We extract watch listings, reference numbers, pricing signals, condition grades, and technical specifications from Crown and Caliber. Delivered as clean JSON, CSV, or Parquet to S3 or BigQuery 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 Watch Listings objects from crownandcaliber.com. All fields typed and schema-versioned.
"listing_id": "CC-98241", "brand": "Rolex", "model": "Submariner", "reference_number": "114060", "price": 10500.0, "condition": "Excellent", "availability": true
| # | listing_id | brand | model | reference_number | price | retail_price |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Technical Specs objects from crownandcaliber.com. All fields typed and schema-versioned.
"reference_number": "114060", "movement": "Automatic 3130", "case_size_mm": 40, "case_material": "Stainless Steel", "dial_colour": "Black", "bracelet_material": "Oystersteel", "water_resistance_m": 300
| # | reference_number | movement | case_size_mm | case_material | dial_colour | bracelet_material |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Pricing and Value objects from crownandcaliber.com. All fields typed and schema-versioned.
"reference_number": "114060", "current_price": 10500.0, "original_retail_price": 8950.0, "discount_pct": 0, "price_timestamp": "2026-05-12T09:14:00Z", "currency": "USD", "financing_available": true
| # | reference_number | current_price | original_retail_price | discount_pct | estimated_market_value | price_timestamp |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Inventory and Condition objects from crownandcaliber.com. All fields typed and schema-versioned.
"sku": "RLX-SUB-114060-01", "stock_status": "In Stock", "condition_grade": "Excellent", "box_included": true, "papers_included": false, "warranty_status": "1-Year Crown and Caliber Warranty", "authentication_status": "Verified"
| # | sku | stock_status | condition_grade | box_included | papers_included | warranty_status |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Media and Assets objects from crownandcaliber.com. All fields typed and schema-versioned.
"sku": "RLX-SUB-114060-01", "primary_image_url": "https://example.com/images/rlx-114060-main.webp", "image_count": 8, "360_view_available": false, "dial_closeups": "['https://example.com/images/rlx-114060-dial.webp']", "caseback_images": "['https://example.com/images/rlx-114060-caseback.webp']"
| # | sku | primary_image_url | gallery_image_urls | video_url | image_count | 360_view_available |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our watch scraper handles the complexities of luxury retail platforms: dynamic inventory grids, high-resolution media, and strict anti-bot measures.
Extract reference numbers, case dimensions, movement calibers, and materials directly from technical specification tables.
Monitor stock status across Rolex, Omega, and Patek Philippe collections to track market velocity.
Capture listing prices, estimated retail values, and historical price movements across secondary market inventory.
Track condition grades, box and papers inclusion, and authentication guarantees for precise valuation.
Download and store primary gallery images and dial close-ups directly to your S3 buckets.
Map complex brand hierarchies, families, and specific model iterations accurately.
Capture third-party financing rates and monthly payment estimates displayed on listings.
Bypass Cloudflare and residential proxy rotation for uninterrupted data extraction.
Receive only new listings or price changes to minimise downstream processing load.
Brief in. Clean data out.
Provide target brands, categories, or specific reference numbers. We design the extraction schema together.
We configure Playwright crawlers, proxy rotation, and session management for crownandcaliber.com.
Schema validation, null-rate checks, and price-outlier detection before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket or Snowflake stage on agreed cadence.
High-value marketplaces deploy strict rate limits and bot protection. We manage the infrastructure required to extract watch data reliably.
Luxury platforms use advanced bot protection. We use TLS fingerprinting and US-based residential IPs to maintain access without triggering rate limits.
Product grids load dynamically. We execute full Playwright sessions to capture real-time stock availability and pagination changes.
Similar reference numbers often feature different dial or bracelet configurations. Our schema normalises these variations into structured fields.
We extract WebP and JPEG assets concurrently, storing them in S3 while maintaining relational links to the source SKU.
Our hash-based diffing system identifies price drops on aged inventory, ensuring downstream systems only process modified records.
Grey market dealers aggregate asking prices to calibrate their own inventory valuation algorithms.
Funds track pre-owned Rolex and Patek Philippe price curves as alternative asset classes.
Platforms cross-reference dial and case configurations against known reference numbers to detect anomalies.
Retailers monitor stock velocity and brand distribution across major secondary watch platforms.
Underwriters use aggregated pre-owned pricing data to determine accurate replacement costs.
Aggregators build notification systems for specific watch models hitting target price thresholds.
"The secondary watch market moves on precise reference numbers and condition grades. Without structured extraction, pricing models fail."
Luxury watch pricing requires exact specification matching. A Rolex Submariner 114060 holds different value than a 116610LN. DataFlirt extracts the granular metadata, condition grades, and box/papers status required to build accurate valuation models. We manage the proxies and DOM parsing so your team can focus on market analysis.
Everything supported by our crownandcaliber.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.
Handles React hydration and dynamic content loading on product listing pages to ensure complete data capture.
US-targeted residential proxies avoid data center IP blocks common on high-value luxury retail sites.
Hash-based diffing ensures downstream systems only process new listings or price modifications, optimising storage.
Data delivered to where your team already works — no new tooling required.
About crownandcaliber.com scraping, legality, and pipeline operations.
Ask us directly →Public data extraction is generally permissible. We extract only publicly available listing data and do not scrape gated user purchase history or private trade-in offers.
We utilise residential proxies and custom TLS fingerprints via Playwright to simulate human browsing behaviour, preventing rate limits.
Yes, we download primary and gallery images directly to your S3 bucket, preserving the original quality for visual authentication models.
Yes, we extract exact reference and model numbers from the technical specification tables, normalising them for database ingestion.
Pipelines run at hourly or daily intervals depending on your requirements, ensuring you capture fast-moving stock.
Our change detection system flags price modifications on previously scraped SKUs, emitting a diff record for your pricing models.
Yes, we extract condition grades and provenance indicators for every listing, as these metrics directly impact valuation.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a daily inventory snapshot or real-time price alerting for specific reference numbers, we build and operate the pipeline.
