SYSTEM all green source pcjeweller.com queue 12,419 SKUs p99 latency 318ms dataflirt.com · scraper/pcjeweller-com
RUN · 14 active pipelines · pcjeweller.com live

PC Jeweller data,
at warehouse scale.

We extract fine jewellery catalogues, live gold rates, diamond specifications, and dynamic making charges from PC Jeweller. Delivered as clean JSON, CSV, or Parquet to S3 or BigQuery on your cadence.

SKUs extracted
14.2K /run
Price updates
42.8K /24h
Diamond specs
8.9K /run
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from pcjeweller.com

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

Complete list of extractable fields for Product Listings objects from pcjeweller.com. All fields typed and schema-versioned.

skutitlecategorysub_categorymetal_typepurityweight_gramsprice_inrlist_price_inrdiscount_pctin_stockimage_urlsproduct_url
product_listings
● 200 OK
"sku": "LR00123",
"title": "The Ananya Diamond Ring",
"category": "Rings",
"metal_type": "Gold",
"purity": "18K",
"price_inr": 45990.0,
"discount_pct": 10,
"in_stock": true
# skutitlecategorysub_categorymetal_typepurity
1
2
3

Complete list of extractable fields for Diamond Specifications objects from pcjeweller.com. All fields typed and schema-versioned.

skudiamond_counttotal_carat_weightclaritycoloursetting_typeshapecertificationdiamond_price_inr
diamond_specifications
● 200 OK
"sku": "LR00123",
"diamond_count": 12,
"total_carat_weight": 0.45,
"clarity": "VVS",
"colour": "EF",
"shape": "Round",
"certification": "IGI"
# skudiamond_counttotal_carat_weightclaritycoloursetting_type
1
2
3

Complete list of extractable fields for Pricing Breakdown objects from pcjeweller.com. All fields typed and schema-versioned.

skumetal_rate_per_gramtotal_metal_valuediamond_valuegemstone_valuemaking_chargesmaking_charges_discountgst_pcttotal_price_inr
pricing_breakdown
● 200 OK
"sku": "LR00123",
"metal_rate_per_gram": 5420.0,
"total_metal_value": 24390.0,
"diamond_value": 15000.0,
"making_charges": 4500.0,
"gst_pct": 3.0,
"total_price_inr": 45990.0
# skumetal_rate_per_gramtotal_metal_valuediamond_valuegemstone_valuemaking_charges
1
2
3

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

skuin_stockdispatch_time_daystry_at_home_eligiblelifetime_exchange_eligiblereturn_policy_daysstore_pickup_availablepincode_serviceable
availability_& delivery
● 200 OK
"sku": "LR00123",
"in_stock": true,
"dispatch_time_days": 7,
"try_at_home_eligible": true,
"lifetime_exchange_eligible": true,
"return_policy_days": 15,
"store_pickup_available": false
# skuin_stockdispatch_time_daystry_at_home_eligiblelifetime_exchange_eligiblereturn_policy_days
1
2
3

Complete list of extractable fields for Category & Collection Data objects from pcjeweller.com. All fields typed and schema-versioned.

collection_namecategory_idcategory_namebreadcrumbtotal_productsgenderoccasionstylefilter_tags
category_& collection data
● 200 OK
"collection_name": "Wedding Collection",
"category_name": "Bridal Sets",
"gender": "Women",
"occasion": "Wedding",
"total_products": 245,
"style": "Traditional",
"filter_tags": "['Gold', 'Diamond', 'Bridal']"
# collection_namecategory_idcategory_namebreadcrumbtotal_productsgender
1
2
3

Capabilities

Everything you need from PC Jeweller — nothing you don't

Our PC Jeweller scraper handles complex jewellery variants, dynamic pricing calculators, and detailed diamond specifications — with JavaScript rendering and validation built in.

Diamond Specification Extraction

Extract precise diamond attributes: cut, colour (E-F, G-H), clarity (VVS, SI), total carat weight, and individual stone counts.

Gold Purity & Weight Metrics

Capture exact metal type, 14K/18K/22K purity levels, and gross versus net weight specifications for every SKU.

Dynamic Pricing Breakdown

Scrape the complete pricing formula: live metal value, diamond value, making charges, GST, and applied discounts.

Size & Variation Mapping

Map ring and bangle sizes to their corresponding weight and price variations, capturing dynamic price shifts per size.

Try at Home Availability

Track which products are eligible for PC Jeweller's Try at Home service across specific target pincodes.

Collection & Campaign Tagging

Isolate products belonging to specific seasonal collections, festive campaigns, or clearance sales.

Certification & Hallmark Data

Extract BIS Hallmark status, IGI/SGL diamond certification details, and warranty information.

High-Resolution Asset Links

Capture CDN URLs for primary images, alternate angles, 360-degree views, and product videos.

Daily Price Synchronisation

Run daily pipelines to capture price adjustments driven by global gold rate fluctuations.

// engagement pipeline

From SKU list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target categories, collections, or specific SKUs. We map the required jewellery specifications.

Pipeline Build
d 2–4

We configure Scrapy spiders to navigate pcjeweller.com, handling category pagination and dynamic pricing widgets.

Validation & QA
d 4–6

Schema validation ensures gold weights, diamond carats, and pricing breakdowns sum correctly before delivery.

