We extract complete luxury catalogues, stock depths, material specifications, and pricing from Mansur Gavriel. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake 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 Catalogue objects from mansurgavriel.com. All fields typed and schema-versioned.
"sku": "MG-BKT-MINI-BLK", "title": "Mini Bucket Bag", "category": "Bags", "base_price": 595.0, "currency": "USD", "primary_material": "Vegetable Tanned Leather", "made_in": "Italy"
| # | sku | title | category | sub_category | base_price | currency |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Variants & Colours objects from mansurgavriel.com. All fields typed and schema-versioned.
"parent_sku": "MG-BKT-MINI", "variant_id": "4028193812", "colour_name": "Black / Flamma", "stock_status": "in_stock", "variant_price": 595.0, "image_url": "https://cdn.mansurgavriel.com/media/black_flamma.jpg"
| # | parent_sku | variant_id | colour_name | colour_hex | size | stock_status |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Stock & Pricing objects from mansurgavriel.com. All fields typed and schema-versioned.
"sku": "MG-BKT-MINI-BLK", "base_price": 595.0, "sale_price": 450.0, "discount_pct": 24, "in_stock": true, "low_stock_warning": true, "timestamp": "2026-05-12T09:14:00Z"
| # | sku | base_price | sale_price | discount_pct | in_stock | low_stock_warning |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Materials & Care objects from mansurgavriel.com. All fields typed and schema-versioned.
"sku": "MG-BKT-MINI-BLK", "exterior_material": "Italian Vegetable Tanned Leather", "lining_material": "Matte Patent", "hardware_finish": "Gold", "dimensions_cm": "20 x 15 x 10", "care_instructions": "Wipe with a soft cloth.", "weight_kg": 0.45
| # | sku | exterior_material | lining_material | hardware_finish | dimensions_cm | weight_kg |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Media Assets objects from mansurgavriel.com. All fields typed and schema-versioned.
"sku": "MG-BKT-MINI-BLK", "main_image": "https://cdn.mansurgavriel.com/img/main.jpg", "alternate_images": "['img2.jpg', 'img3.jpg']", "video_url": "None", "image_alt_text": "Model wearing Mini Bucket Bag in Black", "thumbnail_url": "https://cdn.mansurgavriel.com/img/thumb.jpg", "asset_timestamp": "2026-05-12T09:14:00Z"
| # | sku | main_image | alternate_images | lifestyle_images | video_url | image_alt_text |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our scraper targets the underlying headless commerce APIs and static site generation patterns to extract clean, normalised data directly from Mansur Gavriel's storefront.
Extract every handbag, shoe, and accessory with full metadata including title, description, SKU, and category taxonomy.
Map parent products to all child variants, capturing specific colour names, hardware finishes, and variant-specific pricing.
Parse unstructured description text to isolate leather types, lining materials, exact dimensions, and origin country.
Track base prices, promotional markdowns, and currency-specific pricing across different regional storefronts.
Monitor in-stock status and low-stock warnings at the variant level to detect fast-moving inventory.
Extract uncompressed CDN links for main product images, lifestyle shots, and alternate angles.
Capture 'Complete the Look' and recommended product relationships to understand merchandising strategies.
Extract data across US, EU, and UK storefronts to normalise international pricing strategies.
Run daily or weekly pipelines that only push new products or changed stock statuses to your warehouse.
Brief in. Clean data out.
Provide target categories or specific product URLs. We map the required attributes and design the output schema.
We configure Playwright spiders to handle headless architecture, infinite scrolling, and regional selectors.
Schema validation ensures material types, variant prices, and stock statuses meet strict null-rate thresholds.
Clean JSON or Parquet data is pushed directly to your S3 bucket, BigQuery dataset, or via Webhook.
Mansur Gavriel uses modern frontend frameworks that complicate traditional scraping. We handle the technical overhead.
Modern luxury sites rely on client-side rendering. We use Playwright to execute JavaScript, wait for network hydration, and capture the final DOM state containing pricing and stock data.
Where possible, we bypass the DOM entirely and intercept the underlying headless commerce API calls, extracting structured JSON payloads for faster, more reliable variant mapping.
To avoid WAF blocks and rate limits during full-catalogue sweeps, we route requests through residential proxies, normalising our request volume across thousands of IPs.
Luxury descriptions are often editorial. We use regex and NLP to parse paragraph text into structured fields for dimensions, materials, and care instructions.
A single bucket bag may have 15 colour and interior lining combinations. We iterate through all variant selectors to capture specific SKU, stock, and price changes per combination.
Luxury brands monitor Mansur Gavriel's pricing tiers and promotional cadences to position their own leather goods.
Retail analysts track colour additions and discontinued variants to identify seasonal trends in the handbag market.
Supply chain teams monitor out-of-stock rates on core items like the Flamma Bucket Bag to estimate production volumes.
Brand protection teams match official catalogue SKUs and pricing against third-party marketplaces to spot unauthorised sellers.
Manufacturers track the shift between vegetable-tanned leather, saffiano, and vegan alternatives across the catalogue.
Computer vision teams use the high-resolution product and lifestyle image datasets to train fashion recognition models.
"Luxury retail intelligence requires precision. Mansur Gavriel's catalogue contains critical material and pricing signals, accessible only if you build the pipeline."
Extracting data from modern headless commerce architectures demands JavaScript execution, variant mapping, and strict schema validation. DataFlirt manages the proxy rotation, session handling, and extraction logic so your engineering team can focus on data modelling instead of crawler maintenance.
Everything supported by our mansurgavriel.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.
We trace network requests to locate the underlying JSON endpoints feeding the frontend, allowing for faster and more structured data extraction.
Requests are routed through premium residential IPs to prevent rate limiting and simulate legitimate user traffic across different geographic regions.
Post-extraction scripts validate schema constraints, check for missing variant prices, and flag abnormal stock changes before data reaches your warehouse.
Data delivered to where your team already works — no new tooling required.
About mansurgavriel.com scraping, legality, and pipeline operations.
Ask us directly →Scraping public product data, pricing, and stock information is generally permissible. DataFlirt strictly targets publicly accessible frontend data and APIs. We do not bypass authentication walls or extract personally identifiable information (PII).
We extract the parent product and map all associated child variants. Each variant record includes the specific colour name, hex code (if available), variant-specific image URLs, and stock status.
Yes. We bypass the compressed thumbnail URLs displayed on category pages and extract the source CDN links for the highest resolution images available in the product gallery.
For targeted SKU lists, we can configure pipelines to run hourly. For full catalogue sweeps, we recommend daily or twice-daily runs to balance data freshness with extraction stability.
Yes. We use custom parsing logic to isolate specific material declarations (e.g., 'Vegetable Tanned Leather', 'Canvas') and dimensions from the unstructured description text.
Yes. By routing our crawlers through region-specific proxies (e.g., UK, EU), we can extract the localised pricing and currency for those specific markets.
Our managed service includes continuous pipeline maintenance. We monitor run logs for schema drift and null-rate spikes. If Mansur Gavriel updates their frontend architecture, our engineers repair the selectors within our SLA window.
20-minute scoping call. Pilot dataset within the week. Production within two. Stop manually tracking competitor pricing and stock levels. Let DataFlirt build a reliable pipeline for Mansur Gavriel and deliver structured data directly to your warehouse.
