SYSTEM all green source frederiqueconstant.com queue 1,842 pages p99 latency 214ms dataflirt.com · scraper/frederiqueconstant-com
RUN · 14 active pipelines · frederiqueconstant.com live

Frederique Constant data,
extracted at scale.

We extract complete watch catalogues, technical specifications, movement details, and regional pricing from Frederique Constant. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

References extracted
1,482 /run
Price updates
3,291 /24h
Calibres tracked
47
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from frederiqueconstant.com

Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.

Complete list of extractable fields for Watch Models objects from frederiqueconstant.com. All fields typed and schema-versioned.

reference_numbercollection_namemodel_namepricecurrencylimited_editionedition_sizedescriptionurlavailability_status
watch_models
● 200 OK
"reference_number": "FC-718NWM4H6",
"collection_name": "Highlife",
"model_name": "Worldtimer Manufacture",
"price": 4295.0,
"currency": "CHF",
"limited_edition": false,
"availability_status": "In Stock"
# reference_numbercollection_namemodel_namepricecurrencylimited_edition
1
2
3

Complete list of extractable fields for Technical Specs objects from frederiqueconstant.com. All fields typed and schema-versioned.

reference_numbercase_materialcase_diameter_mmcase_thickness_mmwater_resistance_atmdial_colourcrystal_typestrap_materialclasp_typelug_width_mm
technical_specs
● 200 OK
"reference_number": "FC-718NWM4H6",
"case_material": "Stainless Steel",
"case_diameter_mm": 41.0,
"case_thickness_mm": 12.9,
"water_resistance_atm": 5,
"dial_colour": "Blue",
"crystal_type": "Sapphire",
"strap_material": "Alligator Leather"
# reference_numbercase_materialcase_diameter_mmcase_thickness_mmwater_resistance_atmdial_colour
1
2
3

Complete list of extractable fields for Movement Data objects from frederiqueconstant.com. All fields typed and schema-versioned.

calibre_idmovement_typepower_reserve_hoursjewelsfrequency_vphcomplicationsdecorationfunctionsin_house_manufacture
movement_data
● 200 OK
"calibre_id": "FC-718",
"movement_type": "Automatic",
"power_reserve_hours": 38,
"jewels": 26,
"frequency_vph": 28800,
"complications": "['Worldtimer', 'Date']",
"in_house_manufacture": true
# calibre_idmovement_typepower_reserve_hoursjewelsfrequency_vphcomplications
1
2
3

Complete list of extractable fields for Regional Pricing objects from frederiqueconstant.com. All fields typed and schema-versioned.

reference_numberregion_codepricecurrencytax_includedshipping_estimateavailability_statusscraped_at
regional_pricing
● 200 OK
"reference_number": "FC-718NWM4H6",
"region_code": "US",
"price": 4495.0,
"currency": "USD",
"tax_included": false,
"availability_status": "Available",
"scraped_at": "2026-05-12T09:14:00Z"
# reference_numberregion_codepricecurrencytax_includedshipping_estimate
1
2
3

Complete list of extractable fields for Boutique Locator objects from frederiqueconstant.com. All fields typed and schema-versioned.

store_idstore_namestore_typeaddress_line_1citycountrypostal_codephone_numberlatitudelongitude
boutique_locator
● 200 OK
"store_id": "LOC-842",
"store_name": "Bucherer Geneva",
"store_type": "Authorized Retailer",
"city": "Geneva",
"country": "Switzerland",
"phone_number": "+41 22 319 62 66",
"latitude": 46.2044,
"longitude": 6.1432
# store_idstore_namestore_typeaddress_line_1citycountry
1
2
3

Capabilities

Horological data extraction, fully managed

Our Frederique Constant scraper parses complex watch specifications, movement details, and regional pricing grids. We handle the JavaScript rendering, geo-IP rotation, and schema normalisation.

Reference Level Extraction

Extract data at the individual reference number level, mapping parent collections to specific dial and strap variations.

