SYSTEM all green source hublot.com queue 1,482 references p99 latency 310ms dataflirt.com · scraper/hublot-com
RUN · 14 active pipelines · hublot.com live

Hublot horology data,
structured for scale.

We extract watch specifications, material data, movement details, and pricing from Hublot. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Watches extracted
1,248 /run
Boutique locations
312 /global
Price updates
1,190 /24h
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from hublot.com

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 hublot.com. All fields typed and schema-versioned.

reference_numbercollectionmodel_namecase_materialcase_diameterwater_resistancedial_colourcrystal_typelimited_editionproduction_count
watch_specifications
● 200 OK
"reference_number": "421.NX.1170.RX",
"collection": "Big Bang",
"model_name": "Unico Titanium",
"case_material": "Satin-finished and Polished Titanium",
"case_diameter": "44 mm",
"water_resistance": "100m or 10 ATM",
"dial_colour": "Matte Black Skeleton",
"limited_edition": false
# reference_numbercollectionmodel_namecase_materialcase_diameterwater_resistance
1
2
3

Complete list of extractable fields for Movement & Calibre objects from hublot.com. All fields typed and schema-versioned.

reference_numbercalibre_idmovement_typepower_reservefrequencycomponent_countjewel_countchronograph_typeskeletonized
movement_& calibre
● 200 OK
"reference_number": "421.NX.1170.RX",
"calibre_id": "HUB1280",
"movement_type": "UNICO Manufacture Self-winding Chronograph",
"power_reserve": "72 Hours",
"frequency": "4 Hz (28,800 A/h)",
"component_count": 354,
"jewel_count": 43,
"skeletonized": true
# reference_numbercalibre_idmovement_typepower_reservefrequencycomponent_count
1
2
3

Complete list of extractable fields for Pricing & Availability objects from hublot.com. All fields typed and schema-versioned.

reference_numberpricecurrencypoa_flagonline_exclusiveboutique_availabilityregional_marketscraped_at
pricing_& availability
● 200 OK
"reference_number": "421.NX.1170.RX",
"price": 20900.0,
"currency": "USD",
"poa_flag": false,
"online_exclusive": false,
"boutique_availability": "['New York 5th Ave', 'Miami Bal Harbour']",
"regional_market": "US",
"scraped_at": "2026-05-12T09:14:00Z"
# reference_numberpricecurrencypoa_flagonline_exclusiveboutique_availability
1
2
3

Complete list of extractable fields for Materials & Straps objects from hublot.com. All fields typed and schema-versioned.

reference_numberstrap_materialstrap_colourclasp_typeclasp_materialbezel_materialcase_backdiamond_setdiamond_count
materials_& straps
● 200 OK
"reference_number": "421.NX.1170.RX",
"strap_material": "Black Structured Lined Rubber",
"strap_colour": "Black",
"clasp_type": "Deployant Buckle Clasp",
"clasp_material": "Titanium",
"bezel_material": "Satin-finished and Polished Titanium with 6 H-shaped Titanium Screws",
"case_back": "Sapphire Crystal",
"diamond_set": false
# reference_numberstrap_materialstrap_colourclasp_typeclasp_materialbezel_material
1
2
3

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

boutique_idnameaddresscitycountryphonelatitudelongitudeservices
boutique_directory
● 200 OK
"boutique_id": "B-US-NY-01",
"name": "Hublot Boutique New York 5th Avenue",
"address": "743 Fifth Avenue",
"city": "New York",
"country": "United States",
"phone": "+1 212 308 0408",
"latitude": 40.7624,
"longitude": -73.9741
# boutique_idnameaddresscitycountryphone
1
2
3

Capabilities

Extract the complete Hublot catalogue

Our Hublot scraper handles heavy WebGL assets, dynamic pricing regions, and complex nested specifications — delivering clean horology data without the rendering overhead.

Full Reference Extraction

Extract every watch reference across Big Bang, Classic Fusion, Spirit of Big Bang, and MP collections with parent-child variant mapping.

Movement Details

Capture UNICO, MECA-10, and Tourbillon calibre specifications including power reserve, frequency, and component counts.

Material Compositions

Parse proprietary material data including Magic Gold, Sapphire, King Gold, and high-tech Ceramic variations.

Regional Pricing

Extract MSRP across different geo-fenced markets (US, UK, EU, CH, JP) with Price on Application (POA) flags.

Boutique Inventory

Map watch availability to specific global boutiques, including online-exclusive models.

High-Resolution Imagery

Extract source URLs for front, back, and detail shots, bypassing the WebGL 3D viewer.

Limited Edition Tracking

Monitor production counts and availability for limited production runs and special editions.

Strap Configurations

Extract One Click strap compatibility, material types, and deployant clasp specifications.

Scheduled + Streaming Modes

Run one-off bulk exports or configure continuous pipelines at weekly cadences with change-detection diffing.

// engagement pipeline

From reference list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target collections, regions, or specific references. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, intercept Next.js data props, and handle geo-routed proxy rotation.

Validation & QA
d 4–6

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

Delivery
ongoing

JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.

Under the hood

Bypassing heavy client-side rendering

Hublot.com relies on intensive WebGL and JavaScript to render 3D watch models. We extract the underlying JSON state to bypass rendering overhead.

pipeline-monitor · hublot.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
State extraction
Intercepting Next.js data props

Rather than rendering the full DOM and 3D assets, our crawlers target the underlying JSON state injected into the page source. This guarantees 100% field coverage while reducing compute overhead and latency.

