SYSTEM all green source thediamondstore.co.uk queue 12,405 pages p99 latency 310ms dataflirt.com · scraper/thediamondstore-co.uk
RUN · 14 active pipelines · thediamondstore.co.uk live

Jewellery data,
at warehouse scale.

We extract diamond specifications, ring variants, pricing signals, and stock availability from The Diamond Store. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
18.2K /run
Price updates
45.1K /24h
Variant mappings
112K /run
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from thediamondstore.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 thediamondstore.co.uk. All fields typed and schema-versioned.

skutitlecategorysub_categorymetal_typediamond_caratdiamond_colourdiamond_claritypricelist_pricecurrencystock_statusimage_urlspage_url
product_listings
● 200 OK
"sku": "TDS-R-10492",
"title": "18K White Gold Diamond Solitaire Engagement Ring",
"category": "Engagement Rings",
"metal_type": "18K White Gold",
"diamond_carat": 1.0,
"price": 3495.0,
"currency": "GBP",
"stock_status": "In Stock"
# skutitlecategorysub_categorymetal_typediamond_carat
1
2
3

Complete list of extractable fields for Ring Variants objects from thediamondstore.co.uk. All fields typed and schema-versioned.

parent_skuvariant_skuring_sizemetal_typeprice_modifierfinal_pricedispatch_timestock_levelfinance_eligible
ring_variants
● 200 OK
"parent_sku": "TDS-R-10492",
"variant_sku": "TDS-R-10492-M",
"ring_size": "M",
"metal_type": "18K White Gold",
"final_price": 3495.0,
"dispatch_time": "3-5 Working Days",
"stock_level": 4,
"finance_eligible": true
# parent_skuvariant_skuring_sizemetal_typeprice_modifierfinal_price
1
2
3

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

skucarat_weightcut_gradecolour_gradeclarity_gradecertification_bodycertificate_numbershapesetting_typefluorescence
diamond_specs
● 200 OK
"sku": "TDS-R-10492",
"carat_weight": 1.0,
"cut_grade": "Excellent",
"colour_grade": "G",
"clarity_grade": "VS2",
"certification_body": "GIA",
"shape": "Round Brilliant",
"setting_type": "4-Claw"
# skucarat_weightcut_gradecolour_gradeclarity_gradecertification_body
1
2
3

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

skubase_pricesale_pricediscount_pctklarna_availablev12_finance_availablemonthly_paymentapr_rateterm_monthsdeposit_amount
pricing_& finance
● 200 OK
"sku": "TDS-R-10492",
"base_price": 4200.0,
"sale_price": 3495.0,
"discount_pct": 16.7,
"v12_finance_available": true,
"monthly_payment": 97.08,
"apr_rate": 0.0,
"term_months": 36
# skubase_pricesale_pricediscount_pctklarna_availablev12_finance_available
1
2
3

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

skureview_idreviewer_nameratingreview_titlereview_textdate_postedverified_buyerhelpful_votes
reviews_& ratings
● 200 OK
"sku": "TDS-R-10492",
"review_id": "REV-98231",
"rating": 5,
"review_title": "Stunning ring, excellent service",
"date_posted": "2023-11-14",
"verified_buyer": true,
"helpful_votes": 12
# skureview_idreviewer_nameratingreview_titlereview_text
1
2
3

Capabilities

Extract precise jewellery specifications

Our scraper handles the complex taxonomy of jewellery eCommerce: dynamic ring sizing, metal variants, 4Cs extraction, and finance widget hydration.

4Cs Data Extraction

Capture Cut, Colour, Clarity, and Carat weight accurately from product descriptions and specification tables.

Variant Mapping

Map parent SKUs to child variants including ring size (A-Z), metal type (Platinum, 18K Gold), and corresponding price adjustments.

Certificate Tracking

Extract certification details including GIA, IGI, or HRD certificate numbers and grading body affiliations.

Finance Widget Parsing

Execute JavaScript to hydrate Klarna and V12 Retail Finance widgets, capturing APR rates, monthly payments, and deposit requirements.

High-Resolution Media

Scrape raw URLs for 360-degree product videos and high-resolution diamond imagery without watermarks.

Stock & Dispatch Tracking

Monitor live inventory levels and estimated dispatch times per specific ring size and metal variant.

Discount & Sale Monitoring

Track base prices versus sale prices, calculate discount percentages, and log promotional badge text.

Review Aggregation

Extract customer reviews, star ratings, and verified purchase flags from integrated review platforms.

Change Detection

Maintain a hash index of last-seen values per SKU. Subsequent runs only push diffs for pricing and stock changes.

// engagement pipeline

From target category to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide category URLs, specific product lines, or search terms. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Playwright crawlers, proxy rotation, session management, and anti-bot circumvention for thediamondstore.co.uk.

Validation & QA
d 4–6

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

Delivery
ongoing

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

Under the hood

How our pipeline handles the hard parts

Jewellery sites deploy aggressive bot protection to prevent scraping of their high-value catalogues. Here is how we maintain reliable access.

pipeline-monitor · thediamondstore.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
Bot mitigation
Cloudflare bypass + UK residential IPs

The Diamond Store uses Cloudflare to block automated traffic. We route requests through UK-based residential proxies and use Playwright with stealth plugins to pass JS challenges and maintain valid session cookies.

