A repeatable local workflow
Python extraction script, editable column schema and pinned runtime requirements. Explicit multipage joining validates every page separately.
workflow.py · schema.json · requirements.txt
A practical workflow · Downloadable Python pack
Your PDF tables.
A reviewable CSV.
A guided local workflow for simple, selectable-text tables. Extract, check your columns, and keep the evidence beside your results.
Local PDF Table Workflow Pack · v1.0
Python + terminal required. No OCR. Human review required.
10Invented practice PDFs
5Step-by-step recipes
3Exact expected CSVs
18Automated checks
What you get
More than an extraction command.
One downloadable ZIP with the tools, instructions and small examples to make the workflow inspectable.
Practice with visible outcomes
Ten invented PDFs, five guided recipes and three expected CSVs. See successful ruled tables and deliberate rejections, including scans and header drift.
fixtures/ · expected/ · RECIPES.md
Evidence you can inspect
Raw extraction reports, input hashes and recorded runs. Eighteen automated checks cover accepted cases and expected failures.
recorded/ · tests/ · verify_bundle.py
Help with the rough edges
Beginner setup instructions, compatibility notes, troubleshooting and provenance. Know when to stop and find a better source export.
README.md · TROUBLESHOOTING.md · COMPATIBILITY.md
Check the fit first
Built for a narrow, useful job.
For technical analysts, developers and anyone comfortable installing Python, running terminal commands and editing a simple schema file.
A good starting point
Small, upright, selectable-text PDFs with one simple ruled table per page and exact repeated headers. You choose which pages belong together and inspect every output.
Outside this workflow
Scans, OCR, handwriting, arbitrary layouts, automatic continuation and split or merged cells. Borderless examples demonstrate a failure; the pack does not include a tested repair.
Exactly what was tested
Python 3.12.14 on Linux x86_64 with pdfplumber 0.11.9, including a fresh environment installation. Windows and macOS instructions are included but untested. Other Python versions, ARM and real customer documents are untested.
Start free. Buy the workflow.
The evidence stays open.
You are buying guidance and workflow tools around pdfplumber, not a new extraction engine or a comparative benchmark.
See the basic evidence
Five invented PDFs, six recorded extraction observations, raw successes and failures, and the reproduction files.
Inspect the free examples →Work through the next steps
The guided CSV workflow, schema checks, explicit joining, five extra examples, exact expected outputs, tests and troubleshooting.
pdfplumber and previously free material retain their existing rights.
Local PDF Table Workflow Pack
A small kit.
A clearer process.
Version 1.0 · Digital ZIP download via Gumroad
Use it for your own work or to produce client results. No API charges for extraction. Package installation requires internet.
Before you decide
The honest details.
Do I need to code?
You need Python and a terminal, and must edit a simple column-schema file. Commands and examples are included. Python and pip are not bundled. This is not a point-and-click app.
Will it work on my PDFs?
The tests cover ten small invented examples. They do not establish broad accuracy or compatibility with your files. Start with the free evidence and compare every extracted result with its source PDF. No universal accuracy promise or custom document repair is included.
Does it upload my documents?
The extraction workflow contains no network or upload code. Installation fetches Python packages. Files and reports remain on your computer during extraction. Local reports contain extracted text; protect them like the original document. This is not a security audit or an air-gap guarantee.
What happens to formula-looking values?
CSV values beginning with formula prefixes are apostrophe-prefixed, including negative numbers. Original strings remain in JSON. This deliberately conservative transform is not a guarantee about every spreadsheet application. Spreadsheet GUI import has not been tested.
Can I use it for client work?
Yes, you may use the workflow to produce client results. Original pack tools and instructional content may not be redistributed. Third-party licenses and previously free material retain their existing rights. Full terms and provenance are included in the ZIP.
What support and refunds are included?
Contact hammerhand.dlc@gmail.com for support or a refund request. Refund requests made within 14 days of purchase are accepted. No guaranteed response time or custom document-fixing service is included.