We extract diamond inventory, ring settings, 4Cs metadata, and pricing signals from Zbird. Delivered as clean JSON, CSV, or Parquet to S3 or BigQuery on your cadence.
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 zbird.com. All fields typed and schema-versioned.
"sku": "D8472910", "carat": 1.05, "colour": "D", "clarity": "VVS1", "cut": "Excellent", "price": 45000.0, "certificate_type": "GIA"
| # | sku | shape | carat | colour | clarity | cut |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Engagement Rings objects from zbird.com. All fields typed and schema-versioned.
"sku": "R98762", "name": "Classic Solitaire", "metal_type": "18K White Gold", "price": 12000.0, "center_stone_shape": "Round", "in_stock": true, "delivery_days": 14
| # | sku | name | collection | metal_type | style | price |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Wedding Bands objects from zbird.com. All fields typed and schema-versioned.
"sku": "W45611", "gender": "Men", "metal_type": "Platinum 950", "width_mm": 4.5, "price": 8500.0, "in_stock": true, "engraving_available": true
| # | sku | name | metal_type | gender | width_mm | diamond_weight |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for GIA Certificates objects from zbird.com. All fields typed and schema-versioned.
"certificate_number": "GIA-123456789", "shape": "Round Brilliant", "carat_weight": 1.05, "colour_grade": "D", "clarity_grade": "VVS1", "cut_grade": "Excellent", "polish": "Excellent"
| # | certificate_number | issue_date | shape | measurements | carat_weight | colour_grade |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Store Locations objects from zbird.com. All fields typed and schema-versioned.
"store_id": "SH-01", "city": "Shanghai", "phone": "400-820-xxxx", "consultation_available": true, "latitude": 31.2304, "longitude": 121.4737, "opening_hours": "10:00-22:00"
| # | store_id | city | address | phone | opening_hours | latitude |
|---|---|---|---|---|---|---|
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Our Zbird scraper handles dynamic inventory grids, high-resolution image lazy loading, and complex 4Cs filtering schemas with automated bot circumvention.
Extract full 4Cs, pricing, and availability from dynamic inventory grids and XHR payloads.
Capture 360-degree views and high-res static images for rings and loose diamonds.
Scrape explicit certificate metadata and grading details attached to individual stones.
Map metal types, engraving options, and center stone compatibility matrices.
Monitor price fluctuations across diamond carat brackets and metal commodities.
Extract offline boutique locations, contact details, and booking availability.
Capture inventory differences and availability across regional site configurations.
Track holiday discounts, bundle offers, and seasonal campaign prices.
Extract bespoke design constraints, lead times, and base manufacturing costs.
Brief in. Clean data out.
Provide target categories, diamond parameters, or store regions. We design the extraction schema together.
We configure Scrapy crawlers, Playwright instances for dynamic grids, and proxy routing.
Schema validation, null-rate checks, and price-outlier detection before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket or warehouse on agreed cadence.
Jewelry retail sites rely on heavy JavaScript and dynamic inventory grids. Here is how we ensure data reliability.
Zbird loads diamond inventory via complex API requests. We intercept these calls using Playwright to extract full JSON payloads directly, bypassing fragile DOM parsing.
Jewelry imagery requires aggressive lazy loading. We execute full browser sessions to trigger renders and capture CDN URLs for high-res assets.
We route requests through residential proxies in target regions to bypass rate limits and IP bans, maintaining continuous pipeline execution.
Retail sites alter DOM structures for campaigns. We use fallback chains and API interception to maintain pipeline health during site updates.
We maintain hash indexes of diamond SKUs. Subsequent runs only push inventory diffs to reduce compute cost and downstream processing load.
Monitor retail diamond pricing against wholesale benchmarks to optimise margins.
Track Zbird inventory depth across cut, colour, and clarity brackets.
Analyse consumer trends in engagement ring metals and setting styles.
Feed structured 4Cs and pricing data into machine learning valuation models.
Identify gaps in retail inventory by mapping available diamond specifications.
Map boutique expansion and regional store density over time.
"Diamond pricing requires precision. A single grade shift in colour or clarity changes the value entirely. We extract exact 4Cs metadata directly from the source."
Extracting data from modern jewelry retailers requires handling dynamic search grids, complex filtering parameters, and high-resolution image assets. DataFlirt manages the proxy rotation, JavaScript execution, and schema maintenance so your team receives clean, queryable inventory records on schedule.
Everything supported by our zbird.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. Playwright handles dynamic diamond grids, XHR interception, and lazy-loaded imagery.
Pools of residential ISP proxies ensure continuous access without rate limiting or IP blacklisting.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and alerting.
Data delivered to where your team already works — no new tooling required.
About zbird.com scraping, legality, and pipeline operations.
Ask us directly →Scraping public inventory and pricing data is generally permissible. We target non-authenticated data only and do not extract personal user information.
We use Playwright to intercept XHR requests, capturing structured JSON payloads before they render in the DOM.
Yes. We extract CDN URLs for both static high-res images and 360-degree viewer assets.
We configure daily or hourly pipelines to capture stock availability and price adjustments as requested.
Yes. We capture certificate numbers and associated grading parameters listed on the product pages.
Pipelines typically start at full category extraction with daily delivery. Contact us for a scoped quote based on your requirements.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a daily diamond inventory dump or continuous price tracking across all ring settings, we scope, build, and operate the pipeline.
