Data Pipelines

textract

Extract text from any document type with ease.

Status
Generally available
Last checked
Checked · Oct 13, 2026
License
Open source
Pricing
Free tier · from $0
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What it is

textract is a Python library that simplifies the process of extracting text from various file formats including Word, PowerPoint, and PDFs. It's an essential tool for developers working on projects that require automated text extraction from documents.

textract stands out for its simplicity and broad support across different file formats, making it a go-to solution for developers looking to quickly integrate text extraction capabilities into their projects without the overhead of complex setup or maintenance.

When it fits — and when it doesn’t

A good fit for

  • Developers needing to extract text from multiple file formats for data processing tasks.

  • Projects requiring automated extraction of text content from documents without manual intervention.

Look elsewhere if

  • Real-time document analysis where immediate response is critical, as textract processes files locally and may have latency.

  • Large-scale enterprise deployments that require cloud-based solutions with managed services.

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Dependence on external libraries can lead to compatibility issues

    textract relies on other Python packages like pdftotext, antiword, and others which may have their own versioning and dependency conflicts.

  2. 02

    Limited support for specific PDF features

    Extracting text from password-protected or encrypted PDFs is not directly supported without additional configuration and handling.

  3. 03

    Performance can be slow with large files

    Processing large PDF or document files may take considerable time, impacting the efficiency of automated workflows.

What it does well

  • Supports a wide range of document formats including PDF, DOCX, PPTX.

  • Simple and easy-to-use API for text extraction.

  • Cross-platform compatibility (Windows, macOS, Linux).

Pricing

Free tier
YesOpen source — free to use
Paid from
$0
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

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Set up textract

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →
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