SYSTEM all green source candere.com queue 12,408 pages p99 latency 214ms dataflirt.com · scraper/candere-com
RUN * 14 active pipelines * candere.com live

Candere data,
at warehouse scale.

We extract jewellery listings, dynamic gold pricing, diamond specifications, and making charges from Candere. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
18.4K /day
Price updates
42.1K /24h
Variant records
112K /run
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from candere.com

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

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

skutitlecategorymetal_colourmetal_puritygross_weightnet_weightmaking_chargestotal_priceproduct_url
jewellery_listings
● 200 OK
"sku": "C001234",
"title": "Aurelia Diamond Ring",
"category": "Rings",
"metal_colour": "Rose Gold",
"metal_purity": "18K",
"gross_weight": 3.45,
"making_charges": 2450.0,
"total_price": 28900.0
# skutitlecategorymetal_colourmetal_puritygross_weight
1
2
3

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

skutotal_caratdiamond_colourdiamond_claritytotal_diamondssetting_typecertification_bodyshape
diamond_specs
● 200 OK
"sku": "C001234",
"total_carat": 0.25,
"diamond_colour": "GH",
"diamond_clarity": "SI",
"total_diamonds": 12,
"certification_body": "IGI",
"shape": "Round"
# skutotal_caratdiamond_colourdiamond_claritytotal_diamondssetting_type
1
2
3

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

skubase_pricediscount_pctfinal_pricedgrp_eligiblecoupon_codeoffer_descriptionprice_timestamp
pricing_& offers
● 200 OK
"sku": "C001234",
"base_price": 32000.0,
"discount_pct": 10,
"final_price": 28800.0,
"dgrp_eligible": true,
"coupon_code": "DIAMOND10",
"price_timestamp": "2026-05-12T09:14:00Z"
# skubase_pricediscount_pctfinal_pricedgrp_eligiblecoupon_code
1
2
3

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

parent_skuvariant_skuring_sizemetal_optionsdiamond_optionsprice_diffavailabilitydelivery_time
product_variations
● 200 OK
"parent_sku": "C001234",
"variant_sku": "C001234-12-RG-SI",
"ring_size": "12",
"metal_options": "18K Rose Gold",
"diamond_options": "GH-SI",
"price_diff": 0.0,
"availability": true
# parent_skuvariant_skuring_sizemetal_optionsdiamond_optionsprice_diff
1
2
3

Complete list of extractable fields for Reviews & Ratings objects from candere.com. All fields typed and schema-versioned.

review_idskureviewer_nameratingreview_textverified_buyerdate_postedhelpful_votes
reviews_& ratings
● 200 OK
"review_id": "REV-99281",
"sku": "C001234",
"reviewer_name": "Priya S.",
"rating": 5,
"review_text": "Beautiful design and perfect fit.",
"verified_buyer": true,
"date_posted": "2026-03-14",
"helpful_votes": 12
# review_idskureviewer_nameratingreview_textverified_buyer
1
2
3

Capabilities

Everything you need from Candere, nothing you do not

Our Candere scraper handles every layer of the platform including dynamic gold pricing, complex variant matrices, making charge breakdowns, and diamond certification data.

Live Gold Rate Tracking

Track daily fluctuations in 14k, 18k, and 22k gold prices applied to products across the entire catalogue.

Making Charge Extraction

Isolate the exact making charge percentage and flat fees per SKU to understand competitor margin structures.

Diamond & Gemstone Specs

Extract carat, cut, colour, clarity, and certification details like IGI or SGL for every studded product.

DGRP Offer Monitoring

Capture Double Gold Rate Protection eligibility and booking advance requirements on applicable jewellery.

Variant Matrix Mapping

Map every combination of ring size, metal colour, and diamond quality to its final calculated price.

High-Resolution Assets

Extract URLs for product imagery, 360-degree spins, and virtual try-on models for catalogue enrichment.

Purity & Weight Metrics

Capture gross weight, net weight, and metal purity exactly as listed in the technical specifications.

Category & Collection Data

Map products to specific collections like Zekita, Chime, or Nimah for granular market analysis.

Delivery & Availability

Extract estimated shipping dates and pin code serviceability status for logistics planning.

// engagement pipeline

From category list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide categories, collections, or keyword sets. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy and Playwright crawlers, proxy rotation, and session management for candere.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, and price-outlier detection before full launch.

Delivery
ongoing

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

Under the hood

How our Candere pipeline handles the hard parts

Jewellery eCommerce relies on dynamic pricing and complex variant structures. Here is how we stay resilient.

pipeline-monitor · candere.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
Live rate hydration

Candere calculates final prices dynamically based on live gold rates. We execute the JavaScript required to capture the final calculated price rather than relying on static HTML.

