Services
Web scraping & data collection
I collect and clean data from websites at scale — competitor prices, product catalogues, listings, market data — using Python and Selenium, delivered as a spreadsheet, a database, or a live feed into your own system. A price-monitoring pipeline I built for a retail client processes 12,000 products per hour.
Is web scraping legal in Türkiye?
Collecting publicly visible data is generally legal, but three things matter: whether the target site’s terms of service prohibit it, whether the data includes personal information (KVKK/GDPR applies), and how aggressively you request pages (overloading a server is a separate problem regardless of legality). I build scrapers that respect rate limits and avoid collecting personal data unless that is explicitly the point of the project — and I will tell you upfront if a specific request looks legally risky.
What kind of data can be collected?
- Competitor prices across marketplaces, refreshed hourly or daily.
- Product listings and specifications for a catalogue migration.
- Real estate, job or classified listings for a comparison or aggregation site.
- Market data feeding into a trading indicator or dashboard.
Common questions
Yes, within reason and within the target site’s terms of service — using Selenium for JavaScript-heavy pages and authenticated sessions where the client relationship allows it.
Whatever fits your workflow: a scheduled export to Excel/CSV, a PostgreSQL or MySQL database you can query directly, or a live API/webhook feed into your own application.
Tell me about your project.
A couple of sentences about the problem is enough. WhatsApp is fastest.