SYSTEM all green source whiteflash.com queue 2,194 pages p99 latency 312ms dataflirt.com · scraper/whiteflash-com
RUN · 14 active pipelines · whiteflash.com live

Whiteflash data,
at warehouse scale.

We extract loose diamond inventories, designer settings, ASET imagery, and AGS grading reports from Whiteflash. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Diamonds extracted
38,412 /run
Settings tracked
4,891 /run
Image assets
142K /24h
Price updates
43,303 /day
Uptime
99.98%
Data Dictionary

Every field we extract from whiteflash.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 whiteflash.com. All fields typed and schema-versioned.

skushapecaratcutcolourclarityprice_creditprice_wirelabreport_numberdepth_pcttable_pctsymmetrypolishfluorescenceculetmeasurements
loose_diamonds
● 200 OK
"sku": "AGS-10411234",
"shape": "Round",
"carat": 1.24,
"colour": "G",
"clarity": "VS1",
"cut": "Ideal",
"price_wire": 9450.0,
"lab": "AGS"
# skushapecaratcutcolourclarity
1
2
3

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

item_idbrandcollectionstyle_namemetal_typepricedescriptionbandwidth_mmside_stone_ctside_stone_countmatching_band_skulead_time_days
designer_settings
● 200 OK
"brand": "Tacori",
"collection": "Dantela",
"style_name": "Petite Dantela Crown",
"metal_type": "18k White Gold",
"price": 2190.0,
"bandwidth_mm": 2.0,
"side_stone_ct": 0.15
# item_idbrandcollectionstyle_namemetal_typeprice
1
2
3

Complete list of extractable fields for Imagery & Media objects from whiteflash.com. All fields typed and schema-versioned.

skuprimary_image_urlaset_image_urlideal_scope_urlhearts_image_urlarrows_image_urlvideo_360_urlreport_pdf_urlthumbnail_url
imagery_& media
● 200 OK
"sku": "AGS-10411234",
"aset_image_url": "https://cdn.whiteflash.com/aset/10411234.jpg",
"ideal_scope_url": "https://cdn.whiteflash.com/ideal/10411234.jpg",
"video_360_url": "https://cdn.whiteflash.com/video/10411234.mp4",
"report_pdf_url": "https://cdn.whiteflash.com/certs/AGS-10411234.pdf",
"primary_image_url": "https://cdn.whiteflash.com/primary/10411234.jpg"
# skuprimary_image_urlaset_image_urlideal_scope_urlhearts_image_urlarrows_image_url
1
2
3

Complete list of extractable fields for A CUT ABOVE Metrics objects from whiteflash.com. All fields typed and schema-versioned.

skucollection_tieroptical_symmetrylight_performancecrown_anglepavilion_anglelower_girdle_pctstar_length_pctgirdle_thicknessculet_size
a_cut above metrics
● 200 OK
"sku": "AGS-10411234",
"collection_tier": "A CUT ABOVE",
"light_performance": "Excellent",
"crown_angle": 34.5,
"pavilion_angle": 40.8,
"girdle_thickness": "Thin to Medium"
# skucollection_tieroptical_symmetrylight_performancecrown_anglepavilion_angle
1
2
3

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

skuitem_typein_stockships_by_dateprice_creditprice_wirebank_wire_discount_pctupgrade_eligiblereturn_daysscraped_at
pricing_& availability
● 200 OK
"sku": "AGS-10411234",
"in_stock": true,
"price_credit": 9742.0,
"price_wire": 9450.0,
"bank_wire_discount_pct": 3.0,
"upgrade_eligible": true
# skuitem_typein_stockships_by_dateprice_creditprice_wire
1
2
3

Capabilities

Everything you need from Whiteflash, structured

Our Whiteflash scraper handles the complexities of diamond search grids, optical imagery resolution, and designer jewellery metadata. We capture the complete catalogue with zero manual intervention.

Loose Diamond Extraction

Capture the full virtual and in-house inventory including carat, cut, colour, clarity, and dimensions.

Advanced Imagery Capture

Extract high-resolution ASET, Ideal Scope, and Hearts and Arrows imagery URLs for optical performance analysis.

Dual Pricing Models

Track both bank wire and credit card pricing, calculating exact discount margins per item.

Designer Setting Metadata

Scrape Tacori, Verragio, and Simon G setting details including metal variants, side stone carat weight, and bandwidth.

Grading Report Parsing

Extract GIA and AGS certificate numbers directly from the listing metadata for verification cross-referencing.

A CUT ABOVE Taxonomy

Isolate Whiteflash's proprietary super-ideal cut inventory from standard virtual selections.

Stock & Lead Time Tracking

Monitor real-time availability and estimated shipping dates for custom-built rings.

360-Degree Video Links

Capture the direct CDN URLs for interactive diamond inspection videos.

Automated Schema Diffing

Identify new diamond additions and sold stones daily without pulling the entire catalogue from scratch.

// engagement pipeline

From search grid to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Specify target parameters: A CUT ABOVE only, specific carat ranges, or full designer setting catalogues.

Pipeline Build
d 2–4

We configure Scrapy crawlers, handle search pagination, and map the complex diamond specification tables.

Validation & QA
d 4–6

Verify data types against AGS/GIA standards, ensuring angles and percentages match valid ranges.