Variant explosion
Iterating the matrix

A single ring might have 40 permutations of size, metal, and diamond quality. Our pipeline iterates through the variant matrix to capture every price point accurately.

Anti-bot layer
Residential proxy rotation

We use residential proxies and realistic TLS fingerprints to prevent rate limiting when scraping thousands of SKUs daily from the Candere catalogue.

Schema stability
Resilient selectors

Jewellery sites frequently update promotional banners and DOM structures. We use fallback selectors to maintain data integrity across design changes.

Change detection
Differential updates

We track the daily gold rate updates and only push records where the final price or availability has changed since the last run, saving compute costs.

Applications

Who uses Candere data and how

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

01
Competitor Price Monitoring

Compare making charges and gold rates against other major jewellery retailers to maintain competitive positioning.

02
Market Trend Analysis

Track which collections and design types are frequently updated or pushed out of stock to identify consumer preferences.

03
Dynamic Repricing

Use competitor making charges and discount structures to optimise your own pricing strategy for similar items.

04
Catalogue Enrichment

Aggregate diamond specifications and certification data to build comprehensive industry research databases.

05
Assortment Planning

Analyse the distribution of 14k versus 18k gold products across different categories to guide inventory purchasing.

06
Promotional Tracking

Monitor discount frequencies on diamond value versus making charges during major Indian festival seasons.

Why DataFlirt

"Candere holds highly structured data on gold rates, making charges, and diamond grading. Extracting this reveals the exact pricing strategy of modern Indian jewellery retail."

Jewellery pricing is highly dynamic. Gold rates fluctuate daily. Making charges vary by design complexity. We build pipelines that capture this matrix of metal purity, diamond clarity, and variable costs at scale. You get structured pricing data without managing complex crawler infrastructure.

Technical Spec

Candere scraper technical capabilities

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

JavaScript rendering
Full Playwright sessions required for dynamic price calculations
Supported
Variant matrix extraction
Captures all combinations of size, metal, and diamond quality
Supported
Making charge isolation
Separates base metal cost from making charges and GST
Supported
Live gold rate tracking
Captures the daily rate applied to the specific SKU
Supported
High-resolution images
Extracts clean URLs for all product gallery images
Supported
Change detection
Hash-based diffing to only emit records with changed prices
Supported
User Wishlists
Requires authenticated user sessions to access saved items
Partial
Checkout/Cart pricing
Final cart totals with user-specific loyalty points applied
Partial
Infrastructure

Infrastructure powering the Candere pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy and Playwright Stack

Scrapy handles crawl orchestration and deduplication. Playwright handles JavaScript rendering and dynamic price hydration.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across India. Rotation happens per request to prevent IP bans.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling and dependency management for daily price runs.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested arrays for complex variant matrices
CSV
Flat file with typed columns for simple catalogue ingestion
XLS
Standard Excel format for business analysts
Parquet
Columnar format optimised for BigQuery and Snowflake
AWS S3
Direct bucket delivery compatible with any data lake
Webhook
HTTP POST per record for real-time price updates
API
REST endpoint to query latest extracted records
PostgreSQL
Direct database insertion with upsert logic
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Can you extract making charges separately from the gold price?

Yes. Our pipeline isolates the base metal cost, making charges, diamond value, and GST exactly as Candere calculates them in their price breakdown interface.

How do you handle products with multiple sizes and metal colours?

We map the entire variant matrix. A single ring with 10 sizes, 3 metal colours, and 2 diamond qualities results in 60 distinct variant records, each with its own specific price.

How frequently can you update the pricing data?

Jewellery pricing is tied to daily gold rates. We typically run Candere pipelines on a daily schedule to capture the new rates, but sub-daily cadences are available if needed.

Do you capture diamond certification details?

Yes. We extract the certification body (like IGI or SGL), total carat weight, diamond colour, diamond clarity, and the number of diamonds for every studded product.

Can you extract the high-resolution product images?

Yes. We capture the direct URLs for all gallery images, 360-degree spins, and virtual try-on assets associated with the SKU.

What is the delivery format for complex variant data?

We recommend JSON or Parquet for nested variant structures. If you require CSV, we flatten the variants so each size and metal combination gets its own row.

$ dataflirt scope --new-project --source=candere.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 export or a continuous daily feed of gold rates and making charges, we scope, build, and operate the pipeline. Tell us what you need.

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

More in jewelry

Services

Data Extraction for Every Industry

View All Services →