Calibre & Movement Specs

Parse detailed movement data including frequency, jewel count, power reserve, and specific complications.

Geo-Targeted Pricing

Capture pricing across CHF, USD, EUR, and GBP by routing requests through region-specific residential proxies.

Asset URL Aggregation

Extract high-resolution dial shots, caseback images, and lifestyle photography URLs associated with each reference.

Boutique Inventory

Scrape store locator data to map authorised retailers, monobrand boutiques, and service centres globally.

Smartwatch Specifications

Capture specialized technical fields for the Horological Smartwatch and Vitality collections, including sensor arrays and battery life.

Limited Edition Tracking

Identify numbered limited editions and extract total production run sizes for rarity analysis.

PDF Manual Extraction

Locate and extract URLs for calibre-specific user manuals and technical documentation.

Scheduled Syncs

Run pipelines daily or weekly to detect new releases, discontinued models, and price adjustments.

// engagement pipeline

From collection URL to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target collections, specific reference numbers, or regional domains. We design the extraction schema.

Pipeline Build
d 2–4

We configure Scrapy crawlers with Playwright for dynamic rendering and set up geo-specific proxy routing.

Validation & QA
d 4–6

Schema validation, null-rate checks, and specification accuracy verification before full launch.

Delivery
ongoing

Clean structured data pushed to your S3 bucket, Snowflake stage, or via Webhook on your defined cadence.

Under the hood

Overcoming luxury eCommerce extraction challenges

Luxury watch sites use heavy JavaScript frontends and geo-fencing. Here is how our infrastructure extracts the data reliably.

pipeline-monitor · frederiqueconstant.com · live ● active
// fingerprinting
Identity rotation
TLS fingerprintrandomised
User-agentrotated
IP poolresidential
Challenges blocked0
// pagination
Page coverage
48,291 pages queued running
// observability
Pipeline health
99.9%
uptime
142ms
p99 lat
0.3%
null rate
2
alerts
Dynamic rendering
Full Playwright execution for SPA content

Frederique Constant relies on JavaScript for loading watch variations and 3D viewers. We use Playwright to execute the DOM fully, ensuring we capture all specification nodes before extraction.

Geo-fencing
Regional proxy rotation

Pricing and availability change based on the visitor's IP address. We route requests through residential proxies in Switzerland, the US, and the UK to capture accurate regional pricing grids.

Schema stability
Resilient horological selectors

Watch specifications are often nested in complex HTML tables or accordion elements. We use multi-layer fallback chains to extract case, dial, and calibre details even if the frontend layout shifts.

Asset handling
High-res image extraction

We bypass lazy-loading mechanisms to extract the source URLs for maximum-resolution watch imagery, bypassing thumbnail placeholders.

Change detection
Catalogue diffing

We maintain a state index of the catalogue. Subsequent runs only push data when prices change, new models are added, or existing references are archived.

Applications

Who uses Frederique Constant data

Teams across industries use frederiqueconstant.com data to build competitive products and smarter operations.

01
Grey Market Tracking

Compare official retail prices against secondary market platforms to calculate premium or depreciation margins per reference.

02
Competitor Pricing

Swiss watch brands monitor Frederique Constant's accessible luxury pricing tiers to inform their own product positioning.

03
Horological Databases

Watch aggregators and encyclopedias ingest calibre specifications and complication details to populate their reference libraries.

04
Market Research

Analysts track the introduction of new in-house manufacture movements and smartwatch models to gauge industry trends.

05
Counterfeit Detection

Authentication platforms use exact case dimensions, jewel counts, and dial configurations to train verification models.

06
Retail Operations

Authorised dealers sync official specifications and high-resolution assets directly into their own eCommerce platforms.

Why DataFlirt

"Frederique Constant publishes deep horological data — from in-house calibres to intricate complications — but extracting it requires a precision pipeline."

