We extract luxury watch specifications, calibre details, regional pricing, and boutique availability from Vacheron Constantin. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Watch Specifications objects from vacheron-constantin.com. All fields typed and schema-versioned.
"reference_number": "4500V/110A-B128", "collection": "Overseas", "model_name": "Overseas Self-Winding", "case_material": "Steel", "case_diameter_mm": 41.0, "case_thickness_mm": 11.0, "water_resistance_bar": 15, "dial_colour": "Blue"
| # | reference_number | collection | model_name | case_material | case_diameter_mm | case_thickness_mm |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Calibre & Movement objects from vacheron-constantin.com. All fields typed and schema-versioned.
"reference_number": "4500V/110A-B128", "calibre_reference": "5100", "movement_type": "Self-winding", "power_reserve_hours": 60, "number_of_parts": 172, "number_of_jewels": 37, "frequency_vph": 28800, "hallmark_of_geneva": true
| # | reference_number | calibre_reference | movement_type | power_reserve_hours | number_of_parts | number_of_jewels |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Pricing & Availability objects from vacheron-constantin.com. All fields typed and schema-versioned.
"reference_number": "4500V/110A-B128", "price": 25000.0, "currency": "USD", "price_upon_request": false, "availability_status": "Contact Boutique", "boutique_exclusive": false, "region": "US", "scraped_at": "2026-05-12T09:14:00Z"
| # | reference_number | price | currency | price_upon_request | availability_status | boutique_exclusive |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Boutique Network objects from vacheron-constantin.com. All fields typed and schema-versioned.
"boutique_id": "VC-B-104", "name": "Vacheron Constantin Geneva", "type": "Internal Boutique", "city": "Geneva", "country": "Switzerland", "has_after_sales_service": true, "opening_hours": "Mon-Sat 10:00-18:30"
| # | boutique_id | name | type | address | city | country |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Media & Assets objects from vacheron-constantin.com. All fields typed and schema-versioned.
"reference_number": "4500V/110A-B128", "primary_image_url": "https://www.vacheron-constantin.com/.../4500v_front.jpg", "360_view_url": "https://www.vacheron-constantin.com/.../360/4500v/", "technical_sheet_pdf": "https://www.vacheron-constantin.com/.../tech_4500v.pdf", "gallery_image_urls": "['url1', 'url2', 'url3']", "alt_text": "Overseas Self-Winding Blue Dial"
| # | reference_number | primary_image_url | gallery_image_urls | 360_view_url | technical_sheet_pdf | lifestyle_image_urls |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Our scraper normalises the unstructured marketing presentation of Vacheron Constantin into a strict relational schema, capturing exact calibres, materials, and regional pricing.
Capture model names, reference numbers, case dimensions, water resistance, and dial colours across all collections.
Extract movement types, jewel counts, part counts, frequencies, and power reserves for every internal calibre.
Monitor pricing across different geographic zones, handling currency conversions and 'Price upon request' flags.
Identify and categorise complex horological features like tourbillons, perpetual calendars, and minute repeaters.
Map references to their parent collections including Patrimony, Traditionnelle, Overseas, and Historiques.
Extract global boutique locations, contact details, and after-sales service availability.
Collect high-resolution dial images, movement macros, and technical specification PDFs.
Extract specifications across English, French, and Chinese site variants to ensure global coverage.
Normalise descriptions of precious metals like 18K 5N pink gold, platinum 950, and titanium.
Brief in. Clean data out.
Specify target collections, geographic regions for pricing, and required data fields.
We configure Playwright crawlers to navigate the dynamic frontend and geo-routed proxies for regional pricing.
Schema validation ensures calibre details map correctly to references and metal types are strictly typed.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Vacheron Constantin's digital presence prioritises visual aesthetics over machine readability. Here is how we extract structured data from it.
Luxury watch sites use complex JavaScript frameworks and WebGL animations to showcase products. We use Playwright to fully execute the frontend, waiting for dynamic DOM hydration before extracting the technical specifications hidden beneath the visual layer.
Prices and boutique availability change based on IP location. We route requests through specific residential proxy nodes in Switzerland, the US, the UK, and Hong Kong to capture accurate regional datasets.
Watch specifications are often embedded within descriptive marketing paragraphs. Our parsers use regex and NLP to extract strict numerical values for dimensions, frequencies, and jewel counts.
We capture the direct CDN links for uncompressed dial shots, movement macros, and technical PDFs, bypassing the lazy-loading image wrappers.
Major site overhauls occur around watch fairs like Watches & Wonders. Our fallback selectors ensure data continuity when DOM structures change during new collection launches.
Compare official retail prices against secondary grey market valuations across different geographic zones.
Analyse calibre specifications, power reserves, and complication availability against Patek Philippe and Audemars Piguet.
Cross-reference physical watch traits with official catalogue specifications to detect discrepancies in counterfeits.
Track boutique density and geographic expansion of internal versus third-party retail partners.
Monitor the catalogue for discontinued references to predict secondary market price movements.
Maintain accurate replacement cost databases for underwriters covering high-net-worth collections.
"Vacheron Constantin's catalogue represents the pinnacle of horology, but extracting standard machine-readable specifications from luxury marketing material requires precision engineering."
Luxury watch brands design their digital presence for visual impact, not data extraction. Product pages rely heavily on dynamic JavaScript, complex animations, and non-standard HTML structures. DataFlirt normalises this unstructured frontend into clean, relational datasets so your analysts can focus on market dynamics rather than DOM parsing.
Everything supported by our vacheron-constantin.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.
Playwright handles the heavy JavaScript execution, bypassing visual animations to extract the underlying JSON state and DOM nodes.
Residential proxy pools allow us to query the site from specific countries, triggering the correct regional pricing and boutique data.
PostgreSQL manages the complex relationships between collections, references, calibres, and physical boutiques.
Data delivered to where your team already works — no new tooling required.
About vacheron-constantin.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available catalogue information is generally permissible under applicable law. DataFlirt extracts only public, non-authenticated technical specifications, pricing, and boutique data. We do not attempt to access gated owner portals or extract personal data.
High complication models often hide pricing. Our schema flags these references with a specific boolean field, allowing your analysts to filter them out or estimate values based on comparable calibres.
We only extract references currently visible on the live site. However, once a pipeline is running, we maintain historical records, so you will build a database of discontinued models over time.
We use geo-targeted residential proxies to simulate visits from different countries. You can specify which regions you want to track, and we will deliver a pricing array for each reference.
Yes. We map the internal calibre reference to its technical specifications, including jewel count, frequency, power reserve, and specific complications like the Hallmark of Geneva certification.
Given the low velocity of luxury watch catalogue changes, most clients opt for weekly or monthly full-site crawls. We can configure the pipeline frequency to match your specific requirements.
Yes. We capture the direct URLs to the official technical PDFs and can either provide the links or download and store the files directly in your S3 bucket.
20-minute scoping call. Pilot dataset within the week. Production within two. Stop manually copying specifications from marketing pages. We build and maintain the infrastructure to deliver structured horological data directly to your warehouse.
