SYSTEM all green source 77diamonds.com queue 18,402 pages p99 latency 215ms dataflirt.com · scraper/77diamonds-com
RUN · 14 active pipelines · 77diamonds.com live

77Diamonds data,
at warehouse scale.

We extract live diamond inventory, 4C specifications, certification details, and dynamic pricing from 77Diamonds. Delivered as clean JSON, CSV, or Parquet to S3 or BigQuery on your cadence.

Diamonds extracted
412K /day
Price updates
1.2M /24h
Setting variations
8,490 /run
Active pipelines
14
Uptime
99.94%
Data Dictionary

Every field we extract from 77diamonds.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 77diamonds.com. All fields typed and schema-versioned.

skushapecaratcolourclaritycutpolishsymmetryfluorescencelab_growncert_typecert_numberpricecurrencyavailability
loose_diamonds
● 200 OK
"sku": "D-1839201",
"shape": "Round",
"carat": 1.05,
"colour": "D",
"clarity": "VVS1",
"price": 8450.0,
"lab_grown": false
# skushapecaratcolourclaritycut
1
2
3

Complete list of extractable fields for Ring Settings objects from 77diamonds.com. All fields typed and schema-versioned.

setting_idnamestylemetal_typediamond_shape_compatibilitymax_caratmin_caratpricedescriptionimages
ring_settings
● 200 OK
"setting_id": "RS-4921",
"name": "Classic Solitaire",
"metal_type": "18k White Gold",
"style": "Solitaire",
"price": 650.0,
"min_carat": 0.3
# setting_idnamestylemetal_typediamond_shape_compatibilitymax_carat
1
2
3

Complete list of extractable fields for Fine Jewellery objects from 77diamonds.com. All fields typed and schema-versioned.

product_idtitlecategorymetaltotal_carat_weightdiamond_qualitypricestock_statusshipping_timeurl
fine_jewellery
● 200 OK
"product_id": "FJ-9921",
"title": "Diamond Tennis Bracelet",
"category": "Bracelets",
"metal": "Platinum",
"total_carat_weight": 3.0,
"price": 4200.0
# product_idtitlecategorymetaltotal_carat_weightdiamond_quality
1
2
3

Complete list of extractable fields for Pricing History objects from 77diamonds.com. All fields typed and schema-versioned.

skudatepricecurrencydiscountbase_pricemarket_premiumcompetitor_indexscraped_at
pricing_history
● 200 OK
"sku": "D-1839201",
"date": "2026-05-12",
"price": 8450.0,
"currency": "GBP",
"base_price": 8600.0,
"discount": 150.0
# skudatepricecurrencydiscountbase_price
1
2
3

Complete list of extractable fields for Certifications objects from 77diamonds.com. All fields typed and schema-versioned.

cert_idlabreport_numberissue_datemeasurementstable_pctdepth_pctgirdleculetpdf_url
certifications
● 200 OK
"cert_id": "GIA-2394810293",
"lab": "GIA",
"report_number": "2394810293",
"depth_pct": 61.5,
"table_pct": 58.0,
"pdf_url": "https://myapps.gia.edu/ReportCheckPortal/downloadReport.do?reportNo=2394810293"
# cert_idlabreport_numberissue_datemeasurementstable_pct
1
2
3

Capabilities

Extract the entire diamond matrix

77Diamonds relies on complex XHR requests to load inventory. Our pipeline handles the dynamic endpoints, parameter exhaustion, and rate limits to deliver clean tabular data.

Full 4C Extraction

Capture carat, cut, colour, and clarity for every loose diamond in the inventory, alongside polish, symmetry, and fluorescence metrics.

Lab vs Natural Segmentation

Distinguish between earth-mined and lab-grown diamonds, tracking the distinct pricing curves for each category.

Certification Metadata

Extract GIA, IGI, and HRD report numbers, lab origins, and direct links to the official grading certificates.

Ring Setting Specifications

Scrape setting styles, metal types (Platinum, 18k Gold), compatible diamond shapes, and base prices before diamond addition.

Live Market Pricing

Capture real-time pricing for over 400,000 diamonds, accounting for currency selections and market fluctuations.

XHR Interception

Bypass the frontend UI entirely. We intercept the backend JSON APIs powering the diamond search grid for high-speed extraction.

Stock Availability Tracking

Monitor inventory levels and shipping lead times to track supply chain velocity across specific diamond categories.

High-Frequency Diffing

Diamond markets move fast. We run hourly diffs to capture price adjustments and newly listed stones without redundant data.

Multi-Currency Capture

Extract native pricing across GBP, USD, EUR, and other supported currencies to monitor regional pricing strategies.