Delivery
ongoing

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

Under the hood

How our PC Jeweller pipeline handles the hard parts

Jewellery eCommerce relies on dynamic pricing tied to live metal rates and complex variant matrices. Here is how we extract it accurately.

pipeline-monitor · pcjeweller.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 pricing widgets
Live metal rate hydration

PC Jeweller updates prices based on daily gold rates. We execute JavaScript to ensure the dynamic pricing calculators fully hydrate before extraction, capturing the exact price breakdown.

Complex variants
Size-to-weight mapping

A ring size change alters the gold weight, which alters the price. Our crawlers iterate through every size variant on the PDP, extracting the specific weight and price matrix for each.

Data validation
Strict pricing sum checks

Jewellery pricing must balance. Our pipeline validates that metal value + diamond value + making charges + GST equals the final scraped price, flagging anomalies automatically.

Anti-bot layer
Residential proxy rotation

To avoid IP bans during full-catalogue sweeps, we route requests through Indian residential proxies, maintaining realistic request rates and session headers.

Media extraction
High-res asset discovery

We intercept network requests to locate the highest resolution image assets and 360-degree viewer source files, bypassing compressed thumbnail versions.

Applications

Who uses PC Jeweller data — and how

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

01
Competitor Price Benchmarking

Jewellery brands track making charges, gold rates, and diamond pricing to optimise their own pricing strategies.

02
Catalogue & Assortment Planning

Merchandisers analyse PC Jeweller's collection structures, diamond quality tiers, and metal preferences to identify market gaps.

03
Market Trend Analysis

Track the introduction of new collections, shift towards 14K vs 18K gold, and trending diamond shapes over time.

04
Dynamic Repricing Models

Feed daily competitor metal rates and making charge discounts into internal repricing algorithms.

05
Discount & Campaign Monitoring

Monitor flat discounts on making charges or diamond values during festive seasons like Dhanteras or Diwali.

06
Investment & Equity Research

Retail analysts track active SKU counts, category expansion, and out-of-stock rates to gauge company performance.

Why DataFlirt

"Jewellery pricing is not static. A single SKU holds a complex formula of live metal rates, diamond grading, and variable making charges. Extracting the final price is easy; extracting the formula requires precision."

Scraping fine jewellery platforms like PC Jeweller requires more than simple HTTP requests. It demands JavaScript execution to trigger price calculators, variant iteration to map size-to-weight dependencies, and strict mathematical validation to ensure the pricing breakdown sums correctly. DataFlirt manages this complexity, delivering structured, validated catalogue data directly to your warehouse.

Technical Spec

PC Jeweller scraper — technical capabilities

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

JavaScript rendering
Playwright sessions required for dynamic pricing calculators
Supported
Variant mapping
Iterates through all ring/bangle sizes to capture weight changes
Supported
Pricing breakdown
Extracts metal value, diamond value, and making charges separately
Supported
Daily scheduling
Runs daily to capture gold rate fluctuations
Supported
Image URL extraction
Captures high-resolution CDN links for all product angles
Supported
Pincode serviceability
Checks delivery and Try at Home status for specific pincodes
Supported
Data validation
Automated checks to ensure price components equal final price
Supported
Store inventory
Real-time stock availability at specific physical retail outlets
Partial
User account history
Requires authenticated login to view past purchases or wishlists
Partial
Infrastructure

Infrastructure powering the PC Jeweller pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Scrapy orchestrates the catalogue crawl, while Playwright handles JavaScript execution for dynamic pricing widgets and variant selection.

Validation Middleware

Custom Python middleware validates pricing mathematics on the fly, dropping or retrying records where the component sum fails.

Cloud-Native Orchestration

Pipelines run on Kubernetes. 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
Legacy Excel format for offline merchandising teams
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 endpoint to query the latest extracted catalogue state
PostgreSQL
Direct database insertion with upsert logic
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping PC Jeweller legal?

Scraping publicly available catalogue and pricing data is generally permissible. DataFlirt targets only public, non-authenticated product data. We do not extract personal data or circumvent authentication walls.

How do you handle the daily gold rate changes?

Our pipelines are typically scheduled to run daily after the standard gold rate update, ensuring the extracted prices reflect the current day's market value.

Can you extract the exact making charges?

Yes. We execute the necessary JavaScript on the product page to expose the full pricing breakdown, separating the metal value, diamond value, and making charges.

Do you capture all ring sizes?

Yes. Changing a ring size often changes the gold weight and final price. Our crawlers iterate through every available size variant, capturing the specific data for each.

How do you ensure pricing data is accurate?

We employ strict validation middleware. The pipeline automatically checks that the sum of metal value, stone value, making charges, and taxes equals the stated final price.

Can you extract diamond certification details?

Yes. We extract clarity, colour, total carat weight, stone count, and the certification authority (e.g., IGI, SGL) listed on the product specifications.

What is the delivery frequency?

Most jewellery clients opt for daily runs to track gold rate impacts, but we also support weekly full-catalogue refreshes or continuous streaming for specific high-value categories.

$ dataflirt scope --new-project --source=pcjeweller.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 daily pricing feed or a one-off catalogue extraction — we scope, build, and operate the pipeline. Tell us what you need.

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