I will build python web scraping bots and ai data extraction pipelines
LLM Engineer and Data Scientist: NLP, GenAI, ML That Drives Results
About this Gig
I build scrapers and data pipelines that keep working after the first run.
8 years in data engineering and AI. Past work:
- Built distributed crawlers across Facebook, Instagram, TikTok, Twitter, search engines and e-commerce sites, powering executive BI dashboards
- Built an ETL pipeline that normalized 10M+ book records from Amazon, Ingram and Goodreads, and automatically resolved 50% of duplicate and conflicting data
- Built crawlers that fed raw data into an internal AI product
What I can do:
- Product, price and review data from e-commerce stores
- Business listings and directories for lead research
- Real estate, jobs, news and event listings
- JavaScript-heavy sites, infinite scroll and login pages you have access to
- AI extraction: turn messy pages and PDFs into clean structured fields with LLMs
- Scheduled runs that push fresh data to Google Sheets, a database or your API
Tools: Python, Scrapy, Playwright, Selenium, BeautifulSoup, pandas, PostgreSQL, MongoDB, AWS
Every delivery is cleaned, deduplicated, and checked before it reaches you.
I scrape publicly available data only. Send me the website link before ordering so I can confirm it is possible.
Technology:
Python
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Scrapy
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Selenium
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Apollo
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Email Extractor
Technique:
Automated
FAQ
Can you scrape any website?
Most public websites, yes. Some sites block scraping heavily or forbid it in their terms. Send me the link before ordering and I will confirm what is possible and how long it takes.
Do you deliver the code or only the data?
Data Pull delivers data only. Scraper + Code and Automated Pipeline include full Python source code you can run again yourself.
Can you scrape data on a schedule?
Yes. The Automated Pipeline runs daily, weekly or at any interval, with alerts if a site changes and the scraper needs an update.
What formats can I get the data in?
CSV, Excel, JSON, Google Sheets, or directly into your PostgreSQL, MySQL or MongoDB database. I can also expose it through a simple API.
How do you use AI in scraping?
For pages with no clean structure, like PDFs, listings or free-text descriptions, I use LLMs to extract fields such as names, prices and specs into a consistent table.
Do you scrape personal data or behind logins?
I scrape public data, and pages behind a login only when you own the account and are allowed to access that data. I do not collect private personal information.

