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I will scrape websites and docs into clean markdown data for llm and rag
Netherlands
I speak Ukrainian, English
Python Web Scraping and Data Extraction Developer
Python developer specializing in web scraping and data extraction. I turn websites into clean, structured data — CSV datasets, Markdown corpora for LLM/RAG projects, and repeatable scraping pipelines ...
About this Gig
Need a website or documentation site turned into clean, structured data? That's what I do.
I build custom Python scrapers that crawl a site and turn every page into clean Markdown, CSV, or JSON with metadata, a manifest, and a coverage report so you know exactly what was captured. Ideal for LLM and RAG datasets, knowledge bases, research, and migrations.
What you get:
- Clean, structured data in your preferred format
- Deduplication + coverage report (no junk, no missing pages)
- JavaScript-rendered sites handled with Playwright, not just static HTML
- Data I run and verify myself before delivery
How I work, honestly:
- I respect robots.txt, rate limits, and site terms
- No anti-bot or CAPTCHA bypassing. If a site is actively protected, I'll tell you before you order
- Scrapers depend on a site's current structure; future site changes are a separate task
Want the source code or recurring data refreshes? Both are available as add-ons.
Message me with the site and the data you need, and I'll tell you honestly if it's a clean fit and how I'd approach it.
Technology:
Python
•
Beautiful soup
•
Playwright
•
Pandas
Technique:
Automated
FAQ
Can you scrape any website?
Most static and JavaScript-rendered sites, yes. I don't bypass anti-bot or CAPTCHA protections, so a small share of heavily protected sites are out of scope. I'll always tell you upfront before you order.
What format will I receive the data in?
Markdown, CSV, or JSON, whichever you prefer, plus a manifest and a coverage report. I can combine formats if needed.
Will the scraper keep working later?
It works against the site as it is at delivery. If the site changes its structure later, updating it is a separate task, and I offer data refreshes as an add-on.
Do I get the source code?
By default you receive the data. The full Python source code with a README is available as an add-on if you'd like to run it yourself.
