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Services

End-to-end data extraction: from target discovery and sampling to clean deliverables and ongoing maintenance.

Web scraping & crawling

  • Single-page or multi-page crawls (categories, pagination, sitemaps).
  • Stable extraction with retries and change-tolerant selectors where possible.
  • Anti-bot aware approaches (rate limiting, sessions, headless browsing when needed).

Data extraction from PDFs / HTML

  • Convert PDFs and semi-structured pages into tables or normalized records.
  • Handle noisy layouts with rules + validation.
  • Export to CSV, JSON, or a database-ready schema.

Data cleaning & normalization

  • Deduplication, normalization, and field validation.
  • Standardize units, currencies, dates, and categories.
  • Optional enrichment (geocoding, parsing, mapping) when appropriate.

Scheduled scraping / monitoring

  • Daily/weekly runs with deltas (new/updated/removed).
  • Basic monitoring hooks and failure notifications (optional).
  • Maintenance available when target sites change.

Deliverables & handover

  • CSV / JSON exports or database inserts.
  • Optional API endpoint or webhook export format.
  • Documentation: schema, run instructions, and known edge cases.

Compliance guidance

  • Clarify access constraints (rate limits, auth, and terms).
  • Discuss safe crawling practices and intended data usage.
  • We do not provide advice as a law firm—final responsibility remains with the client.

What we need from you

A fast quote requires a few details:

  • Target site(s) and example URLs
  • Fields/columns you want (and any normalization rules)
  • Volume (pages/items) and refresh frequency
  • Preferred output (CSV/JSON/DB/API)
  • Deadline and whether ongoing maintenance is needed