// engagement pipeline

From parameter list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Specify shape, carat ranges, colour grades, or setting categories. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, XHR interception, proxy rotation, and session management for 77diamonds.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, price-outlier detection, and sample certification links 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 77Diamonds pipeline handles the hard parts

Extracting 400,000+ diamond permutations requires intercepting heavily paginated XHR requests, managing session states, and bypassing strict rate limits.

pipeline-monitor · 77diamonds.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
API layer
XHR request interception

The 77Diamonds frontend loads inventory dynamically. Rather than scraping the DOM, we intercept the underlying XHR requests, extracting clean JSON responses directly from their backend APIs.

Anti-bot layer
Residential proxy rotation

High-frequency querying of diamond pricing endpoints triggers rate limits. We distribute requests across a pool of UK and EU residential IPs to maintain steady extraction rates without blocks.

Parameter space
Exhaustive grid iteration

To capture the entire inventory, our crawlers systematically iterate through every combination of shape, carat weight, colour, and clarity, ensuring zero gaps in the final dataset.

Change detection
Only re-scrape what's changed

We maintain a hash index of last-seen values per SKU. Subsequent runs only push diffs — reducing compute cost, storage bloat, and downstream processing load.

Monitoring
24/7 pipeline health

Every run emits structured logs to our observability stack. We alert on null-rate spikes, missing certification links, and schema drift — responding before you notice.

Applications

Who uses 77Diamonds data — and how

Teams across industries use 77diamonds.com data to build competitive products and smarter operations.

01
Market Pricing Aggregation

Jewellery retailers monitor 77Diamonds pricing grids to benchmark their own inventory against a major online competitor.

02
Lab vs Natural Trend Analysis

Analysts track the shifting price premiums and inventory ratios between lab-grown and earth-mined diamonds over time.

03
Diamond Sourcing & Arbitrage

Wholesalers identify mispriced stones or highly sought-after 4C combinations as soon as they hit the 77Diamonds inventory.

04
Dynamic Repricing Models

eCommerce jewellers feed 77Diamonds pricing data into algorithmic repricing engines to maintain competitive margins.

05
Wholesale Market Benchmarking

Industry analysts correlate retail pricing on 77Diamonds with Rapaport wholesale lists to calculate average retail markups.

06
Setting & Trend Tracking

Designers monitor the popularity and pricing of specific ring settings, metal types, and styles to inform future collections.

Why DataFlirt

"The diamond market operates on micro-fluctuations in the 4Cs. 77Diamonds exposes this live, but querying the full matrix requires serious infrastructure."

Extracting 400,000+ diamond permutations requires intercepting heavily paginated XHR requests, managing session states, and bypassing strict rate limits. DataFlirt handles the proxy rotation and API interception so your analysts can focus on pricing models.

Technical Spec

77Diamonds scraper — technical capabilities

Everything supported by our 77diamonds.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

XHR/API interception
Direct extraction from the JSON endpoints powering the diamond search grid
Supported
Live price extraction
Capture current retail price across multiple supported currencies
Supported
Lab-grown classification
Explicit boolean flags separating lab-grown from natural stones
Supported
Residential proxy rotation
ISP-grade residential IPs to bypass rate limits on inventory endpoints
Supported
Change detection (diffs)
Hash-based diff: only emit records with changed fields since last run
Supported
Multi-currency capture
Extract pricing in GBP, EUR, USD based on session configuration
Supported
User account purchase history
Historical orders tied to authenticated customer accounts
Partial
Saved ring designs
Custom ring builds saved to user profiles behind login walls
Partial
Infrastructure

Infrastructure powering the 77Diamonds pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Scrapy handles crawl orchestration, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across UK/EU regions. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.

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
Excel 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
REST endpoints to query your extracted data
PostgreSQL
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About 77diamonds.com scraping, legality, and pipeline operations.

Ask us directly →
Is scraping 77Diamonds legal?

Scraping publicly available information from 77Diamonds is generally permissible under applicable law. DataFlirt targets only public, non-authenticated diamond inventory, pricing, and setting data. We do not extract personal data or circumvent authentication walls.

How do you handle the dynamic diamond search grid?

We intercept the XHR/JSON requests that the frontend uses to populate the grid. This allows us to extract structured data directly from the backend APIs, bypassing the need to render complex DOM elements.

Can you extract GIA/IGI certificate numbers?

Yes. Every diamond record includes the certification laboratory, the report number, and a direct URL to the PDF certificate hosted by the grading authority.

How fresh is the pricing data?

We can configure pipelines to run hourly, daily, or weekly. For high-frequency use cases, we use change-detection to only emit records where the price or availability has shifted since the last run.

Do you capture both lab-grown and natural diamonds?

Yes. The pipeline extracts the entire inventory, segmenting stones with a strict boolean flag for lab-grown vs earth-mined.

Can I get historical pricing for specific diamond specs?

Yes. Every pipeline run produces timestamped snapshots. We maintain a time-series table per SKU or 4C combination from the date your pipeline starts.

$ dataflirt scope --new-project --source=77diamonds.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 inventory dump or a continuous price-monitoring feed across 400K 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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