Data Scraping

Overview

Any data you need, cleanly structured — publicly available web data collected, cleaned, deduplicated and delivered ready to use.

Data is useful only when it is clean, structured and current. Public web data — listings, products, prices, directories — arrives messy: duplicates, inconsistent formats, missing fields and stale entries. A proper scraping service therefore spends most of its effort after collection: cleaning, deduplicating, structuring and refreshing, so the file you receive imports directly into your CRM, sheets or database instead of needing another round of manual work.

What is included

• Public web data collection: listings, products, prices, directories
• Cleaning, deduplication and structured CSV / JSON delivery
• Scheduled refreshes so your data stays current
• Delivery formatted for your CRM, sheets or database
• Clear written proposal before work starts
• Launch support period included

Tools and platforms used: Python, Web scraping, CSV, JSON, Data cleaning.

How it works

1. Data specification. Exactly which fields, sources and update frequency — public data only, with legality and terms checked first.
2. Collection build. Collectors built for the agreed sources, with error handling for layout changes and missing data.
3. Cleaning & structuring. Deduplication, format standardisation and validation, delivered as CSV or JSON in your layout.
4. Scheduled refresh. Refreshes on the agreed schedule, so the data stays current instead of ageing after one delivery.

Who it is for

• Businesses needing competitor prices, listings or product data
• Teams building a directory, catalogue or market view
• Companies whose data goes stale between manual updates
• Analysts needing structured CSV or JSON, not screenshots or PDFs

Frequently asked questions

Is scraping legal?

It depends on the source, its terms, and the data involved. Only publicly available data is collected, and source terms and access rules are checked before any collection — private or login-protected data is out of scope.

What format will I get?

Clean CSV or JSON, structured to your layout, deduplicated and validated — ready for your CRM, sheets or database, not a raw dump.

Can data be refreshed regularly?

Yes. Scheduled refreshes are part of the service, so prices, listings and directories stay current on the schedule you choose.