We extract product listings, pricing signals, multi-currency variants, stock availability, and personalisation configurations from Aspinal of London. 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 Listings objects from aspinaloflondon.com. All fields typed and schema-versioned.
"sku": "042-2841", "title": "Midi Mayfair Bag", "category": "Handbags", "sub_category": "Top Handle Bags", "material": "Deep Shine Croc", "colour": "Black", "hardware_finish": "Gold", "scraped_at": "2026-05-12T09:14:00Z"
| # | sku | title | category | sub_category | collection | material |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Pricing & Currency objects from aspinaloflondon.com. All fields typed and schema-versioned.
"sku": "042-2841", "region": "UK", "currency": "GBP", "price": 650.0, "list_price": 650.0, "discount_pct": 0, "is_sale": false, "tax_included": true
| # | sku | region | currency | price | list_price | discount_pct |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Personalisation objects from aspinaloflondon.com. All fields typed and schema-versioned.
"sku": "042-2841", "embossing_available": true, "engraving_available": false, "max_characters": 4, "foil_colours": "['Gold', 'Silver', 'Blind']", "font_options": "['Standard', 'Cursive']", "personalisation_cost": 30.0
| # | sku | embossing_available | engraving_available | max_characters | foil_colours | font_options |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Inventory & Stock objects from aspinaloflondon.com. All fields typed and schema-versioned.
"sku": "042-2841", "in_stock": true, "stock_level": 14, "low_stock_warning": false, "backorder_available": false, "estimated_dispatch": "1-2 working days", "scraped_at": "2026-05-12T09:14:00Z"
| # | sku | in_stock | stock_level | low_stock_warning | backorder_available | estimated_dispatch |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Media & Specs objects from aspinaloflondon.com. All fields typed and schema-versioned.
"sku": "042-2841", "main_image_url": "https://www.aspinaloflondon.com/images/midi-mayfair-main.jpg", "height_cm": 15.7, "width_cm": 20.3, "depth_cm": 8.9, "handle_drop_cm": 7.6, "weight_kg": 0.54
| # | sku | main_image_url | gallery_urls | video_url | height_cm | width_cm |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Our Aspinal of London scraper handles multi-region pricing, dynamic stock states, and complex personalisation logic. Built for market analysts and pricing strategists.
Title, description, materials, colours, and category hierarchies scraped across all collections.
Capture GBP, USD, EUR, and AUD pricing variants by managing region-specific session cookies.
Track in-stock status, low stock warnings, and estimated dispatch times per SKU.
Extract embossing availability, character limits, foil colours, and associated costs for gift items.
Normalised extraction of height, width, depth, and strap lengths into structured numeric fields.
Capture main product images, gallery arrays, and video assets at maximum resolution.
Monitor seasonal sales, archive discounts, and promotional pricing across the catalogue.
Route requests through UK, US, or EU proxies to ensure accurate local pricing and tax inclusion.
Receive only updated records. Our diffing engine isolates price changes and stock drops.
Brief in. Clean data out.
Provide target categories or regional requirements. We design the extraction schema together.
We configure Scrapy crawlers, session management, and region-specific proxy routing.
Schema validation, null-rate checks, and currency normalisation validation before launch.
JSON, CSV, or Parquet pushed to your S3 bucket or Snowflake stage on agreed cadence.
eCommerce architectures require session persistence and dynamic state handling. Here is how we build resilient pipelines.
Aspinal uses cookies to lock users into specific regional pricing and tax contexts. Our crawlers manage isolated cookie jars per region, ensuring GBP, USD, and EUR prices are extracted accurately without cross-contamination.
Stock levels and personalisation options often load asynchronously. We use Playwright to execute JavaScript and wait for the DOM to fully hydrate before extracting inventory data.
Product descriptions contain unstructured dimension strings. Our pipeline uses regex pattern matching to extract height, width, and depth into clean, queryable numeric fields.
We bypass thumbnail images and target the source CDNs for maximum resolution assets, essential for visual AI training and high-fidelity catalogue mirroring.
For daily monitoring, we hash product states. You receive payloads containing only SKUs where prices, stock, or sale status have changed since the previous run.
Luxury retailers monitor Aspinal's pricing tiers and seasonal sale cadences to position their own leather goods.
Analysts track colour variations, material usage, and new collection launches to forecast luxury accessory trends.
Machine learning teams use high-resolution handbag and wallet imagery to train product recognition and styling models.
Track official retail prices to benchmark against third-party luxury distributors and department stores.
Correlate stock availability states with seasonal events to model demand for premium gift items.
Study embossing rules, character limits, and pricing models to inform competing personalisation services.
"Aspinal of London's digital catalogue represents a premium baseline for British luxury leather goods - tracking its pricing and stock yields high-signal market intelligence."
Extracting luxury retail data requires precision. We handle currency-specific session cookies, dynamic inventory states, and complex personalisation logic. DataFlirt manages the extraction infrastructure so your analysts can focus on pricing strategy and market positioning.
Everything supported by our aspinaloflondon.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 crawl orchestration and deduplication. Playwright handles JavaScript execution and strict cookie management for regional pricing.
We maintain pools of residential IPs across the UK and US. Rotation happens with sticky sessions to maintain currency contexts.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling and dependency management. All state stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About aspinaloflondon.com scraping, legality, and pipeline operations.
Ask us directly →Yes. We manage session cookies and route requests through region-specific proxies to extract accurate GBP, USD, EUR, and AUD pricing directly from the storefront.
We support daily or intra-day cadences. For high-velocity monitoring during sales events, we can configure hourly pipelines targeting specific high-value SKUs.
Yes. We capture embossing availability, maximum character limits, available fonts, foil colours, and the associated costs for all applicable products.
Our pipelines include post-processing steps that use regex to identify and extract height, width, depth, and strap drop measurements, converting them into structured numeric fields.
Yes. We extract the source CDN URLs for main images and gallery arrays, bypassing compressed thumbnails to provide assets suitable for visual AI training.
Yes. We capture the exact stock state, including out-of-stock flags, low stock warnings, and estimated dispatch dates for backordered items.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off catalogue dump or continuous price monitoring across regions. We scope, build, and operate the pipeline. Tell us what you need.
