SYSTEM all green source longines.com queue 1,482 pages p99 latency 215ms dataflirt.com · scraper/longines-com
RUN · 14 active pipelines · longines.com live

Longines catalogue data,
at warehouse scale.

We extract watch specifications, calibre details, collection hierarchies, and global pricing from Longines. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Watches extracted
1,842 /run
Price updates
4,192 /24h
Calibre records
114 /run
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from longines.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 longines.com. All fields typed and schema-versioned.

reference_numbercollectionmodel_namecase_materialcase_shapediameter_mmlug_distance_mmthickness_mmwater_resistanceglass_typeweight_gpricecurrency
watch_specifications
● 200 OK
"reference_number": "L2.909.4.92.6",
"collection": "The Longines Master Collection",
"case_material": "Stainless steel",
"diameter_mm": 40.0,
"water_resistance": "3 bar",
"glass_type": "Scratch-resistant sapphire crystal",
"price": 2450.0,
"currency": "USD"
# reference_numbercollectionmodel_namecase_materialcase_shapediameter_mm
1
2
3

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

reference_numbermovement_typecalibrepower_reserve_hoursfrequency_vphjewelscosc_certifiedfunctionsmovement_descriptionmagnetic_resistant
calibre_& movement
● 200 OK
"reference_number": "L2.909.4.92.6",
"movement_type": "Automatic",
"calibre": "L899",
"power_reserve_hours": 72,
"frequency_vph": 25200,
"cosc_certified": false,
"magnetic_resistant": true,
"functions": "Hours, minutes, seconds, moon phase and date"
# reference_numbermovement_typecalibrepower_reserve_hoursfrequency_vphjewels
1
2
3

Complete list of extractable fields for Dial & Hands objects from longines.com. All fields typed and schema-versioned.

reference_numberdial_colourhour_markershands_typespecificitiesluminescence_typesub_dials_countdate_window_position
dial_& hands
● 200 OK
"reference_number": "L2.909.4.92.6",
"dial_colour": "Sunray blue",
"hour_markers": "Applied indexes",
"hands_type": "Silvered polished hands",
"specificities": "Moon phase display",
"luminescence_type": "None",
"sub_dials_count": 1
# reference_numberdial_colourhour_markershands_typespecificitiesluminescence_type
1
2
3

Complete list of extractable fields for Bracelet & Strap objects from longines.com. All fields typed and schema-versioned.

reference_numberstrap_materialstrap_colourbuckle_typeinterchangeability_systemlug_distance_mmthickness_mmstrap_size
bracelet_& strap
● 200 OK
"reference_number": "L2.909.4.92.6",
"strap_material": "Stainless steel",
"strap_colour": "Silver",
"buckle_type": "Triple safety folding clasp",
"interchangeability_system": false,
"lug_distance_mm": 21.0,
"strap_size": "Standard"
# reference_numberstrap_materialstrap_colourbuckle_typeinterchangeability_systemlug_distance_mm
1
2
3

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

reference_numberregion_codepricecurrencyavailability_statusboutique_exclusiveonline_exclusivelast_updated_at
pricing_& availability
● 200 OK
"reference_number": "L2.909.4.92.6",
"region_code": "US",
"price": 2450.0,
"currency": "USD",
"availability_status": "In Stock",
"boutique_exclusive": false,
"online_exclusive": false,
"last_updated_at": "2026-05-12T10:15:00Z"
# reference_numberregion_codepricecurrencyavailability_statusboutique_exclusive
1
2
3

Capabilities

Extract precise horological data without the infrastructure overhead

Our Longines scraper captures the entire catalogue hierarchy: collections, technical specifications, calibre details, and regional pricing. We handle JavaScript rendering, localized sessions, and schema normalisation.

Full Technical Specifications

Extract case dimensions, lug distance, materials, glass types, and water resistance ratings for every reference number.

Calibre & Movement Data

Capture movement type, specific calibre numbers (e.g., L899), power reserve, frequency, and COSC certification status.

Multi-Region Pricing

Extract localized pricing across different country domains to track global price parity and currency adjustments.

Dial & Material Variations

Map parent-child relationships between dial colours, strap variations, and case materials within the same model family.

Availability Tracking

Monitor stock status, online exclusives, and boutique-only models across regional Longines storefronts.

High-Resolution Asset Links

Extract URLs for primary images, 360-degree views, and detail shots mapped directly to the reference number.

Collection Hierarchy

Preserve the taxonomy from overarching families (Elegance, Watchmaking Tradition) down to specific collections (Master Collection, Heritage).

Scheduled Diffs

Run pipelines on a weekly or daily cadence. We maintain a hash index and deliver only the records that have changed.

Anti-Bot Circumvention

Bypass rate limits and WAF protections using residential proxies and realistic browser fingerprints.

// engagement pipeline

From reference list to structured warehouse data

Brief in. Clean data out.

Define Scope
d 0

Provide target regions, specific collections, or full catalogue requirements. We map the extraction schema.

Pipeline Build
d 2–4

We configure Playwright crawlers, proxy routing for regional pricing, and JavaScript rendering logic for longines.com.

Validation & QA
d 4–6

Schema validation, checking for null values in critical fields like calibre or price, and data normalisation.

Delivery
ongoing

JSON, CSV, or Parquet delivered directly to your S3 bucket, BigQuery, or Snowflake stage.

