I will scrape clean public web data with python and playwright
AI Engineer
About this Gig
Need clean web data instead of a brittle copy-and-paste dump? I deliver validated CSV, Excel or JSON datasets and reusable Playwright scrapers, backed by a 9,699-record project with 35/35 sampled checks matching the live source.
I use Python, Requests and Playwright for product pages, public directories, listings, articles and other authorized sources. The workflow can handle JavaScript pages, pagination and infinite scroll when included in the package.
Every delivery includes agreed fields, basic cleaning, exact de-duplication, source URLs when available and a live spot check against the source.
Send the target URL, fields, expected volume and output format before ordering. I do not bypass CAPTCHAs, paywalls, access controls or account permissions. I do not collect private, leaked or protected personal data.
Proxy, API, account and hosting costs are not included.
Technology:
Python
•
Playwright
•
Pandas
Information type:
Listings
•
Products & reviews
•
Websites
Technique:
Automated
FAQ
Can you scrape any website?
No. I inspect the site, access rules and technical complexity before accepting the order.
Do you bypass CAPTCHAs, paywalls or login restrictions?
No. I do not bypass access controls. An authenticated source is considered only when you own the account, authorize the access and the platform allows the use.
Is source code included?
It is included in Standard and Premium. Basic delivers the dataset only.
What if the website has fewer records than the package cap?
I deliver the records that exist in the agreed source. I never invent missing records.
Do you clean the data?
Yes. Basic cleaning and exact duplicate removal are included. Complex enrichment, fuzzy entity matching or analysis requires a custom offer.
Will the scraper work forever?
No scraper can guarantee that because websites change their HTML, APIs and protections. I test the delivered version against the current site and can quote maintenance separately.
Is scraping legal?
Legality depends on the source, jurisdiction, data type and intended use. You are responsible for confirming your right to collect and use the data, and I may decline risky sources.

