Classifieds at scale. Real estate, jobs, vehicles, marketplace.
Millions of listings, every platform structured differently, prices and locations in a dozen formats. Reusable extract_rules handle the variation; you get a clean, consistent schema across every site.
The classifieds extraction challenge.
Classifieds are the hardest data on the open web: heavy pagination, infinite scroll, split data between list and detail, every site different.
Thousands of listing pages per category - infinite scroll, AJAX results, anti-bot on deep pages. Trips most scrapers within hours.
Title + price + thumbnail on the list view; full description + seller info + contact details on the detail page. Need both, joined.
Full addresses, neighbourhoods, zip codes, coordinates, or just city names - inconsistent across listings on the same site.
"$1,200/mo", "negotiable", "POA", salary ranges, per-unit pricing. Different currencies, notations, conventions across markets.
From real estate to job markets.
Aggregate listings across every portal.
Properties from multiple platforms into one comprehensive database. Addresses, prices, square footage, bedroom and bathroom counts, listing agents. Monitor new listings, price drops, and market trends to power search portals and investment tools.
- Coverage across Zillow, Realtor.com, Redfin, local MLS
- Real-time alerts on new listings matching investment criteria
- Historical price tracking for market trends
- Automated lead generation for agents and investors
Job market intelligence at scale.
Extract postings from major job boards and company career pages. Titles, salary ranges, required skills, experience levels, company details, application URLs. Power hiring-trend databases, salary benchmarking, and job aggregators.
- Postings from Indeed, LinkedIn, Glassdoor, niche boards
- Salary benchmarking across industries + regions
- Hiring trend analysis for workforce planning
- Automated candidate-to-opening matching
Used-car pricing intelligence.
Scrape vehicle listings from automotive marketplaces - make, model, year, mileage, price, condition, dealer details. Build used-car price databases, track inventory, analyse pricing trends.
- Track pricing across AutoTrader, Cars.com, CarGurus
- Identify underpriced inventory for dealer acquisition
- Market valuation models from real listing data
- Competitive inventory monitoring
Watch peer-to-peer markets.
Track general classifieds and P2P marketplaces for product listings, pricing patterns, and seller activity. Craigslist, FB Marketplace, OfferUp, Mercari. Track categories, identify high-demand products, spot counterfeits.
- Monitor secondary-market pricing for product strategy
- Detect counterfeit products + unauthorised resellers
- Identify trending categories + emerging demand
- Resale price guides from real transaction data
Extract from every major classifieds platform.
Pre-tuned for the highest-volume sites; reusable extract_rules work on every long-tail board.
Properties with prices, addresses, square footage, agent details. Map-based search + dynamic filtering.
Job postings with titles, salary ranges, company info, requirements. Paginated results, varied formats.
Vehicle listings: make, model, year, mileage, price, dealer info. Complex search filters + inventory pages.
Every category from housing to services. Regional subdomains, varying post formats, contact info + prices.
Product listings with prices, seller profiles, location, images. Infinite scroll + auth-gated detail pages.
Rental listings: nightly rates, availability calendars, amenities, host details. Map-based UI + date ranges.
International classifieds across multiple countries. Multi-language, local currencies, region-specific structures.
P2P marketplace listings - prices, conditions, shipping, seller ratings. Mobile-first layouts.
Three steps to clean classifieds data.
Point to a classifieds page
URL of a listing, category, or search results page. extract_rules select the individual listings and the fields inside each. For full-category coverage, build a URL list from the sitemap or paginate the known URL pattern, then submit as an async batch.
Extract structured data
extract_rules pull titles + prices + locations + descriptions + images + seller details from each listing card, and follow links to detail pages for the full record.
Receive clean JSON
Structured listings via API response or webhook. Normalised fields ready for your database. Export to CSV/JSON or stream into data pipeline. Recurring batch runs catch new listings.
Try classifieds extraction in the playground.
Drop in any listing or category URL.
curl 'https://api.ujeebu.com/scrape' \
-H 'ApiKey: YOUR_API_KEY' \
-G \
--data-urlencode 'url=https://www.zillow.com/homes/for_sale/Brooklyn-NY/' \
--data-urlencode 'extract_rules={"titles":"article h3","prices":"[class*=price]","links":"article a","images":"article img"}' \
--data-urlencode 'proxy_type=premium'Built for production classifieds aggregation.
Listing-aware extract rules
Target the repeating listing structure on any classifieds page with extract_rules - titles, prices, descriptions, images, metadata - and reuse the rules across the whole category.
Pagination + infinite scroll
Numbered pages, load-more buttons, infinite scroll, AJAX-loaded results. Build a URL list from the sitemap or by iterating page parameters, then run the Scrape API over the list as an async batch.
Location extraction
Pull addresses, neighbourhoods, zip codes, coordinates, or city names with dedicated rules - captured consistently for downstream geo normalisation, filtering, and analysis.
Price capture
Currencies, formats, salary ranges, per-unit pricing, rental rates, negotiable + auction bids - captured as consistent raw fields, ready to normalise into numeric values + currency codes for cross-market comparison.
Image gallery extraction
Thumbnails, full-size, gallery carousels. URLs from lazy-loaded galleries and JS slideshows. High-res images for property/vehicle/product listings.
Category-wide extraction
Feed sitemap-derived URL lists (or SERP-discovered URLs) of category and detail pages into an async batch - the Scrape API extracts each in parallel.
Frequently asked.
Can I scrape any classifieds site?
How do you handle pagination?
Can I extract both listing and detail-page data?
How do I handle messy price formats?
Can I monitor for new listings automatically?
What fields can I extract from a listing?
Explore other use cases
View all →Start extracting classifieds today.
Join businesses using rules-based extraction to aggregate classifieds data at scale.