Dynamic pricing
Variant state hydration

Prices change dynamically based on ring size and metal selection. Headless HTTP clients only see the base price. Our Playwright nodes execute the frontend JavaScript, iterating through all dropdown combinations to capture the true price per variant.

Finance data
Third-party widget scraping

Monthly payment calculations are rendered via third-party iframes (V12 Finance/Klarna). We intercept the network requests to these APIs, extracting the raw JSON payloads containing APR, terms, and deposit arrays.

Data normalisation
Standardising the 4Cs

Jewellery descriptions are often unstructured. We use regex and NLP pipelines to normalise diamond specifications (Cut, Colour, Clarity, Carat) into strict typed fields, regardless of how they are formatted in the source HTML.

Monitoring
Schema drift detection

eCommerce platforms frequently update their DOM structures. We monitor for null-rate spikes on critical fields like price and stock status, automatically pausing the pipeline and alerting our engineers before corrupt data reaches your warehouse.

Applications

Who uses jewellery pricing data

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

01
Competitor Price Monitoring

High-street and online jewellers track pricing across specific diamond grades and metal types to maintain competitive positioning.

02
Market Trend Analysis

Analysts monitor the shift in consumer demand between natural diamonds and lab-grown alternatives based on catalogue volume and pricing.

03
Catalogue Enrichment

Retailers aggregate detailed product descriptions, 4Cs specifications, and imagery to enrich their own product databases.

04
Finance Offer Benchmarking

Credit providers and retailers analyse APR rates, term lengths, and deposit structures offered by competitors via V12 and Klarna.

05
Stock & Availability Tracking

Supply chain teams monitor dispatch times across different ring sizes to understand inventory holding strategies.

06
Brand Equity Auditing

Luxury watch and jewellery brands verify that their products are represented correctly and priced according to MAP agreements.

Why DataFlirt

"The Diamond Store holds critical pricing signals for the UK jewellery market, but extracting variant-level diamond specifications requires executing complex dynamic frontend logic."

Most teams underestimate the investment required: reliable jewellery scraping requires UK residential proxies, full JavaScript rendering for finance widgets, Cloudflare bypass, and daily selector maintenance. DataFlirt absorbs that complexity so your engineers can focus on the analysis — not the infrastructure.

Technical Spec

The Diamond Store scraper — technical capabilities

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

JavaScript rendering
Full Playwright sessions — required for variant pricing and finance widgets
Supported
Cloudflare bypass
Automated solver integration with residential proxy rotation
Supported
Ring size variant mapping
Iterates through all size dropdowns to capture specific pricing and stock
Supported
Finance calculation extraction
Intercepts V12/Klarna API payloads for exact loan terms
Supported
High-res image scraping
Captures maximum resolution image URLs from zoom viewers
Supported
Change detection (diffs)
Hash-based diff: only emit records with changed fields since last run
Supported
Webhook delivery
HTTP POST per record or batch — useful for real-time repricing
Supported
User account order history
Requires authenticated customer credentials
Partial
Gated wholesale pricing
Requires verified B2B trade account access
Partial
Infrastructure

Infrastructure powering the extraction pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheusBigQuery
Scrapy + Playwright Stack

Scrapy handles crawl orchestration, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows for dynamic pricing.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies in the UK. Rotation happens per-request with sticky sessions where required to bypass Cloudflare protection.

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
Legacy 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
Queryable REST endpoints for on-demand extraction
BigQuery
Streamed directly into your dataset with schema auto-detect
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping The Diamond Store legal?

Scraping publicly available pricing and product information is generally permissible under UK law. DataFlirt targets only public, non-authenticated catalogue data. We do not extract personal data, circumvent authentication walls, or violate GDPR. Clients should review the target site's ToS and consult legal counsel for specific use cases.

How do you handle Cloudflare bot protection?

We use UK residential ISP proxies, full Playwright browser sessions with realistic TLS fingerprints, and stealth plugins. We monitor for challenge pages in real time and trigger automated solver queues when necessary.

Can you extract prices for specific ring sizes?

Yes. Our pipeline executes the JavaScript required to select each ring size and metal variant from the frontend dropdowns, capturing the specific price and dispatch time for every combination.

How fresh is the data?

Full catalogue refreshes at daily cadence complete within a 2-4 hour window. For specific high-value SKUs, we can configure sub-60-minute latency for price and stock signals.

Can you capture the finance options?

Yes. We intercept the network payloads from integrated finance providers (like V12 Retail Finance or Klarna) to extract exact APR rates, term lengths, and monthly payment calculations.

What is the minimum viable engagement?

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

Can I request a sample dataset before committing?

Absolutely. We provide a sample run of up to 200 products as part of the pre-engagement scoping process — so you can validate schema fit, field completeness, and data quality before signing any contract.

$ dataflirt scope --new-project --source=thediamondstore.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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