Capability 01
Data extraction
The data you need, from the platforms it lives on.
Tell us the platform and the fields. We build the extraction, run it, and deliver structured records into your warehouse, database, CRM, or spreadsheet — at the frequency the data is worth. No dashboard to learn, no seat licence, and no scraper for you to maintain when the source changes.
32
Platforms in production
9
Outcomes supported
Hourly
Tightest refresh available
What it is for
Start from the outcome.
Most clients know the job before they know the platform. Pick the outcome and we will tell you which sources feed it.
Platforms
Running in production today.
Not on the list is not the same as not possible.
Property portals
Listings, price history, and advertiser attribution
- ZillowUSFor-sale, rental, and sold US listings with published estimates, matched across runs into a price and status series.
- IdealistaES · PT · ITSale and rental listings across Spain, Portugal, and Italy with price history, agency details, and per-square-metre pricing.
- ImmowebBEBelgian sale and rental listings with EPC ratings, cadastral income, and agency details across Flanders, Wallonia, and Brussels.
- SeLogerFRFrench agency property listings with DPE energy ratings, price per m², and agency contact details, by department or commune.
- PAPFRPrivate-seller French property listings — no agency stock — which makes it the primary source for direct-owner prospecting.
- Realtor.comUSUS residential listings, agents, offices, and price history, by market, county, or ZIP.
Marketplaces and classifieds
Products, vehicles, and multi-category supply
- AmazonUS · UK · DE · FR · IT · ES and moreProduct listings, pricing, buy-box, stock, rank, and full review content across Amazon marketplaces.
- AutoScout24DE · FR · IT · NL · BE · AT · ESEuropean used-car listings with full technical specification, dealer attribution, and price movement across markets.
- LaCentraleFRFrench used-vehicle listings with full specification, dealer and private seller split, and price tracking against market reference.
- LeboncoinFRFrance's largest classifieds site across property, vehicles, jobs, and goods, with professional and private sellers separated.
- ParuVenduFRFrench classifieds across property, vehicles, and employment — useful as a second source where Leboncoin coverage is thin.
- VintedEU-wideSecond-hand fashion listings with brand, size, condition, and pricing — the resale market's clearest pricing signal.
Local, directories, and reviews
Business listings, ratings, and review content
- Google MapsWorldwideLocal business listings and review content by area and category, or for a fixed set of locations you track.
- Yellow PagesUS · UK · CA · AU · EUBusiness directory records — names, addresses, phone numbers, categories, and hours — across Yellow Pages properties and their national equivalents.
- Booking.comWorldwideAccommodation listings, nightly rates by date, availability, and guest review content across destinations.
- Pages JaunesFRThe French business directory — company names, addresses, phone numbers, and activity classification by area.
- YelpUS · CA · UK · EULocal business listings and review content with category, price level, attributes, and rating history.
- TripAdvisorWorldwideHotels, restaurants, and attractions with rankings, review content, rating breakdowns, and traveller segments.
- TrustpilotWorldwideCompany reviews with verification status, rating distribution, company responses, and response-time metrics.
Search and demand
Result pages, rankings, and interest over time
News and media
Headlines, article content, and story clustering
Social and professional networks
Profiles, posts, engagement, and hiring signals
- LinkedInWorldwideCompany profiles, headcount signals, job postings, and people data for B2B prospecting and talent research.
- Sales NavigatorWorldwideLead and account lists exported from your saved searches into a structured, deduplicated feed your CRM can use.
- FacebookWorldwideBusiness pages, posts, engagement, reviews, and ad-library creatives for competitive and reputation monitoring.
- InstagramWorldwideProfiles, posts, hashtags, and engagement metrics for influencer vetting, competitor tracking, and campaign measurement.
- TikTokWorldwideCreator profiles, video performance, hashtags, and sounds for trend detection and influencer measurement.
- Twitter / XWorldwidePosts, profiles, and keyword streams for brand monitoring, news tracking, and sentiment measurement.
- YouTubeWorldwideChannels, videos, comments, and transcripts — for competitor tracking, creator vetting, and search visibility.
- RedditWorldwideSubreddit posts and comment threads — unfiltered product feedback, and increasingly a source that surfaces in search results.
Anything else
On demand, from the sites you name
Need a platform that is not here? Send the URL and the fields you need — most sources take days rather than weeks to add.
What you get
Records, not raw pages.
Every source is delivered against the same standard, whichever platform it came from.
Coverage you can check
Volume and coverage are reported per run and per area, so you can see what was actually captured rather than assume a green job means a complete one.
- Per-run coverage against expected volume
- Tiled sweeps so dense areas do not truncate
- Diff against the previous run
Records that match between runs
Listings, places, and products keep a stable key, so a price change is a dated event on an existing record rather than a new row you have to reconcile.
- Stable keys with attribute fallback
- Change events with timestamps
- Deduplication across sources
Fields, not page dumps
Specification blocks are parsed into typed fields — mileage, surface area, energy rating, engagement rate — so the data is usable on arrival.
- Typed fields with a declared null policy
- Computed metrics where they are the point
- One schema across comparable sources
Freshness you choose
Hourly where a new listing is worth money within the day, monthly where a directory is enough. Each source and area is scheduled separately.
- Per-source and per-area schedules
- Watchlists crawled tighter than the market
- Change-only feeds as well as full snapshots
Delivered where you work
No portal to learn. Records land in the warehouse, database, CRM, or sheet your team already opens.
- Postgres, BigQuery, and object storage
- CRM writes with deduplication
- Webhooks, sheets, and flat files
Kept running
Sources change their markup without warning. Watching for that and fixing it is part of the service rather than a change request.
- Structural drift monitoring
- Alerting before bad data ships
- Parser fixes inside the support window
Delivery
Into your stack.
Same schema on every run, in the format your team already consumes. If it needs to land in three places, it lands in three places.
Formats
- JSON
- NDJSON
- CSV
- Parquet
Destinations
- Postgres
- BigQuery
- S3-compatible storage
- Webhook
- Google Sheets
- HubSpot · Pipedrive · Salesforce
Schedules
- Hourly
- Daily
- Weekly
- Monthly
- On demand
Feed types
- Full snapshot
- Change-only feed
- Watchlist
- One-off backfill
- Python
- Scrapy
- Playwright
- Postgres
- DuckDB
- BigQuery
- S3-compatible storage
- Prefect
- Docker
- Grafana
Questions
Asked before.
Is this a product we log into?
No. It is a managed service: we build the extraction to your requirements and run it, and the data arrives in your stack. There is no dashboard to learn and no seat licence.
Can you add a source that is not listed?
Usually yes. The list is what we run today, not the limit of what we build. Send the URL and what you need from it.
One-off pull or ongoing feed?
Both. One-off extractions and historical backfills are priced as a project; ongoing feeds are a monthly service that includes keeping them working.
What volume can you handle?
Volume is a scoping question rather than a technical ceiling — national coverage across several portals is normal. Cost scales with pages fetched and how often, and we estimate both before you commit.
What format does the data arrive in?
JSON, NDJSON, CSV, or Parquet, into Postgres, BigQuery, S3, a webhook, your CRM, or a spreadsheet. Same schema on every run.
Who owns the data?
You do. Where the engagement includes handover, you get the extraction code as well.
Next step
Tell us the platform and the fields.
Send a URL and a list of what you need from it. You will get back what is achievable, at what frequency, and what it costs to run — usually within a day.