Geo-fenced pricing
Market-specific residential proxies

Hublot enforces strict geo-routing for pricing data. We use residential ISP proxies located in target markets (Switzerland, US, UK, Japan) to extract accurate local MSRP and currency data.

Asset mapping
Direct CDN URL extraction

We bypass the interactive 3D viewer entirely, extracting direct CDN links for all high-resolution imagery and video assets associated with a reference.

Rate limit avoidance
Conservative concurrency models

Luxury brand sites deploy aggressive rate limiting. We use low-concurrency traversal with randomised delays and IP rotation to maintain stealth and prevent blocklisting.

Change detection
Only re-scrape what's changed

For ongoing tracking, we maintain a hash index of last-seen values per reference. Subsequent runs only push diffs for price updates or availability changes.

Applications

Who uses Hublot data — and how

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

01
Grey Market Arbitrage

Secondary market dealers track official MSRP across different currencies to identify arbitrage opportunities.

02
Luxury Market Research

Analysts monitor material trends (e.g., Sapphire vs Ceramic) and price positioning across Hublot's catalogue.

03
Competitor Benchmarking

Rival watchmakers track Hublot's complication releases, power reserve benchmarks, and pricing tiers.

04
Valuation Models

Insurers and appraisers use live retail pricing data to update replacement cost models for high-end timepieces.

05
Authentication Databases

Verification services ingest exact calibre specifications, jewel counts, and material data to spot counterfeits.

06
Retail Strategy

Distributors track boutique exclusivity and limited edition allocations to understand Hublot's direct-to-consumer strategy.

Why DataFlirt

"Hublot's digital catalogue is buried under megabytes of WebGL and JavaScript — extracting the raw horological data requires intercepting the state before it renders."

Most teams attempt to scrape Hublot by rendering the full DOM, wasting compute on 3D watch models. DataFlirt intercepts the underlying API responses and structured state data, delivering precise calibre specs, material compositions, and regional pricing without the rendering overhead.

Technical Spec

Hublot scraper — technical capabilities

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

WebGL rendering bypass
Extract data directly from underlying JSON state, bypassing 3D model overhead
Supported
Geo-fenced pricing extraction
Market-specific IP routing for accurate regional MSRP
Supported
High-res asset mapping
Direct CDN links for static imagery and marketing assets
Supported
Calibre data normalisation
Structured extraction of movement frequency, jewels, and power reserve
Supported
Boutique stock levels
Mapping of reference availability to specific retail locations
Supported
Historical price tracking
Time-series data for MSRP changes across regions
Supported
Client-side state extraction
Parsing Next.js __NEXT_DATA__ props for complete metadata
Supported
e-Warranty activation status
Requires physical NFC scan or Hublotista account credentials
Partial
Customer purchase history
Gated behind authenticated Hublotista portal
Partial
Infrastructure

Infrastructure powering the Hublot pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheusXLSAPI
State Interception

Our Scrapy spiders bypass HTML parsing entirely, targeting the JSON state embedded in the page source. This guarantees perfect extraction of nested specifications.

Geo-Targeted Proxies

We maintain pools of residential ISP proxies in Switzerland, the US, UK, and Japan to capture accurate regional pricing and boutique availability.

Cloud-Native Orchestration

Pipelines run on AWS Lambda (burst) and ECS (sustained). Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested — schema versioned per run
CSV
Flat file with typed columns — Excel/Sheets compatible
XLS
Excel spreadsheet format with multiple sheets for related data
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery — compatible with any data lake
Webhook
HTTP POST per record for real-time downstream processing
API
RESTful endpoints to query extracted watch data on demand
BigQuery
Streamed directly into your dataset with schema auto-detect
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Hublot legal?

Scraping publicly available information from Hublot.com is generally permissible. DataFlirt targets only public, non-authenticated watch specifications, public pricing, and boutique data. We do not extract personal data or circumvent authentication walls.

How do you handle Hublot's regional pricing?

We use residential ISP proxies routed through specific countries (e.g., Switzerland, US, UK) to ensure the target site serves the correct local MSRP and currency.

Can you extract the 3D watch models?

We extract the high-resolution static imagery (JPEGs/PNGs) and video URLs. We do not extract or reconstruct the WebGL 3D models, as this falls outside structured data delivery.

How fresh is the data?

Full catalogue refreshes typically run weekly or monthly, depending on client requirements. Price monitoring can be configured at a daily cadence for specific references.

Can you track limited edition availability?

Yes. We capture the limited edition flag, production count, and current availability status listed on the public product page.

What is the minimum viable engagement?

Our minimum engagement starts with a full extraction of the current active Hublot catalogue across one specified region, delivered as a one-off dataset or recurring pipeline.

Do you extract historical models?

We extract all references currently indexed and accessible on Hublot.com. Discontinued models removed from the public sitemap cannot be scraped retroactively.

Can you access the Hublotista portal?

No. We do not scrape gated portals, e-Warranty data, or authenticated user accounts. All extracted data is strictly public-facing.

$ dataflirt scope --new-project --source=hublot.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 catalogue dump or a continuous price-monitoring feed across global markets — we scope, build, and operate the pipeline. Tell us what you need.

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