Under the hood

Overcoming luxury eCommerce extraction challenges

Luxury watch sites use heavy JavaScript frameworks for high-fidelity product presentations. Here is how we extract structured data from complex frontend applications.

pipeline-monitor · longines.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
Executing JavaScript for technical specs

Longines loads technical specifications, calibre details, and pricing dynamically via JavaScript APIs. We use Playwright to execute the page fully, wait for network idle states, and extract the hydrated DOM.

Regional targeting
Geo-located residential proxies

Pricing and availability change based on the user's IP location. We route requests through residential proxies located in your target markets (e.g., Switzerland, US, Japan) to capture accurate local pricing.

Variant mapping
Resolving complex SKU relationships

A single watch model often has multiple variations (dial colour, strap type). We map these parent-child relationships, ensuring each specific reference number is isolated with its correct attributes and price.

Asset extraction
Capturing 360-degree imagery links

We parse the underlying JSON configuration files loaded by the frontend viewer to extract the raw, high-resolution image URLs and 360-degree asset arrays without downloading the heavy files directly.

Schema normalisation
Standardising horological metrics

Watch specifications often mix units or use inconsistent formatting across collections. We parse strings to extract clean numerical values (e.g., converting '30 bar' to an integer) for immediate database insertion.

Applications

Who uses Longines catalogue data

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

01
Grey Market Pricing Analysis

Compare official retail prices across global regions against secondary market platforms to identify arbitrage opportunities.

02
Competitor Intelligence

Other luxury watch brands monitor Longines' pricing strategies, collection expansions, and technical specification trends.

03
Retailer & Distributor Sync

Authorised dealers ingest technical specifications and high-resolution image links to populate their own eCommerce storefronts automatically.

04
Market Research

Analysts track the introduction of new materials, in-house calibres, and COSC-certified models to gauge market positioning.

05
Appraisal & Valuation Tools

Insurance companies and appraisers use the official reference database to verify retail replacement values and technical details.

06
Horological Databases

Watch enthusiast platforms and encyclopedias maintain up-to-date records of calibres, lug widths, and case dimensions.

Why DataFlirt

"Longines maintains a vast, deeply technical catalogue of horological specifications — but extracting accurate calibre and pricing data across regions requires automated infrastructure."

Luxury watch brands structure their web presence around high-resolution imagery and dynamic JavaScript applications. Extracting precise specifications like lug-to-lug distance, COSC certification status, and localized pricing requires headless browsers and residential proxies. DataFlirt manages this pipeline so your analysts can focus on market trends, not DOM parsing.

Technical Spec

Longines scraper — technical capabilities

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

JavaScript rendering
Required to load dynamic pricing, specifications, and variation selectors
Supported
Geo-targeted pricing
Extract prices in local currencies using region-specific residential proxies
Supported
Reference number mapping
Isolate exact SKUs (e.g., L2.909.4.92.6) with their specific attributes
Supported
Calibre extraction
Capture movement details, power reserve, and frequency data
Supported
High-res image URLs
Extract CDN links for dial, caseback, and 360-degree views
Supported
Change detection (diffs)
Emit records only when specifications, prices, or availability change
Supported
Warranty registration data
Access to individual serial numbers or customer warranty status
Partial
Personalised engraving previews
Scraping dynamically generated images of custom caseback engravings
Partial
Infrastructure

Infrastructure powering the Longines pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Playwright Orchestration

Playwright executes the complex JavaScript payloads required to render the full Longines catalogue, extracting data from the hydrated DOM rather than static HTML.

Global Proxy Routing

We route requests through residential proxies in specific countries to capture localized pricing and availability without triggering rate limits.

Automated Normalisation

Raw text strings (e.g., 'Power reserve up to 72 hours') are parsed into clean numerical types via Python pipelines before database insertion.

Output & Delivery

Your data, your destination

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

JSON
Nested schema ideal for preserving collection hierarchies
CSV
Flat file with typed columns for immediate spreadsheet analysis
XLS
Excel format for business analysts and merchandising teams
Parquet
Columnar format optimised for BigQuery and Snowflake
AWS S3
Direct delivery to your cloud storage buckets
Webhook
HTTP POST delivery for real-time integration workflows
API
REST endpoint to query the latest catalogue snapshots
PostgreSQL
Direct database insertion with upsert logic
BigQuery
Streamed into your GCP data warehouse
Snowflake
Automated staging and COPY INTO commands
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Can you extract data for specific watch collections only?

Yes. We can scope the pipeline to target only specific families like the Master Collection, HydroConquest, or Spirit, reducing the total data volume and processing time.

How do you handle multi-region pricing?

We configure the pipeline to run concurrently across different regional domains (e.g., longines.com/en-us, longines.com/en-gb) using localized residential proxies. The output includes a region_code field for easy price comparison.

Do you extract images of the watches?

We extract the direct URLs to the high-resolution images hosted on the Longines CDN. We do not download the image files directly, but you can use the provided URLs to ingest the assets into your own systems.

Can you capture discontinued or archive models?

We can extract any model that is still publicly accessible via a URL on the site. If Longines removes the page entirely and returns a 404, we cannot extract it. We recommend running continuous pipelines to build your own historical archive.

How often can the data be refreshed?

For catalogue data, a weekly or bi-weekly cadence is usually sufficient. If you are monitoring availability or price changes for specific high-demand models, we can configure daily runs.

Does the scraper capture the exact calibre details?

Yes. We extract the specific calibre reference (e.g., L888.4), movement type, power reserve, frequency, and whether the movement is COSC certified or features a silicon balance-spring.

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

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Stop manually copying watch specifications and regional prices. We build and maintain the infrastructure to deliver structured Longines data directly to your warehouse.

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