Web Scraping & Data Extraction
Web Scraping — Turn the Web Into Data
At Frostleaf, we build reliable, compliant scraping pipelines that turn messy public web data into structured, actionable datasets. From one-off extractions to production-grade crawlers running at scale — we deliver clean data, on schedule.
Web Scraping
What Is Web Scraping?
Web scraping is the process of programmatically extracting structured data from websites. Done well, it turns the public web into a database your business can query, monitor, and act on.
Frostleaf builds scraping systems that go beyond a simple script — production-grade pipelines with monitoring, retries, and clean data output your team can actually rely on.
- ✓Product, pricing, and competitor monitoring
- ✓Real-estate, jobs, and marketplace listings
- ✓Lead generation and contact enrichment
- ✓News, research, and content aggregation
- ✓SEO, SERP, and review tracking
- ✓Custom datasets for AI and ML training
Why Frostleaf
Why Scrape With Us?
Built for Reliability
Sites change. Our scrapers ship with monitoring, alerting, and self-healing logic so you find out about breakage before your team does.
Scale-Ready Architecture
From a few hundred records to millions per day — we design pipelines that scale horizontally without ballooning your costs.
Clean, Structured Output
Normalised, deduplicated, schema-validated data delivered to your warehouse, S3 bucket, API, or database — ready to use.
Compliance First
We respect robots.txt, ToS, and applicable data laws. We'll always advise on what's safe to scrape and how to do it responsibly.
Anti-Bot Expertise
Proxy rotation, headless browsers, fingerprinting, and CAPTCHA strategies — we know how to get the data without getting blocked.
Our Capabilities
Scraping Solutions We Build
From simple one-off jobs to large-scale crawlers running 24/7 — we deliver scraping pipelines tuned for your exact use case.
E-commerce & Pricing
Track competitor pricing, stock levels, and product catalogs across hundreds of stores with daily or hourly updates.
Real Estate & Listings
Aggregate property, rental, and marketplace listings into a unified, searchable dataset — refreshed continuously.
Lead Generation
Build targeted prospect lists from public directories, social platforms, and business registries — enriched and deduplicated.
News & Content Aggregation
Monitor news sites, forums, and blogs for mentions, trends, and topics — feeding your analytics or content engine.
SEO & SERP Tracking
Daily SERP scraping, keyword tracking, and review monitoring to power your SEO and reputation tooling.
AI & ML Datasets
Custom-built training datasets at scale — clean, labelled, and structured for your machine learning workflows.
Need a custom dataset?
Tell us what data you need
If you can describe the data you want, we can probably build a pipeline to extract it. Tell us your use case.
Our Process
From Target Sites to Clean Data
A structured process designed to deliver reliable, production-grade scraping pipelines — not brittle scripts.
Step 01
Discovery & Feasibility
We review the target sites, the data you need, and the legal and technical considerations. You get a clear picture of what's possible before we start.
Step 02
Schema & Architecture
We design the data schema, storage, and pipeline architecture — built to scale and easy to evolve as the source sites change.
Step 03
Scraper Development
We build the scrapers using the right mix of HTTP, headless browsers, and anti-bot strategies for each target.
Step 04
Data Cleaning & Validation
Raw HTML becomes clean, normalised, deduplicated records — with schema validation and quality checks at every step.
Step 05
Deployment & Monitoring
We deploy your pipeline to the cloud with scheduling, alerting, and dashboards so you always know it's healthy.
Step 06
Maintenance & Support
Sites change. We monitor, fix breakages, and evolve your scrapers so your data never stops flowing.
Testimonials
Trusted by founders & teams
Don't just take our word for it — hear from the people we've built for.
“Frostleaf delivered our app ahead of schedule. Their communication was outstanding — we always knew where things stood. No surprises, just results.”
“Working with Frostleaf was pivotal for building our chatbot platform. They understood the technical complexity and delivered a top-tier, scalable solution.”
“Their flexible collaboration and commitment to deadlines made them the perfect partner. They understood our business deeply, not just the code.”
FAQs on Web Scraping
Common questions, honest answers
Still have questions? Book a free call and ask us directly.
Scraping public data is legal in most jurisdictions, but there are nuances around terms of service, copyright, and personal data. We help you stay on the right side of robots.txt, ToS, and laws like GDPR — and we'll always advise honestly on what's safe to scrape.
We've scraped everything from simple HTML sites to complex JavaScript-heavy apps with anti-bot protection. If the data is publicly available, we can usually extract it — and we'll tell you up front if a target is too risky or unstable.
We use a combination of rotating residential proxies, headless browsers, browser fingerprinting, and CAPTCHA-solving services. The exact approach depends on the target and how aggressively it's protected.
However you need it. Common formats include CSV, JSON, Parquet, direct database writes, S3 dumps, BigQuery loads, or a custom API. We design the delivery format around your downstream systems.
Sites change all the time — selectors break, structures shift. Our pipelines include monitoring and alerting so we catch breakages fast, and our maintenance plans keep your scrapers running long-term.
Yes. If you just need a single dataset extracted, we can deliver it as a one-off project — no ongoing commitment required.
Absolutely. Raw scraped data is rarely useful as-is. We handle deduplication, normalisation, schema validation, and enrichment as part of every pipeline.
Get Started Today
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Book a free 30-minute call with our founder. No commitment, no pressure — just an honest conversation about your vision.
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