизирует извлечение данных из PDF‑счётов, используя Docker, Celery, Tesseract и PostgreSQL, и визуализирует результаты в Streamlit.

Задача

Invoices stored as PDFs in a folder are difficult to process at scale; manual extraction is error‑prone and duplicate detection is missing.

Результат

The pipeline processes hundreds of invoices automatically, eliminates duplicate processing, and provides real‑time analytics without blocking the UI.

Рабочий процесс

• Watch hot folder for new PDFs
• Queue task to Redis via Celery
• Asynchronous worker runs Tesseract + Poppler to extract text
• Parse extracted text for invoice fields (number, date, vendor, total)
• Store parsed data in PostgreSQL
• Query data from Streamlit dashboard for analysis

Доказательства

DocuFlow is a containerized, event‑driven pipeline that automates ingestion, OCR, parsing, and analytics for invoices and financial documents.

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Hot‑folder watcher for real‑time ingestion

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Celery + Redis for asynchronous OCR and parsing

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Tesseract + Poppler for PDF/image text extraction

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PostgreSQL for persistent storage

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Streamlit dashboard for visualization and quick analysis

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