Scraping luxury watch catalogues involves navigating geo-fenced pricing, extracting nested technical specifications, and rendering dynamic 3D model viewers. DataFlirt handles the proxy rotation, JavaScript execution, and schema normalisation so your team gets clean, queryable horological data without maintaining the extraction infrastructure.

Technical Spec

Frederique Constant scraper — technical capabilities

Everything supported by our frederiqueconstant.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

JavaScript rendering
Full Playwright sessions required for dynamic specification accordions and 3D viewers
Supported
Geo-targeted pricing
Capture regional MSRP via CH, US, UK, and EU residential proxy routing
Supported
High-res images
Extraction of source URLs for uncompressed dial and movement photography
Supported
Calibre mapping
Structured extraction of movement type, power reserve, and jewel counts
Supported
Boutique locator
Extraction of global authorised dealer networks and service centre coordinates
Supported
Change detection (diffs)
Hash-based diffing to identify new releases and archived models
Supported
Limited edition tracking
Parsing of total production numbers for limited run references
Supported
Warranty registration data
Serial number specific registration dates and owner details
Partial
Customer purchase history
Individual client acquisition records and wishlists
Partial
Infrastructure

Infrastructure powering the watch pipeline

Open-source tooling on proven cloud infra — no vendor lock-in, full observability.

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Scrapy handles crawl orchestration and deduplication. Playwright executes JavaScript to render dynamic specification tables and pricing widgets.

Residential Proxy Infrastructure

We utilise ISP-grade residential proxies to bypass geo-blocking, allowing accurate extraction of regional pricing and availability.

Cloud-Native Orchestration

Pipelines run on AWS ECS with Airflow managing scheduling and dependencies. All extraction state is stored in managed Postgres.

Output & Delivery

Your data, your destination

Data delivered to where your team already works — no new tooling required.

JSON
Nested schema ideal for complex watch specifications
CSV
Flat file with typed columns for quick spreadsheet analysis
XLS
Excel format for non-technical retail teams
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery for data lake ingestion
Webhook
HTTP POST per record for real-time inventory updates
API
REST endpoint to query the latest catalogue state
PostgreSQL
Direct database upsert with conflict resolution
BigQuery
Streamed directly into your GCP dataset
Snowflake
Stage and COPY INTO workflow for enterprise warehouses
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About frederiqueconstant.com scraping, legality, and pipeline operations.

Ask us directly →
Is scraping Frederique Constant legal?

Scraping publicly available horological specifications and pricing from frederiqueconstant.com is generally permissible. DataFlirt targets only public, non-authenticated catalogue data. We do not attempt to bypass login walls to extract private customer or warranty data.

How do you handle regional pricing?

We route our crawlers through residential IP pools in specific target countries (e.g., Switzerland, USA, UK). This forces the site to render the correct local currency, tax inclusions, and regional MSRP.

Can you extract high-resolution watch images?

Yes. We bypass front-end compression and lazy-loading scripts to locate the source URLs for the highest resolution dial, caseback, and lifestyle images available on the server.

Do you extract smartwatch specifications?

Yes. For the Horological Smartwatch and Vitality lines, our schema adapts to capture specific fields like battery life, sensor arrays, and companion app compatibility.

How fresh is the catalogue data?

We typically run full catalogue syncs on a weekly or daily cadence. Because the total number of references is relatively small, a full site sweep completes in under an hour.

What is the minimum viable engagement?

We offer baseline packages for complete catalogue extraction delivered weekly. For custom schemas or daily multi-region pricing syncs, we provide a scoped quote based on compute requirements.

Can you distinguish between in-house and sourced movements?

Yes. We parse the calibre descriptions to flag 'Manufacture' movements built in-house versus those based on third-party ebauches.

$ dataflirt scope --new-project --source=frederiqueconstant.com ready

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off export of the Frederique Constant catalogue or continuous multi-region price tracking — we build and operate the pipeline. Tell us what you need.

hello@dataflirt.com · Bengaluru · IST · typical reply < 4h
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