Web scraping services for reliable, compliant data

We build scrapers and data pipelines that keep working after the target site changes: resilient parsing, headless browsers for JavaScript-heavy pages, scheduling, monitoring and clean, structured output delivered to your database, API or spreadsheet. We scrape responsibly and tell you plainly when something is a legal or technical risk.

Who this is for

  • Teams that need price, product, listing, lead or market data on a schedule.
  • Businesses whose current scraper keeps breaking.
  • Companies that need to combine scraped data with their own systems.

What you get

  • Crawlers and extractors

    Python and Playwright scrapers for static and JavaScript-heavy sites, built for maintainability.

  • Data cleaning and validation

    Normalised, deduplicated output with checks that flag bad or missing data.

  • Scheduling and monitoring

    Jobs that run on a schedule, retry safely and alert you when a source changes.

  • Delivery

    Results in your database, warehouse, API, CSV or dashboard.

  • LLM-assisted extraction

    Where layouts vary a lot, language models extract structured fields, with validation.

  • Responsible crawling

    Rate limits, robots.txt awareness and a clear view of terms-of-service and data-protection risk.

How we work

  1. Step 1

    Feasibility

    We examine the sources, volume and any legal or technical constraints, and tell you what is realistic.

  2. Step 2

    Prototype

    A working extractor on real pages to confirm data quality.

  3. Step 3

    Build the pipeline

    Scheduling, storage, validation and monitoring.

  4. Step 4

    Harden

    Retries, change detection and alerts.

  5. Step 5

    Hand over

    Documentation and runbooks so the pipeline is maintainable.

Technology we use

  • Python
  • Playwright
  • Scrapy
  • httpx
  • BeautifulSoup
  • PostgreSQL
  • Queues and schedulers
  • LLM extraction

Timeline

Timeline depends on the number of sources, how often their layouts change and how strong their anti-bot protection is. We scope a single-source extractor and a multi-source pipeline very differently, and confirm the range after a short feasibility check.

Pricing

Every project is scoped individually after a short discovery call, so there is no one-size rate card. Use the homepage estimator for a realistic timeline first, then we agree scope and price together before any work starts.

Frequently asked questions

Is web scraping legal?

It depends on what you collect, how, and where. Public facts are treated differently from personal data, copyrighted content or data behind a login. We flag risk up front, but we are not a law firm, so take legal advice for sensitive cases.

What if the website changes?

We build resilient selectors, add change detection and alerts, and document how to fix breakages quickly.

Can you scrape JavaScript-heavy sites?

Yes, using headless browsers such as Playwright when plain HTTP requests are not enough.

Scraping or an API?

If a reliable official API exists, it is usually the better choice. We help you compare reliability, cost, legality and maintenance.

Where does the data end up?

Wherever you need it: a database, warehouse, API endpoint, spreadsheet or dashboard.

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