SYSTEM all green source beaverbrooks.co.uk queue 14,208 pages p99 latency 218ms dataflirt.com · scraper/beaverbrooks-co.uk
RUN · 18 active pipelines · beaverbrooks.co.uk live

Beaverbrooks data,
at warehouse scale.

We extract luxury watch specifications, diamond 4Cs, pricing signals, and local store stock from Beaverbrooks. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
12.4K /run
Watch models
4.1K /run
Stock updates
84.2K /24h
Active pipelines
18
Uptime
99.98%
Data Dictionary

Every field we extract from beaverbrooks.co.uk

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 beaverbrooks.co.uk. All fields typed and schema-versioned.

product_idbrandmodel_namereference_numbermovement_typecase_size_mmcase_materialdial_colourwater_resistance_mstrap_materialclasp_typeglass_typewarranty_yearsprice_gbpin_stock
watch_specifications
● 200 OK
"product_id": "1248921",
"brand": "OMEGA",
"model_name": "Seamaster Diver 300m",
"reference_number": "210.30.42.20.01.001",
"movement_type": "Automatic",
"case_size_mm": 42,
"case_material": "Stainless Steel",
"dial_colour": "Black",
"water_resistance_m": 300,
"price_gbp": 5500.0
# product_idbrandmodel_namereference_numbermovement_typecase_size_mm
1
2
3

Complete list of extractable fields for Diamond Jewellery objects from beaverbrooks.co.uk. All fields typed and schema-versioned.

product_idtitlecategorymetal_typehallmarktotal_carat_weightdiamond_cutdiamond_colourdiamond_claritysetting_typering_size_optionsprice_gbpcertification_body
diamond_jewellery
● 200 OK
"product_id": "982134",
"title": "18ct White Gold Diamond Solitaire Ring",
"category": "Engagement Rings",
"metal_type": "18ct White Gold",
"total_carat_weight": 0.5,
"diamond_cut": "Round Brilliant",
"diamond_colour": "G",
"diamond_clarity": "VS2",
"price_gbp": 2250.0
# product_idtitlecategorymetal_typehallmarktotal_carat_weight
1
2
3

Complete list of extractable fields for Pricing & Finance objects from beaverbrooks.co.uk. All fields typed and schema-versioned.

product_idcurrent_priceprevious_pricediscount_pctfinance_availablefinance_providermin_deposit_pctterm_monthsapr_pctmonthly_paymenttotal_payable
pricing_& finance
● 200 OK
"product_id": "1248921",
"current_price": 5500.0,
"finance_available": true,
"finance_provider": "V12 Retail Finance",
"min_deposit_pct": 10,
"term_months": 36,
"apr_pct": 0.0,
"monthly_payment": 137.5,
"total_payable": 5500.0
# product_idcurrent_priceprevious_pricediscount_pctfinance_availablefinance_provider
1
2
3

Complete list of extractable fields for Store Availability objects from beaverbrooks.co.uk. All fields typed and schema-versioned.

product_idpostcode_querystore_idstore_namedistance_milesstock_statusquantity_availableclick_and_collect_eligibleearliest_collection_datestore_address
store_availability
● 200 OK
"product_id": "1248921",
"postcode_query": "M1 1AA",
"store_name": "Manchester Arndale",
"distance_miles": 0.4,
"stock_status": "In Stock",
"click_and_collect_eligible": true,
"earliest_collection_date": "2026-10-15",
"store_address": "Unit 24, Arndale Centre, Manchester"
# product_idpostcode_querystore_idstore_namedistance_milesstock_status
1
2
3

Complete list of extractable fields for Brand Collections objects from beaverbrooks.co.uk. All fields typed and schema-versioned.

brand_namecollection_namecategorygenderproduct_countmin_pricemax_pricecollection_urldescription_textfeatured_image_url
brand_collections
● 200 OK
"brand_name": "Breitling",
"collection_name": "Navitimer",
"category": "Watches",
"gender": "Mens",
"product_count": 42,
"min_price": 3950.0,
"max_price": 16500.0,
"collection_url": "https://www.beaverbrooks.co.uk/brands/breitling/navitimer"
# brand_namecollection_namecategorygenderproduct_countmin_price
1
2
3

Capabilities

Extract luxury specifications with absolute precision

Jewellery and watch data requires strict schema adherence. We parse the 4Cs of diamonds, extract multi-tier finance calculator outputs, and map complex watch reference numbers across the entire Beaverbrooks catalogue.

