SYSTEM all green source shaneco.com queue 12,491 URLs p99 latency 184ms dataflirt.com · scraper/shaneco-com
RUN, 14 active pipelines, shaneco.com live

Shane Co. data,
at warehouse scale.

We extract diamond specifications, ring settings, fine jewelry catalogues, and dynamic pricing from Shane Co. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Loose diamonds
24.1K /run
Ring settings
8.3K /run
Price updates
32.5K /24h
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from shaneco.com

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

Complete list of extractable fields for Loose Diamonds objects from shaneco.com. All fields typed and schema-versioned.

skustone_typeshapecarat_weightcolourclaritycut_gradepolishsymmetryfluorescencemeasurementstable_percentdepth_percentpricelab_grownimage_urlsvideo_url
loose_diamonds
● 200 OK
"sku": "41082591",
"stone_type": "Diamond",
"shape": "Round",
"carat_weight": 1.05,
"colour": "G",
"clarity": "VS2",
"cut_grade": "Excellent",
"price": 6450.0,
"lab_grown": false
# skustone_typeshapecarat_weightcolourclarity
1
2
3

Complete list of extractable fields for Ring Settings objects from shaneco.com. All fields typed and schema-versioned.

skutitlemetal_typestyle_categoryside_stone_weightside_stone_countmatching_band_skupriceavailable_sizeslead_time_daysimage_urlscollection_name
ring_settings
● 200 OK
"sku": "41089922",
"title": "Classic Solitaire Engagement Ring",
"metal_type": "14k White Gold",
"style_category": "Solitaire",
"price": 495.0,
"available_sizes": "['4', '4.5', '5', '5.5', '6', '6.5', '7']",
"collection_name": "Classic"
# skutitlemetal_typestyle_categoryside_stone_weightside_stone_count
1
2
3

Complete list of extractable fields for Fine Jewelry objects from shaneco.com. All fields typed and schema-versioned.

skutitlecategorymetal_typegemstone_typetotal_carat_weightchain_lengthclasp_typepricein_stockdescriptionimage_urls
fine_jewelry
● 200 OK
"sku": "41077332",
"title": "Sapphire and Diamond Pendant",
"category": "Necklaces",
"metal_type": "14k Yellow Gold",
"gemstone_type": "Sapphire",
"total_carat_weight": 0.75,
"price": 895.0,
"in_stock": true
# skutitlecategorymetal_typegemstone_typetotal_carat_weight
1
2
3

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

skuproduct_typebase_pricecurrent_pricediscount_appliedstock_statusestimated_ship_datestore_availabilityscraped_at
pricing_& inventory
● 200 OK
"sku": "41082591",
"product_type": "Loose Diamond",
"base_price": 6450.0,
"current_price": 6450.0,
"stock_status": "In Stock",
"estimated_ship_date": "2026-05-15",
"scraped_at": "2026-05-12T10:30:00Z"
# skuproduct_typebase_pricecurrent_pricediscount_appliedstock_status
1
2
3

Complete list of extractable fields for Reviews & Ratings objects from shaneco.com. All fields typed and schema-versioned.

review_idskureviewer_nameratingreview_titlereview_textreview_dateverified_buyerhelpful_votes
reviews_& ratings
● 200 OK
"review_id": "REV-883921",
"sku": "41089922",
"rating": 5,
"reviewer_name": "Sarah M.",
"review_title": "Perfect setting",
"review_text": "Exactly what we were looking for. The white gold is beautiful.",
"review_date": "2026-04-22",
"verified_buyer": true
# review_idskureviewer_nameratingreview_titlereview_text
1
2
3

Capabilities

Every specification, extracted and normalised

Our Shane Co. scraper captures the complete fine jewelry catalogue, including dynamic pricing for metal variants, detailed diamond specifications, and interactive ring builder metadata.

Diamond Specification Extraction

Capture carat, cut, colour, clarity, depth, table, polish, and symmetry for both natural and lab-grown diamonds.

Ring Builder Metadata

Extract compatibility logic between loose stones and ring settings to map valid combinations.

Dynamic Metal Pricing

Track price variations across 14k white gold, yellow gold, rose gold, and platinum for identical settings.

High-Resolution Media

Scrape URLs for static product images and 360-degree interactive viewer assets for catalogue enrichment.

Inventory Availability

Monitor stock status, estimated shipping dates, and store-level availability across the entire SKU base.

Customer Review Mining

Extract star ratings, written feedback, and verified buyer badges to analyse product sentiment.

Category & Collection Mapping

Preserve site taxonomy to categorise products accurately into bridal, fashion, gifts, and specific designer collections.

Lab-Grown vs Natural Tagging

Strictly separate and categorise lab-grown diamonds from natural stones for accurate market analysis.

Change Detection

Run continuous pipelines that only push updates when prices or stock statuses change, optimising downstream storage.

// engagement pipeline

From target catalogue to structured database

Brief in. Clean data out.

Define Scope
d 0

Select target categories, diamond shapes, or specific collections. We design the extraction schema to match your data model.

Pipeline Build
d 2–4

We configure Scrapy crawlers, handle dynamic frontend elements, and bypass anti-bot protections targeting shaneco.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, and price-outlier detection run before full launch to ensure data accuracy.

