SYSTEM all green source hsamuel.co.uk queue 14,291 pages p99 latency 184ms dataflirt.com · scraper/hsamuel-co.uk
RUN 14 active pipelines hsamuel.co.uk live

H. Samuel data,
at warehouse scale.

We extract watch and jewellery listings, metal specifications, diamond grading, store inventory, and promotional pricing from H. Samuel. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
12.4K /day
Price updates
4.2K /24h
Store stock pings
850 /run
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from hsamuel.co.uk

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

Complete list of extractable fields for Product Listings objects from hsamuel.co.uk. All fields typed and schema-versioned.

skutitlebrandcategorysub_categorymetal_typegemstonepricelist_pricecurrencydiscount_pctin_stockavailable_sizesratingreview_countdescriptionimage_urlspage_url
product_listings
● 200 OK
"sku": "9182736",
"title": "9ct Yellow Gold Diamond Cluster Ring",
"brand": "Perfect Fit",
"price": 499.0,
"currency": "GBP",
"metal_type": "9ct Yellow Gold",
"available_sizes": "['J', 'K', 'L', 'M', 'N', 'O']",
"in_stock": true
# skutitlebrandcategorysub_categorymetal_type
1
2
3

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

skupricelist_pricediscount_pctdiscount_abspromo_badgeclearance_flagfinance_availablefinance_monthlyprice_timestampcurrency
pricing_& offers
● 200 OK
"sku": "9182736",
"price": 499.0,
"list_price": 699.0,
"discount_pct": 28,
"promo_badge": "Save 200",
"clearance_flag": false,
"finance_available": true,
"price_timestamp": "2026-05-12T09:14:00Z"
# skupricelist_pricediscount_pctdiscount_abspromo_badge
1
2
3

Complete list of extractable fields for Specifications objects from hsamuel.co.uk. All fields typed and schema-versioned.

skubrandmetalcaratstone_cutstone_colourstone_claritychain_lengthwatch_movementwater_resistancewarrantyhallmarked
specifications
● 200 OK
"sku": "9182736",
"metal": "Yellow Gold",
"carat": "0.25ct",
"stone_cut": "Round Brilliant",
"stone_colour": "H",
"stone_clarity": "I1",
"hallmarked": true
# skubrandmetalcaratstone_cutstone_colour
1
2
3

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

skustore_idstore_namedistance_milesin_stockstock_levelclick_and_collectsame_day_deliverytimestamp
store_inventory
● 200 OK
"sku": "9182736",
"store_id": "HS_042",
"store_name": "London Oxford Street",
"distance_miles": 1.2,
"in_stock": true,
"click_and_collect": true,
"timestamp": "2026-05-12T09:15:00Z"
# skustore_idstore_namedistance_milesin_stockstock_level
1
2
3

Complete list of extractable fields for Reviews & Ratings objects from hsamuel.co.uk. All fields typed and schema-versioned.

review_idskureviewer_nameverified_buyerstar_ratingreview_titlereview_bodyreview_datehelpful_votessyndicated_source
reviews_& ratings
● 200 OK
"review_id": "REV_99281",
"sku": "9182736",
"star_rating": 5,
"verified_buyer": true,
"review_title": "Beautiful engagement ring",
"review_date": "2026-04-18",
"helpful_votes": 12,
"syndicated_source": "None"
# review_idskureviewer_nameverified_buyerstar_ratingreview_title
1
2
3

Capabilities

Everything you need from H. Samuel, nothing you do not

Our H. Samuel scraper handles every layer of the platform: product catalogues, dynamic ring sizing, local store inventory, and promotional pricing with JavaScript rendering and session management built in.

Full Product Data Extraction

Title, description, metal type, stone specifications, and high-resolution images scraped at SKU level with size variant mapping.

Real-Time Price Tracking

Capture price, list price, promotional badges, and clearance flags timestamped per crawl.

Size Availability Tracking

Extract stock status for every ring size, chain length, and watch strap option across the catalogue.

Local Store Inventory

Ping store locators to map Click & Collect availability and local stock levels across UK high street branches.

Review & Rating Mining

Full review text, star ratings, helpful vote counts, and verified buyer flags paginated across all review pages.

Brand & Collection Mapping

Track inventory and pricing for specific brands like Emmy London, Perfect Fit, and Seiko within the H. Samuel ecosystem.

Diamond & Metal Specs

Extract structured attributes for carat weight, cut, colour, clarity, and hallmarking details.

Promotional Flagging

Monitor limited time offers, finance options, and discount codes applied to specific SKUs.

Scheduled Modes

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

// engagement pipeline

From SKU list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide category URLs, brand names, or specific SKUs. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, UK proxy rotation, and session management for hsamuel.co.uk.

