We extract property listings, agent portfolios, EPC ratings, and local area stats from Primelocation. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Sales Listings objects from primelocation.com. All fields typed and schema-versioned.
"listing_id": "64829104", "title": "4 bed terraced house for sale", "property_type": "Terraced", "price": 850000, "currency": "GBP", "bedrooms": 4, "postcode": "SW19 3RQ", "agent_name": "Knight Frank", "epc_rating": "C"
| # | listing_id | title | property_type | price | currency | bedrooms |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Lettings Data objects from primelocation.com. All fields typed and schema-versioned.
"listing_id": "89302115", "title": "2 bed flat to rent", "price_pcm": 2100, "price_pw": 484, "currency": "GBP", "bedrooms": 2, "furnished_state": "Furnished", "available_from": "2026-09-01", "agent_name": "Foxtons"
| # | listing_id | title | property_type | price_pcm | price_pw | currency |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Agent Intelligence objects from primelocation.com. All fields typed and schema-versioned.
"agent_id": "14920", "branch_name": "Savills Wimbledon", "company_name": "Savills", "postcode": "SW19 4BA", "total_sale_listings": 42, "total_rent_listings": 18, "average_sale_price": 1250000, "phone_number": "02089718111"
| # | agent_id | branch_name | company_name | address | postcode | phone_number |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Location & Transport objects from primelocation.com. All fields typed and schema-versioned.
"listing_id": "64829104", "nearest_station_1_name": "Wimbledon", "nearest_station_1_dist": "0.4 miles", "nearest_station_2_name": "South Wimbledon", "nearest_station_2_dist": "0.7 miles", "latitude": 51.4214, "longitude": -0.2074, "nearest_school_1_name": "Dundonald Primary", "nearest_school_1_rating": "Outstanding"
| # | listing_id | postcode | nearest_station_1_name | nearest_station_1_dist | nearest_station_2_name | nearest_station_2_dist |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Market History objects from primelocation.com. All fields typed and schema-versioned.
"listing_id": "64829104", "original_price": 895000, "current_price": 850000, "price_reductions": 1, "last_reduced_date": "2026-04-12", "days_on_market": 45, "historical_sale_1_date": "2015-08-21", "historical_sale_1_price": 620000
| # | listing_id | postcode | original_price | current_price | price_reductions | last_reduced_date |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Primelocation scraper handles the entire portal: sales inventory, lettings data, agent portfolios, and historical price movements. Built with JavaScript rendering, session management, and anti-bot circumvention.
Extract titles, descriptions, bedrooms, bathrooms, prices, and exact postcodes across all UK regions.
Capture original listing price versus current price to identify motivated sellers and market cooling trends.
Aggregate listings by agent branch to calculate market share, average listing times, and inventory volume.
Extract nearest stations, distances, and local school Ofsted ratings attached to each property listing.
Capture Energy Performance Certificate ratings and direct image URLs for floorplans and property photos.
Execute full browser sessions to render map based search results and capture properties hidden from standard list views.
Run continuous pipelines to detect new listings, removed properties, and price changes within 24 hours.
Circumvent standard portal pagination limits by generating granular geographic bounding boxes for complete coverage.
Handle Cloudflare and PerimeterX challenges automatically with residential IP rotation and humanised interaction patterns.
Brief in. Clean data out.
Provide postcodes, towns, agent IDs, or search parameters. We design the extraction schema together.
We configure Scrapy / Playwright crawlers, proxy rotation, session management, and CAPTCHA handling for primelocation.com.
Schema validation, null-rate checks, price-outlier detection, and sample coverage before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
UK property portals invest heavily in scraping detection. Here is how we stay resilient and why teams choose managed infrastructure over DIY.
Property portals use strict bot detection based on TLS fingerprints, headers, and IP reputation. Our crawlers use UK residential ISP proxies with realistic browser fingerprints, randomised request timing, and full cookie session management.
Primelocation limits search results to a fixed number of pages. We bypass this by subdividing large search areas into microscopic geographic bounding boxes, ensuring zero listings are truncated by portal limits.
Many property details, map coordinates, and agent contact numbers are obfuscated or loaded via JavaScript. We run full Playwright browser sessions to hydrate the DOM and capture data that headless HTTP clients miss entirely.
Portals change DOM structures frequently to disrupt scrapers. Our selector strategy uses multiple fallback chains per field, including structured JSON-LD extraction, ensuring layout changes do not break your data pipeline.
For national catalogues, we maintain a hash index of last-seen values per listing. Subsequent runs only push diffs, reducing compute cost, storage bloat, and downstream processing load.
Automated Valuation Model providers ingest listing prices, floor areas, and historical sales to train pricing algorithms.
Estate agencies track competitor instruction volumes, time on market, and price reduction frequencies to benchmark performance.
Institutional investors correlate sales prices with local rental rates to identify high-yield postcodes for portfolio expansion.
Analysts monitor inventory levels and days on market to gauge housing market health at a hyper-local level.
Consultancies analyse property types, EPC ratings, and transport proximity to inform infrastructure and development proposals.
Legal and financial service providers identify properties marked 'Sold STC' to target relevant ancillary services.
"Primelocation holds a critical slice of the UK property market, but extracting structured data requires bypassing aggressive anti-bot layers and complex pagination."
Most teams underestimate the investment required: reliable Primelocation scraping requires UK residential proxies, full JavaScript rendering for map views, CAPTCHA handling, and daily selector maintenance. DataFlirt absorbs that complexity so your engineers can focus on the analysis, not the infrastructure.
Everything supported by our primelocation.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
Scrapy handles crawl orchestration, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.
We maintain pools of residential ISP proxies across UK regions. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.
Pipelines run on AWS Lambda (burst) and ECS (sustained). Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About primelocation.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available property listings is generally permissible under UK law, provided it does not breach intellectual property rights or extract personal data. DataFlirt targets only public, non-authenticated listing and agent data. Clients should review Primelocation terms of service and consult legal counsel for their specific use cases.
We use UK residential ISP proxies, full Playwright browser sessions with realistic fingerprints, and request timing modelled on human behaviour. We monitor for CAPTCHA rate spikes in real time and trigger solver queues automatically.
Pipelines can be configured for daily or sub-daily runs. Full regional catalogue refreshes complete within a 6-12 hour window depending on geographic scope and concurrency limits.
Yes. We extract the direct high-resolution CDN URLs for all property images, floorplans, and EPC graphs. We do not host the images, but deliver the URLs in your dataset.
Yes. Every pipeline run produces timestamped snapshots. We maintain a time-series record per listing ID, tracking original price, current price, and reduction dates.
Primelocation restricts standard search pagination. We programmatically generate granular geographic bounding boxes across the UK, ensuring every search returns fewer than the maximum allowed results, guaranteeing complete market coverage.
Our packages start at defined regional extractions with weekly delivery. For national catalogues or daily historical tracking, we price based on compute volume and delivery frequency. Contact us for a scoped quote.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off regional export or a continuous national property feed, we scope, build, and operate the pipeline. Tell us what you need.
