We extract product catalogues, dynamic pricing, inventory depth, and material compositions from toryburch.com. 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 toryburch.com. All fields typed and schema-versioned.
"sku": "138982-001", "product_name": "Kira Chevron Small Camera Bag", "category": "Handbags > Crossbody Bags", "price": 398.0, "currency": "USD", "colour_name": "Black", "material": "Leather", "style_number": "138982"
| # | sku | product_name | brand | category | sub_category | price |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Inventory & Stock objects from toryburch.com. All fields typed and schema-versioned.
"sku": "143567-250", "size_id": "8.5", "colour_id": "Perfect Black", "in_stock": true, "stock_level": 12, "low_stock_warning": false, "store_availability": true, "scraped_at": "2026-10-14T08:12:00Z"
| # | sku | variant_id | colour_id | size_id | in_stock | stock_level |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Pricing & Sales objects from toryburch.com. All fields typed and schema-versioned.
"sku": "143567-250", "original_price": 298.0, "sale_price": 209.0, "discount_pct": 30, "currency": "USD", "promo_eligible": false, "final_sale": true, "region_code": "US"
| # | sku | original_price | sale_price | discount_pct | currency | promo_eligible |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Images & Media objects from toryburch.com. All fields typed and schema-versioned.
"sku": "138982-001", "primary_image_url": "https://s7d5.scene7.com/is/image/ToryBurch/138982_001_A", "gallery_image_urls": "['https://s7d5.scene7.com/is/image/ToryBurch/138982_001_B', 'https://s7d5.scene7.com/is/image/ToryBurch/138982_001_C']", "alt_text": "Kira Chevron Small Camera Bag in Black", "model_height": "5'10"", "model_size": "US 4", "cdn_provider": "Scene7"
| # | sku | primary_image_url | gallery_image_urls | video_url | alt_text | model_height |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Categories & Navigation objects from toryburch.com. All fields typed and schema-versioned.
"category_id": "handbags-crossbody-bags", "category_name": "Crossbody Bags", "parent_category": "Handbags", "breadcrumb": "Home > Handbags > Crossbody Bags", "product_count": 142, "url": "https://www.toryburch.com/en-us/handbags/crossbody-bags/", "scraped_at": "2026-10-14T08:15:22Z"
| # | category_id | category_name | parent_category | breadcrumb | product_count | url |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our extraction pipeline targets every layer of the Tory Burch platform: product listings, dynamic inventory, regional pricing, and high-resolution assets, bypassing modern anti-bot systems.
Extract data across Handbags, Shoes, Ready-to-Wear, and Accessories with complete metadata capture.
Map parent SKUs to every child variant, capturing size availability and specific colourway pricing.
Monitor stock depth, low-stock warnings, and backorder dates for specific sizes and colours.
Capture original prices versus markdown prices, final sale flags, and percentage discounts.
Resolve and extract full-resolution image URLs from Scene7 CDNs, including gallery and swatch images.
Parse fabric composition, hardware details, and specific care instructions from product descriptions.
Extract pricing data across different regional subdomains to track currency and market variations.
Capture 'Style It With' and 'You May Also Like' product associations mapped by SKU.
Run one-off bulk exports or configure continuous pipelines with change-detection diffing.
Brief in. Clean data out.
Provide target categories, specific SKUs, or regional domains. We design the extraction schema together.
We configure Scrapy and Playwright crawlers, proxy rotation, and session management for toryburch.com.
Schema validation, null-rate checks, and price-outlier detection before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
High-end retail sites deploy aggressive anti-bot measures and complex frontend frameworks. Here is how we maintain data flow.
Luxury retailers use enterprise bot protection like Datadome or Akamai. Our crawlers use residential ISP proxies with realistic browser fingerprints and full cookie session management to bypass blocks.
Colour and size variants on toryburch.com load dynamically via JavaScript. We run full Playwright browser sessions to trigger variant hydration and capture accurate stock states.
Fashion sites update DOM structures seasonally. Our strategy uses multiple fallback chains per field, including structured data extraction, to ensure layout changes do not break the pipeline.
We maintain a hash index of last-seen values per SKU. Subsequent runs only push diffs, reducing compute cost and downstream processing load for inventory updates.
Product images are served dynamically via Scene7. We parse the CDN parameters to extract the highest resolution assets without downloading the files directly, saving bandwidth.
Retailers and competing luxury brands monitor pricing and markdown cadences to adjust their own promotional strategies.
Merchandising teams analyse category depth, colour trends, and material usage to inform seasonal buying decisions.
Analysts track when specific SKUs move to the sale section and at what discount percentage to optimise clearance strategies.
Brands monitor official pricing across global regions to identify arbitrage opportunities exploited by unauthorised resellers.
Machine learning teams extract high-resolution product imagery and descriptions to train fashion-specific computer vision models.
Supply chain teams correlate stock availability signals across sizes to predict demand curves for specific product categories.
"Tory Burch updates regional pricing and inventory matrices constantly. Tracking these shifts manually is impossible without a structured extraction pipeline."
Luxury fashion brands deploy aggressive anti-bot measures and complex frontend architectures to protect their catalogues. DataFlirt manages the residential proxies, JavaScript execution, and schema maintenance required to extract clean SKU data, so your team can focus on retail analytics rather than pipeline repairs.
Everything supported by our toryburch.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.
Scrapy handles orchestration and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows for dynamic product variants.
We maintain pools of residential ISP proxies to bypass luxury retail bot protection. Rotation happens per-request with sticky sessions where required.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting. All state is stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About toryburch.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available information, such as product prices and inventory levels, is generally permissible under applicable law. DataFlirt targets only public, non-authenticated catalogue data. We do not extract personal data or circumvent authentication walls. Clients should review terms of service and consult legal counsel for specific use cases.
We use residential ISP proxies, full Playwright browser sessions with realistic TLS fingerprints, and request timing modelled on human behaviour to bypass enterprise WAFs like Akamai or Datadome.
Yes. Our pipeline maps the parent SKU to every child variant, extracting specific pricing, stock levels, and identifiers for every colour and size combination available on the product page.
Pipelines can be configured to run daily, hourly, or at custom intervals depending on your requirements. Change-detection diffs ensure you only process records where stock or pricing has shifted.
We extract the direct CDN URLs for the highest resolution assets available. We can deliver these URLs in the dataset or configure a separate pipeline to download and transfer the physical image files to your storage.
Yes. By routing requests through region-specific residential proxies and targeting specific subdomains, we can extract localised pricing and currency data for global market analysis.
Our packages start at defined category extractions with weekly delivery. For full catalogue tracking at higher frequencies, we price based on compute volume and proxy bandwidth. Contact us for a scoped quote.
Yes. We provide a sample run of up to 200 SKUs as part of the scoping process so you can validate schema fit, variant mapping, and data quality before signing a contract.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off catalogue export or continuous inventory tracking across thousands of SKUs, we build and operate the pipeline. Tell us what you need.
