We extract premium bag listings, leather specifications, monogramming constraints, and inventory depth from Cuyana. 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 Product Listings objects from cuyana.com. All fields typed and schema-versioned.
"sku": "100111-001", "title": "System Tote", "price": 298.0, "currency": "USD", "category": "Bags", "materials": "Italian Leather", "dimensions": "11 in H x 19 in W x 5.5 in D"
| # | sku | title | category | sub_category | price | currency |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Variants & Colours objects from cuyana.com. All fields typed and schema-versioned.
"parent_sku": "100111", "variant_sku": "100111-001-OS", "colour_name": "Black", "in_stock": true, "price": 298.0, "size": "One Size"
| # | parent_sku | variant_sku | colour_name | hex_code | size | price |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Monogramming Data objects from cuyana.com. All fields typed and schema-versioned.
"sku": "100111-001", "monogram_eligible": true, "max_characters": 3, "monogram_price": 15.0, "foil_colours": "['Gold', 'Silver']", "font_options": "['Serif', 'Sans Serif']"
| # | sku | monogram_eligible | max_characters | font_options | foil_colours | placement_options |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Reviews & Ratings objects from cuyana.com. All fields typed and schema-versioned.
"review_id": "REV-99281", "sku": "100111-001", "star_rating": 5, "verified_buyer": true, "review_date": "2023-11-04", "review_title": "Perfect work bag"
| # | review_id | sku | reviewer_name | star_rating | review_title | review_body |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Bundle & Add-On Data objects from cuyana.com. All fields typed and schema-versioned.
"bundle_id": "BNDL-TOTE-ORG", "bundle_title": "System Tote + Insert", "base_sku": "100111-001", "bundle_price": 395.0, "total_value": 425.0, "in_stock": true
| # | bundle_id | bundle_title | base_sku | addon_skus | bundle_price | total_value |
|---|---|---|---|---|---|---|
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Our scraper extracts deep catalogue data from Cuyana, handling dynamic variant loading, monogramming configuration logic, and high-resolution asset discovery.
Extract titles, descriptions, dimensions, care instructions, and material specifications for every item.
Map parent products to all colourways, capturing hex codes, specific pricing, and variant SKUs.
Capture customisation rules including maximum characters, foil colours, and placement options per SKU.
Monitor stock status, low stock warnings, and estimated backorder shipping dates.
Scrape full-resolution image URLs, lifestyle shots, and video assets for every product variant.
Extract 'System' bundle configurations, add-on pricing, and combined discount values.
Paginate through customer reviews, capturing ratings, text, and verified buyer status.
Extract localised pricing and currency data based on target shipping destination.
Run continuous pipelines with hash-based diffing to track new product launches and colourway additions.
Brief in. Clean data out.
Select target categories, specific product lines, or full catalogue extraction.
We configure Playwright crawlers to handle dynamic variant loading and monogramming previews.
Schema validation, null-rate checks, and variant mapping verification before launch.
JSON, CSV, or Parquet pushed to your S3 bucket or warehouse on a defined schedule.
Modern eCommerce frontends use heavy JavaScript and dynamic state. We handle the rendering layer.
Cuyana loads variant specific data and pricing via frontend JavaScript. We use full browser rendering to capture accurate state for every colourway.
Customisation rules require specific user flows. Our crawlers simulate these flows to extract valid monogramming constraints and pricing.
Product galleries use lazy loading and responsive image sources. We parse the underlying data structures to extract the highest resolution assets.
We monitor specific API endpoints and DOM elements to capture real-time inventory status, backorder dates, and low-stock indicators.
We route requests through ISP-grade residential proxies to avoid rate limiting during high-frequency inventory checks.
Premium fashion brands monitor Cuyana's pricing architecture, material choices, and category expansion.
Retail strategists analyse colourway depth, bundle strategies, and product lifecycle duration.
Fashion analysts track the introduction and retirement of specific leather finishes and silhouettes.
Analyse customer reviews to identify common praise or complaints regarding specific materials or hardware.
Track direct-to-consumer pricing models, bundle discounts, and international price localisation.
Correlate out-of-stock events and backorder timelines to estimate production cycles and demand.
"Understanding a premium direct-to-consumer brand requires tracking not just their products, but their exact inventory depth, colourway lifecycle, and bundle architecture."
Extracting data from modern headless eCommerce platforms requires executing JavaScript and understanding complex variant state. DataFlirt manages the rendering layer, proxy rotation, and schema normalisation so you receive clean, analysis-ready records without maintaining custom scraping infrastructure.
Everything supported by our cuyana.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.
Handles Cuyana's dynamic frontend, executing JavaScript to load all variant data, monogramming previews, and high-resolution image galleries.
Utilises residential ISP proxies to distribute requests during deep catalogue crawls, preventing rate limits and IP bans.
Runs on Kubernetes with Apache Airflow scheduling. We monitor pipeline health, schema drift, and data completeness in real time.
Data delivered to where your team already works — no new tooling required.
About cuyana.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available product and pricing data is generally permissible. DataFlirt extracts public catalogue information and does not bypass authentication to access private user data.
We use Playwright to execute the frontend JavaScript, simulating user interactions to load and extract data for every available colourway and size combination.
Yes. We parse the customisation configuration for each eligible product, capturing maximum character limits, available foil colours, and associated costs.
We can configure pipelines to check stock levels and backorder dates on specific SKUs at daily or sub-daily intervals depending on your requirements.
Yes. We identify bundle configurations, extracting the base product, available add-ons, and the calculated bundle discount pricing.
Our managed service includes continuous schema monitoring. If a DOM change breaks extraction, our engineering team updates the selectors to restore the pipeline.
We begin tracking pricing history from the moment your pipeline is commissioned. We do not retroactively generate historical price data prior to pipeline creation.
20-minute scoping call. Pilot dataset within the week. Production within two. Get structured product, pricing, and inventory data delivered directly to your warehouse. Tell us your extraction requirements.