Watch Reference Extraction

Capture exact manufacturer reference numbers, movement calibres, case dimensions, and materials for luxury brands like OMEGA, Breitling, and TAG Heuer.

Diamond 4Cs Parsing

Extract structured data for carat, cut, colour, and clarity from unstructured product descriptions and specification tables.

Finance Calculator Data

Scrape dynamic V12 Retail Finance options including 0% APR terms, minimum deposits, and monthly payment schedules per item.

Local Store Stock

Query stock availability across all 81 UK stores using programmatic postcode injection to track high-demand item locations.

Ring Size Availability

Map available ring sizes (J through Z) against current stock status for specific wedding and engagement ring SKUs.

Brand MAP Monitoring

Track exact retail prices against manufacturer advertised prices for strict-compliance luxury watch and jewellery brands.

High-Res Image Capture

Extract CDN URLs for maximum resolution product imagery, essential for visual verification of diamond settings and watch dials.

Sale & Clearance Tracking

Monitor seasonal discounts, previous prices, and clearance categorisation across all jewellery segments.

Daily Diffing

Receive only what changes. We hash product records and deliver daily updates on price shifts, out-of-stock events, and new catalogue additions.

// engagement pipeline

From brand list to structured catalogue

Brief in. Clean data out.

Define Scope
d 0

Select target brands, categories (watches, engagement rings), or specific reference numbers. We configure the schema.

Pipeline Build
d 2–4

We deploy Playwright crawlers to handle Beaverbrooks' dynamic finance widgets and store availability lookups.

Validation & QA
d 4–6

We validate diamond specifications against standard grading scales and ensure watch reference numbers are accurately parsed.

Delivery
ongoing

Clean JSON, CSV, or Parquet delivered to your S3 bucket, Snowflake stage, or via Webhook on a daily or weekly schedule.

Under the hood

Handling the complexities of luxury retail scraping

Extracting data from Beaverbrooks requires handling dynamic JavaScript components, strict UK rate limits, and complex product variation matrices.

pipeline-monitor · beaverbrooks.co.uk · 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 Finance Widgets
Executing JavaScript for V12 Finance terms

Finance options on Beaverbrooks are injected via client-side JavaScript based on price thresholds. We use Playwright to execute these scripts and extract the exact deposit, term length, and APR configurations for every product.

Store Availability
Programmatic postcode injection

Local stock checks require valid UK postcodes and session cookies. Our pipeline rotates through a matrix of regional postcodes, simulating user searches to map inventory across the entire 81-store network.

UK Proxy Networks
Bypassing regional rate limits

Beaverbrooks employs strict rate limiting and geoblocking. We route all requests through UK-based residential proxies with realistic TLS fingerprints to ensure uninterrupted access to the catalogue.

Specification Normalisation
Standardising the 4Cs and watch metrics

Product descriptions vary wildly between a Breitling watch and a Beaverbrooks own-brand diamond ring. We use custom regex and NLP pipelines to normalise case sizes, movement types, and diamond grades into strict column types.

Variant Matrix Extraction
Mapping metal types to ring sizes

A single ring design may have 5 metal types and 15 sizes, each with different stock levels and prices. We traverse the entire variant matrix to output flat, queryable rows for every specific SKU combination.

Applications

Who uses Beaverbrooks data

Teams across industries use beaverbrooks.co.uk data to build competitive products and smarter operations.

01
Competitor Price Monitoring

High street jewellers track Beaverbrooks pricing, sale events, and finance offers to maintain competitive parity.

02
Brand MAP Compliance

Luxury watch manufacturers monitor retail channels to ensure strict adherence to Minimum Advertised Price agreements.

03
Grey Market Analysis

Secondary market watch dealers track official retail stock levels and RRPs to price pre-owned inventory accurately.

04
Retail Footprint Strategy

Analysts map product availability across physical stores to understand regional demand for specific luxury brands.

05
Diamond Pricing Models

Commodity analysts extract retail diamond prices across the 4C matrix to track consumer markup versus wholesale diamond indices.