Delivery
ongoing

JSON, CSV, or Parquet pushed to your S3 bucket or Snowflake stage on a daily or hourly schedule.

Under the hood

How our Whiteflash pipeline handles the hard parts

Diamond retailers use complex AJAX filters and dynamic rendering. Here is how we ensure reliable data extraction.

pipeline-monitor · whiteflash.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 Filter Pagination
Reverse-engineering AJAX payloads

Whiteflash uses complex AJAX-based filtering for diamond searches. We interact directly with the API payloads to extract the full dataset without unnecessary browser overhead.

Image Asset Resolution
Unmasking optical imagery URLs

Optical imagery is often lazy-loaded or obscured via CDN parameters. Our pipeline reconstructs the high-resolution source URLs for ASET and Ideal Scope files.

Schema Normalisation
Standardising designer metadata

Jewellery specifications vary wildly between designer brands. We normalise Tacori and Verragio metadata into a single predictable schema.

Price Volatility
Tracking Rapaport fluctuations

Diamond prices fluctuate with Rapaport changes. We maintain historical price ledgers to detect margin adjustments over time.

Bot Mitigation
Residential proxy distribution

Like all premium retailers, Whiteflash employs rate limiting. We distribute requests across residential proxies to maintain uninterrupted extraction.

Applications

Who uses Whiteflash data

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

01
Market Pricing Intelligence

Compare Whiteflash diamond pricing against James Allen and Blue Nile for identical GIA/AGS specifications.

02
Optical Performance Analysis

Aggregate ASET and Ideal Scope imagery to train machine learning models on diamond light performance.

03
Inventory Aggregation

Virtual diamond brokers sync Whiteflash inventory feeds to their own platforms via our API.

04
Brand Monitoring

Designers track their Tacori and Verragio catalogues to ensure MAP compliance and correct representation.

05
Investment Tracking

Track price movements of investment-grade diamonds across specific carat and clarity brackets.

06
Assortment Planning

Analyse the ratio of lab-grown to natural diamonds entering the premium market segment.

Why DataFlirt

"Whiteflash holds the benchmark for optical performance data. Extracting their ASET imagery and AGS specifications transforms subjective diamond buying into quantitative market analysis."

Scraping premium diamond retailers requires structured extraction of complex optical parameters and reverse-engineering of AJAX search grids. DataFlirt handles the proxy rotation, schema mapping, and daily diffing so your team can focus on pricing intelligence.

Technical Spec

Whiteflash scraper technical capabilities

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

Diamond Specifications
All 4Cs, dimensions, and optical angles
Supported
ASET & Ideal Scope URLs
High-resolution image paths
Supported
AGS/GIA Report Numbers
Extracted from listing metadata
Supported
Bank Wire Pricing
Captured alongside standard credit price
Supported
Designer Setting Metadata
Metal types, side stones, ring sizes
Supported
Change Detection
Daily diffs of sold vs new inventory
Supported
Customer Purchase History
Requires authenticated user session
Partial
Trade-In Valuation Data
Gated behind manual customer service forms
Partial
Wholesale B2B Pricing
Requires approved vendor login
Partial
Infrastructure

Infrastructure powering the Whiteflash pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheusSnowflakeBigQuery
Scrapy + Playwright Stack

Orchestrating deep crawls of AJAX-heavy diamond search interfaces with precise request timing.

Residential Proxy Infrastructure

ISP-grade IPs ensure zero rate-limiting while parsing 40,000+ diamond detail pages daily.

Cloud-Native Orchestration

Airflow schedules daily inventory diffs, pushing clean Parquet files to S3 via AWS Lambda workers.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested array format
CSV
Flat file with typed columns
XLS
Excel compatible format for manual review
Parquet
Columnar format for data warehouses
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record
API
REST endpoint for on-demand querying
Snowflake
Stage + COPY INTO workflow
PostgreSQL
Direct database insertion
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Can you extract ASET and Ideal Scope imagery?

Yes. We capture the direct CDN URLs for all optical performance images, including Hearts and Arrows and 360-degree videos.

How do you handle the diamond search grid?

We bypass the frontend UI and interact directly with the backend JSON endpoints, allowing us to extract the entire 35,000+ diamond inventory rapidly.

Do you scrape lab-grown and natural diamonds?

Yes. The pipeline captures the origin classification, allowing you to segment natural A CUT ABOVE diamonds from lab-grown alternatives.

Can I track price changes on specific diamonds?

Absolutely. Our change-detection system logs historical pricing per SKU, capturing adjustments to both bank wire and credit card prices.

How frequently can the inventory be updated?

For full catalogue runs, we recommend daily execution. Targeted queries for specific carat ranges can be run hourly.

Do you parse the AGS and GIA certificates?

We extract the report numbers and certificate PDF URLs. Full OCR of the certificate documents requires an additional pipeline module.

Are designer settings included in the scrape?

Yes. We extract the full catalogue of settings, including brand, metal variants, side-stone specifications, and compatible diamond shapes.

Is scraping Whiteflash legal?

Extracting public inventory and pricing data is generally permissible. We do not bypass authentication to access wholesale or customer accounts.

$ dataflirt scope --new-project --source=whiteflash.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 one-off catalogue dump or a continuous price-monitoring feed across 40,000 diamonds, we scope, build, and operate the pipeline. Tell us what you need.

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