Delivery
ongoing

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

Under the hood

Overcoming jewelry eCommerce scraping challenges

Extracting data from modern jewelry retailers requires handling complex frontend frameworks and dynamic inventory APIs. Here is how we manage the pipeline.

pipeline-monitor · shaneco.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 APIs
Intercepting backend inventory calls

Diamond inventory on Shane Co. loads via asynchronous API calls rather than static HTML. We intercept these network requests directly to extract raw JSON payloads, ensuring we capture the complete dataset without relying on brittle DOM parsing.

Variant mapping
Handling complex metal and size combinations

A single ring setting can have dozens of permutations based on metal type and ring size. Our pipeline maps every possible variant to a distinct SKU, capturing the specific price and availability for each combination.

Media extraction
Capturing 360-degree viewer assets

High-value jewelry relies on interactive 360-degree viewers. We parse the viewer configuration files to extract the source URLs for high-resolution image sequences and videos, providing complete visual datasets.

Anti-bot layer
Residential proxy rotation

Retailers protect their pricing data aggressively. We utilise US-based residential proxies and randomise request intervals to blend in with legitimate consumer traffic, preventing IP bans and ensuring uninterrupted data flow.

Data normalisation
Standardising diamond specifications

We normalise raw text into structured enumerations. 'Colour: G' and 'Clarity: VS2' are parsed into strict schema fields, making the output immediately queryable for pricing algorithms.

Applications

Who uses Shane Co. data

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

01
Competitor Price Monitoring

Jewelry retailers track Shane Co. pricing for loose diamonds and settings to adjust their own margins and remain competitive.

02
Diamond Market Analysis

Analysts aggregate specifications and prices across thousands of stones to model diamond valuation trends and market liquidity.

03
Lab-Grown Trend Tracking

Industry researchers monitor the price gap and inventory ratio between natural and lab-grown diamonds over time.

04
Inventory Forecasting

Suppliers track stock depletion rates for specific diamond shapes and setting styles to predict future wholesale demand.

05
Bridal Trend Analysis

Fashion analysts review popular setting styles, metal preferences, and review sentiment to forecast upcoming bridal trends.

06
Appraisal & Valuation Models

Insurers and appraisers use structured retail pricing data to build automated valuation models for fine jewelry.

Why DataFlirt

"Shane Co. holds a massive catalogue of highly structured diamond and jewelry data, but extracting it requires navigating complex variant matrices and dynamic frontend architectures."

Building a reliable scraper for fine jewelry retailers requires more than simple HTML parsing. You need to manage asynchronous inventory APIs, map complex metal and size variants, and normalise strict grading specifications. DataFlirt handles this infrastructure entirely, delivering clean, queryable data directly to your warehouse.

Technical Spec

Shane Co. scraper, technical capabilities

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

API interception
Direct extraction of backend JSON payloads for diamond inventory
Supported
Variant parsing
Maps metal types and sizes to distinct SKUs and prices
Supported
Media URL extraction
Captures high-res images and 360-degree viewer asset sequences
Supported
Review pagination
Extracts all historical customer reviews across all product pages
Supported
Change detection
Hash-based diffing to emit only updated prices or stock statuses
Supported
Residential proxies
US-based ISP proxies to bypass rate limiting and bot detection
Supported
Customer account data
Extraction of user profiles, order history, or saved wishlists
Partial
Ring sizer requests
Automated submission or scraping of physical ring sizer request forms
Partial
Infrastructure

Infrastructure powering the extraction

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheusXLSAPI
Scrapy + Playwright Stack

Scrapy manages crawl orchestration and deduplication. Playwright handles JavaScript execution for interactive ring builders and dynamic pricing.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies to route requests naturally, preventing IP blocks and ensuring consistent data access.

Cloud-Native Orchestration

Pipelines execute on AWS infrastructure. Airflow handles scheduling and dependency management, with all state stored securely in PostgreSQL.

Output & Delivery

Your data, your destination

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

JSON
Nested structures ideal for complex diamond specifications
CSV
Flat files for immediate analyst use
XLS
Excel compatible exports for business teams
Parquet
Columnar format optimised for BigQuery and Snowflake
AWS S3
Direct delivery to your cloud storage buckets
Webhook
HTTP POST for real-time price update alerts
API
REST endpoints to query extracted datasets on demand
Postgres
Direct database upserts with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Can you extract data for all diamond shapes and sizes?

Yes. We scrape the entire loose diamond inventory, capturing every available shape, carat weight, colour, and clarity grade listed on the site.

How do you handle prices that change based on the metal selected?

Our pipeline maps every product variant. When scraping a ring setting, we iterate through all available metal types (e.g., 14k white gold, platinum) and record the specific price for each.

Do you differentiate between natural and lab-grown diamonds?

Yes. We extract the exact classification provided by Shane Co., ensuring natural and lab-grown stones are strictly categorised in the final dataset.

Can I get the high-resolution images for the jewelry?

We extract the direct URLs to the high-resolution image assets and 360-degree viewer files, which you can use to download the media directly.

How frequently can you update the pricing data?

We can configure pipelines to run daily, weekly, or at custom intervals. For specific high-priority SKUs, we can implement higher-frequency monitoring.

Is it possible to extract customer reviews?

Yes. We paginate through all product reviews, extracting the star rating, text, date, and verified buyer status for sentiment analysis.

$ dataflirt scope --new-project --source=shaneco.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 full catalogue export or continuous price monitoring for diamonds and settings, we build and manage the pipeline. Contact us to define your schema.

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