We extract global high-end property listings, agent profiles, office directories, and amenity metadata from sothebysrealty.com. Delivered as clean JSON, CSV, or Parquet to your warehouse.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Property Listings objects from sothebysrealty.com. All fields typed and schema-versioned.
"listing_id": "X7B9Q2", "title": "Villa Firenze", "price": 25000000, "currency": "USD", "beds": 6, "baths": 8, "property_type": "Single Family Home", "status": "Active"
| # | listing_id | url | title | price | currency | beds |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Agent Profiles objects from sothebysrealty.com. All fields typed and schema-versioned.
"agent_id": "AGT-4829", "name": "Elena Rostova", "title": "Senior Global Real Estate Advisor", "office_name": "London Brokerage", "languages": "['English', 'Russian']", "active_listings_count": 14, "phone_mobile": "+44 7700 900077"
| # | agent_id | name | title | office_name | phone_mobile | phone_office |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Office Directory objects from sothebysrealty.com. All fields typed and schema-versioned.
"office_id": "OFF-112", "name": "Mayfair International Realty", "city": "London", "country": "UK", "postal_code": "W1K 2TG", "phone": "+44 20 7495 9580", "managing_broker": "James Sterling"
| # | office_id | name | address | city | state | country |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Media & Virtual Tours objects from sothebysrealty.com. All fields typed and schema-versioned.
"listing_id": "X7B9Q2", "primary_image": "https://cdn.sothebysrealty.com/img1.jpg", "media_count": 42, "matterport_url": "https://my.matterport.com/show/?m=12345", "floorplan_url": "https://cdn.sothebysrealty.com/floorplan.pdf", "brochure_pdf": "https://cdn.sothebysrealty.com/brochure.pdf"
| # | listing_id | image_urls | video_urls | matterport_url | floorplan_url | brochure_pdf |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Amenities & Features objects from sothebysrealty.com. All fields typed and schema-versioned.
"listing_id": "X7B9Q2", "architectural_style": "Mediterranean", "waterfront": true, "pool": true, "garage_spaces": 4, "view_type": "Ocean", "smart_home": true
| # | listing_id | architectural_style | waterfront | pool | smart_home | security_system |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our real estate scraper handles every layer of the platform: property listings, dynamic map search, agent directories, and high-res media links, with JavaScript rendering and bot circumvention built in.
Capture all international listings with localised pricing, property metrics, and detailed descriptions across 70+ countries.
Extract contact details, spoken languages, and specialties for thousands of global advisors and brokers.
Scrape complete galleries, Matterport virtual tours, and floorplan PDFs without downloading heavy files.
Extract structured data for luxury features like helipads, deep water docks, and wine cellars.
Standardise listing prices across various international markets into a single target currency for downstream analysis.
Bypass infinite scroll and map-boundary pagination to ensure 100% coverage of regional and global markets.
Extract physical office addresses, broker details, and contact numbers across the global Sotheby's network.
Monitor listings for price reductions, status changes from active to pending, and calculate days on market.
Run one-off bulk exports or configure continuous pipelines at daily cadences with change-detection diffing.
Brief in. Clean data out.
Provide target regions, minimum price thresholds, or specific agent directories. We design the extraction schema together.
We configure Scrapy / Playwright crawlers, proxy rotation, session management, and map-boundary iteration logic.
Schema validation, null-rate checks, currency normalisation verification, and coordinate accuracy checks before launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Luxury real estate platforms invest heavily in bot protection and dynamic rendering. Here is how we maintain reliable data flows.
Sotheby's uses map bounding boxes for search results, often capping visible listings at 500 per view. We simulate geospatial panning and divide target regions into granular coordinate grids to ensure zero dropped listings.
Real estate portals use advanced perimeter protections to block naive scrapers. We use residential ISP proxies with realistic browser fingerprints and full cookie session management to maintain consistent access.
Property details and agent metrics load via background XHR requests post-page load. We intercept these structured JSON payloads directly rather than parsing fragile DOM elements, ensuring higher data fidelity.
Prices and measurement units change based on IP location and cookies. We force consistent regional settings and headers to ensure all extracted data is normalised to a baseline standard before delivery.
For massive global catalogues, we maintain a hash index of last-seen values per field. Subsequent runs only push diffs, reducing compute cost, storage bloat, and downstream processing load.
Analysts track luxury real estate pricing trends and inventory levels across global ultra-prime markets.
Rival brokerages monitor active listing volumes, agent movements, and market share by region.
Family offices correlate high-end property listings with macroeconomic indicators to advise UHNW clients.
Real estate portals ingest luxury listings to enrich their own global property catalogues.
Service providers target listing agents for home staging, luxury transport, and concierge services.
ML teams train automated valuation models on high-fidelity architectural and amenity data.
"Sotheby's International Realty holds the definitive dataset for global ultra-prime real estate, but standardising cross-border listings requires purpose-built infrastructure."
Extracting luxury property data across 70+ countries introduces massive variance in currencies, unit measurements, and language localisations. DataFlirt normalises this chaos. We handle the geospatial crawling, JavaScript rendering, and bot circumvention, delivering clean, queryable records to your warehouse.
Everything supported by our sothebysrealty.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.
We bypass standard pagination limits by programmatically dividing map viewports into granular coordinate grids, ensuring zero dropped listings.
Pipelines run on AWS Lambda and ECS. 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 sothebysrealty.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available property listings and agent directories is generally permissible under applicable law. DataFlirt targets only public, non-authenticated data. We do not extract personal data beyond public agent profiles, circumvent authentication walls, or violate GDPR. Clients should review terms of service and consult legal counsel for specific use cases.
We do not rely on standard list pagination. Our crawlers iterate over geographic bounding boxes, dividing regions into smaller coordinate grids until the listing count per grid falls below the limit, ensuring 100% coverage.
Yes. We extract the direct CDN URLs for all high-resolution images, floorplans, and virtual tours. We deliver the URLs rather than the files themselves to keep pipeline delivery fast and cost-efficient.
Sotheby's lists properties in local currencies and units. We extract the raw values and can normalise them to your preferred target currency and measurement standard during the transformation phase.
Full global catalogue refreshes run daily. Targeted regional pipelines can be configured for hourly execution to track rapid status changes or price reductions.
We extract all publicly listed agent details, including office numbers, mobile numbers, and email addresses, exactly as they appear on the agent profile pages.
Absolutely. We provide a sample run of up to 500 listings as part of the pre-engagement scoping process so you can validate schema fit and data quality.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a daily sync of global ultra-prime properties or a one-off extraction of agent directories - we scope, build, and operate the pipeline. Tell us what you need.