06
Consumer Credit Intelligence

Fintech firms analyze retail finance terms, deposit requirements, and 0% APR promotional periods in the luxury sector.

Why DataFlirt

"Luxury retail data requires precision. A missing watch reference number or an incorrect diamond clarity grade renders the dataset useless for market analysis."

Extracting structured data from Beaverbrooks means navigating complex product variations, dynamic finance calculators, and regional stock APIs. DataFlirt manages the UK proxies, the Playwright rendering, and the strict schema normalisation, delivering clean data directly to your warehouse.

Technical Spec

Beaverbrooks scraper technical specifications

Everything supported by our beaverbrooks.co.uk scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

JavaScript rendering
Playwright sessions required for finance calculators and dynamic stock checks
Supported
UK Residential Proxies
ISP-grade UK IPs to bypass regional blocking and rate limits
Supported
Diamond 4Cs Parsing
Extraction of carat, cut, colour, and clarity from specification blocks
Supported
Finance Option Extraction
Capture of deposit ranges, term months, and APR percentages
Supported
Store Stock by Postcode
Inventory checks across all physical locations via postcode injection
Supported
Watch Reference Mapping
Extraction of manufacturer reference IDs for cross-retailer matching
Supported
Ring Size Matrices
Full extraction of available ring sizes per specific metal variant
Supported
High-Res Image CDNs
Capture of maximum resolution product imagery URLs
Supported
Change Detection
Hash-based diffs to track daily price and stock status changes
Supported
Account Purchase History
Access to past orders or loyalty club point balances
Partial
Personalised Engraving Previews
Extraction of dynamically generated images for custom text engraving
Partial
Infrastructure

Infrastructure powering the Beaverbrooks pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Scrapy manages the catalogue traversal while Playwright handles the execution of finance calculators and dynamic stock availability widgets.

UK Proxy Infrastructure

We route all requests through high-trust UK residential IP pools to maintain session persistence and avoid aggressive retail rate limits.

Cloud-Native Orchestration

Pipelines run on AWS ECS with Airflow managing daily schedules, ensuring data is delivered to your warehouse before the UK retail trading day begins.

Output & Delivery

Your data, your destination

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

JSON
Nested structures ideal for complex variant matrices and store arrays
CSV
Flat files for immediate ingestion into Excel or pricing tools
XLS
Formatted spreadsheets for manual review by retail analysts
Parquet
Columnar format optimized for Athena and BigQuery analytics
AWS S3
Direct delivery to your cloud storage buckets
Webhook
HTTP POST notifications for immediate out-of-stock alerting
API
REST endpoints to query specific watch models or diamond specs
Snowflake
Direct stage and copy operations into your data warehouse
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About beaverbrooks.co.uk scraping, legality, and pipeline operations.

Ask us directly →
Is scraping Beaverbrooks legal?

Scraping publicly available pricing, product specifications, and stock data from UK retail websites is generally permissible under UK law for market research and competitive analysis. DataFlirt extracts only public, non-authenticated data. We do not extract user accounts or bypass security walls. Clients must ensure their specific use cases comply with relevant regulations.

How frequently can you update watch pricing and stock?

We typically run full catalogue extractions daily. For specific high-demand items (like limited edition watches), we can configure hourly polling for stock status and price changes.

Can you extract data for specific luxury brands only?

Yes. The pipeline can be scoped to target specific brand pages (e.g., OMEGA, TAG Heuer, Tudor) or specific categories (e.g., Engagement Rings), reducing run time and data volume.

How do you handle ring size availability?

Beaverbrooks displays ring sizes dynamically based on the selected metal type. Our Playwright crawlers iterate through available metal options and extract the specific stock status for every size (J through Z).

Do you extract the retail finance terms?

Yes. We execute the client-side JavaScript required to load the V12 Retail Finance options, extracting the minimum deposit required, term lengths, monthly payments, and total payable amounts.

Can you track stock levels across physical stores?

Yes. We use a matrix of UK postcodes to query the local store availability API, mapping which specific Beaverbrooks branches hold physical stock of targeted watch models or jewellery pieces.

$ dataflirt scope --new-project --source=beaverbrooks.co.uk 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 daily price monitoring for luxury watches or a full extraction of diamond specifications across the catalogue, we build and manage the pipeline. Tell us what you need.

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