Validation & QA
d 4–6

Schema validation, null-rate checks, price-outlier detection, and sample reviews before full launch.

Delivery
ongoing

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

Under the hood

How our H. Samuel pipeline handles the hard parts

Jewellery retail sites rely heavily on dynamic sizing and local stock lookups. Here is how we stay resilient and why teams choose managed infrastructure over DIY.

pipeline-monitor · hsamuel.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
Anti-bot layer
UK residential proxy rotation

Retail sites monitor traffic for automated extraction. Our crawlers use UK residential ISP proxies with realistic browser fingerprints and full cookie session management trained on real user behaviour patterns.

JavaScript rendering
Playwright execution for dynamic sizing

Ring size dropdowns and store inventory lookups require JavaScript execution. We run full Playwright browser sessions with lazy-load triggering and dynamic widget hydration.

Schema stability
Resilient selectors with fallback chains

Retailers update their DOM structure seasonally. Our selector strategy uses multiple fallback chains per field so a layout change does not break your data pipeline overnight.

Change detection
Only re-scrape what has changed

For large catalogues, we maintain a hash index of last-seen values per field. Subsequent runs only push diffs reducing compute cost and downstream processing load.

Monitoring & alerting
Pipeline health with anomaly detection

Every run emits structured logs to our observability stack. We alert on null-rate spikes, price outliers, and coverage drops.

Applications

Who uses H. Samuel data and how

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

01
Competitor Price Monitoring

Jewellery retailers monitor pricing, discount events, and finance offers to adjust their own high street pricing strategy.

02
Assortment Planning

Merchandisers analyse metal types, gemstone trends, and brand distribution to identify gaps in their own product catalogues.

03
Brand Compliance

Watch manufacturers audit H. Samuel listings for MAP violations, accurate product descriptions, and correct branding.

04
Local Inventory Tracking

Retail analysts track store-level stock availability to map high street demand and supply chain efficiency.

05
Market Research

Analysts track review velocity and rating trends across specific jewellery categories to gauge consumer sentiment.

06
Demand Forecasting

Supply chain teams correlate stock depth indicators with promotional events to improve procurement models.

Why DataFlirt

"H. Samuel holds a vast catalogue of high street jewellery and watch data, but extracting accurate ring sizes and local stock requires a dedicated pipeline."

Most teams underestimate the investment required: reliable H. Samuel scraping requires residential proxies, full JavaScript rendering for size dropdowns, and daily selector maintenance. DataFlirt absorbs that complexity so your engineers can focus on the analysis, not the infrastructure.

Technical Spec

H. Samuel scraper technical capabilities

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

JavaScript rendering
Full Playwright sessions required for ring sizes and store lookups
Supported
UK Proxy rotation
ISP-grade residential IPs from UK pools rotated per request
Supported
Variant mapping
Parent to child SKU relationships for all ring and chain sizes
Supported
Store inventory ping
Automated postcode lookups to extract local stock levels
Supported
Review pagination
Full review corpus extracted across all pagination limits
Supported
Change detection
Hash-based diff: only emit records with changed fields since last run
Supported
User Wishlists
Extraction of saved items from authenticated customer accounts
Partial
Personalised Loyalty Pricing
Extraction of account-specific discounts or loyalty reward pricing
Partial
Infrastructure

Infrastructure powering the 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, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows for size selection.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across UK regions. Rotation happens per request with sticky sessions where required for store lookups.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. 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 for Excel compatibility
XLS
Standard spreadsheet format for business analysts
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
REST endpoints for querying the latest catalogue state
PostgreSQL
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping H. Samuel legal?

Scraping publicly available information from retail websites is generally permissible under applicable law in the UK. DataFlirt targets only public, non-authenticated product, pricing, and review data. We do not extract personal data or circumvent authentication walls.

How do you handle size variations for rings?

We map parent SKUs to all available child variants. Our pipeline iterates through the size dropdowns using Playwright to capture stock availability and specific pricing for every individual ring size.

Can you extract local store inventory?

Yes. We can simulate postcode or city searches on the H. Samuel store locator to extract Click & Collect availability and stock status for specific high street branches.

How fresh is the pricing data?

Full catalogue refreshes at daily cadence complete within a short window. For high-priority SKUs, we can configure hourly pipelines to track flash sales and promotional price drops.

Do you capture detailed gemstone specifications?

Yes. We extract all available structured data including diamond carat weight, cut, colour, clarity, and metal hallmarking details directly from the product specification tables.

What is the minimum viable engagement?

Our smallest packages start at a defined category list or brand subset with weekly delivery. For full catalogue extraction, we price based on volume and delivery frequency.

$ dataflirt scope --new-project --source=hsamuel.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 a one-off catalogue dump or a continuous price-monitoring feed we scope, build, and operate the pipeline. Tell us what you need.

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