We extract fine jewellery specifications, real-time gold pricing, making charges, and Try-at-Home availability from Bluestone. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Product Specifications objects from bluestone.com. All fields typed and schema-versioned.
"sku": "BS-RN-10492", "title": "The Aviana Ring", "metal_type": "Rose Gold", "gold_purity": "18kt", "weight_grams": 3.42, "diamond_weight_ct": 0.15
| # | sku | title | category | metal_type | gold_purity | weight_grams |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Pricing Breakdown objects from bluestone.com. All fields typed and schema-versioned.
"sku": "BS-RN-10492", "total_price": 28450.0, "metal_price": 18200.0, "diamond_price": 6400.0, "making_charges": 3100.0, "gst_amount": 750.0
| # | sku | total_price | metal_price | diamond_price | making_charges | gst_amount |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Diamond Details objects from bluestone.com. All fields typed and schema-versioned.
"sku": "BS-RN-10492", "diamond_count": 14, "total_carat_weight": 0.15, "clarity": "VVS", "colour": "EF", "certification_authority": "IGI"
| # | sku | diamond_count | total_carat_weight | clarity | colour | setting_type |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Availability & Logistics objects from bluestone.com. All fields typed and schema-versioned.
"sku": "BS-RN-10492", "pincode": "560034", "try_at_home_eligible": true, "store_pickup_eligible": true, "estimated_delivery_days": 4, "stock_status": "In Stock"
| # | sku | pincode | try_at_home_eligible | store_pickup_eligible | estimated_delivery_days | return_policy_days |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Collections objects from bluestone.com. All fields typed and schema-versioned.
"sku": "BS-RN-10492", "primary_category": "Rings", "occasion": "Engagement", "gender": "Women", "design_style": "Floral", "theme": "Nature"
| # | sku | primary_category | sub_category | occasion | theme | gender |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Bluestone scraper handles the complexities of jewellery retail: dynamic pricing based on live gold rates, purity toggles, detailed component breakdowns, and Try-at-Home availability checks.
Extract the exact cost of metal, diamonds, gemstones, making charges, and GST for every product variant.
Iterate through 14kt, 18kt, and 22kt toggles to capture distinct pricing and weight metrics for each purity level.
Capture clarity (VVS, VS, SI), colour (EF, GH, IJ), carat weight, stone count, and certification authority (IGI, SGL).
Inject specific pincodes to map Try-at-Home eligibility and estimated delivery timelines across regions.
Extract absolute URLs for high-resolution product images, 3D viewer assets, and lifestyle photography.
Preserve the exact taxonomy, breadcrumb trails, and thematic collections assigned to each SKU.
Extract BIS hallmark information and gemstone certification details directly from the product metadata.
Capture price variances and stock availability across different ring and bangle sizes.
Run daily pipelines to track making charge adjustments and dynamic gold price fluctuations over time.
Brief in. Clean data out.
Provide category URLs, specific collections, or pincode lists. We design the extraction schema together.
We configure Playwright crawlers to handle dynamic price rendering, variant toggles, and session injection.
Schema validation, price component math checks, and sample extraction before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Bluestone's interface relies heavily on client-side rendering for price calculations and variant toggles. We execute full browser sessions to capture the exact state.
Bluestone calculates final prices on the client side based on live gold rates and selected purity. Our Playwright nodes execute this JavaScript, wait for network idle, and extract the fully rendered price breakdown.
A single ring URL can represent multiple distinct products based on metal type, gold purity, and diamond clarity. Our crawlers systematically toggle these UI elements to extract the unique price and weight for every combination.
Try-at-Home and delivery estimates require an active session with a configured pincode. We inject target pincodes into the browser context via cookies or UI interaction before scraping availability data.
Jewellery analysis requires high-quality visuals. We parse the underlying image galleries and 3D viewer configuration objects to extract uncompressed image URLs.
Our validation layer ensures that the extracted metal price, diamond price, making charges, and GST sum perfectly to the final listed price, dropping records that fail this integrity check.
Jewellery brands monitor making charges and GST components to optimise their own pricing structures.
Retailers analyse catalogue composition across categories, occasions, and price bands to identify market gaps.
Analysts correlate Bluestone's daily price adjustments with global gold rate fluctuations.
Track consumer trends by monitoring the availability and expansion of specific diamond clarity and colour combinations.
Map Try-at-Home eligibility across Indian pincodes to understand offline-to-online expansion strategies.
Machine learning teams use structured jewellery metadata paired with high-resolution images to train visual classification models.
"Bluestone's catalogue relies on dynamic gold rates and granular making charges. Extracting the final price is trivial; extracting the component cost breakdown requires a dedicated pipeline."
Most retail scrapers fail on fine jewellery. Bluestone renders price breakdowns, diamond clarity toggles, and Try-at-Home eligibility via complex JavaScript state. DataFlirt executes full browser sessions to capture exact making charges and metal weights across every purity variant.
Everything supported by our bluestone.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
Scrapy handles crawl orchestration and deduplication. Playwright handles JavaScript rendering and variant toggling required for jewellery configuration.
We maintain pools of residential ISP proxies across Indian regions to ensure consistent access and prevent rate limiting.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting.
Data delivered to where your team already works — no new tooling required.
About bluestone.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available product catalogues, pricing, and store data is generally permissible. DataFlirt extracts only public, non-authenticated information. We do not extract user data or bypass authentication walls.
Yes. We execute the client-side JavaScript required to render the full price breakdown, capturing metal price, diamond price, making charges, and GST exactly as displayed to the user.
Our Playwright crawlers interact with the UI elements on the product page, toggling between 14kt, 18kt, and 22kt options, as well as diamond clarity settings, to extract the unique price and weight for every combination.
Yes. You can provide a list of target pincodes. We inject these pincodes into the browser session to evaluate Try-at-Home eligibility and estimated delivery timelines for each SKU.
Bluestone updates pricing based on live gold rates. We can configure pipeline execution cadences from daily to hourly to capture these dynamic price adjustments accurately.
Yes. We parse the gallery configuration objects to extract absolute URLs for uncompressed product images, bypassing the lower-resolution thumbnails.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off catalogue dump or continuous price-monitoring across all purity variants, we scope, build, and operate the pipeline. Tell us what you need.
