We extract jewelry specifications, Charm Club inventory, dynamic pricing, and stock status from Thomas Sabo. Delivered as clean JSON, CSV, or Parquet to your warehouse.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Jewelry Products objects from thomassabo.com. All fields typed and schema-versioned.
"sku": "PE920-414-14", "name": "Pendant Magic Stars", "material": "925 Sterling silver", "plating": "18k yellow gold plating", "stones": "white zirconia", "price": 149.0, "currency": "EUR", "collection": "Magic Stars"
| # | sku | name | category | sub_category | collection | material |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Charm Club objects from thomassabo.com. All fields typed and schema-versioned.
"charm_id": "1895-051-14", "name": "Charm pendant letter A", "theme": "Letters", "material": "925 Sterling silver", "compatible_with": "Charm Club Bracelets", "price": 39.0, "stock_status": "in_stock"
| # | charm_id | name | category | theme | material | enamel_colour |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Pricing & Variants objects from thomassabo.com. All fields typed and schema-versioned.
"sku": "TR2341-414-14-54", "base_sku": "TR2341", "size": "54", "price": 198.0, "currency": "GBP", "in_stock": true, "low_stock_warning": false
| # | sku | base_sku | size | chain_length | price | list_price |
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Complete list of extractable fields for Watches objects from thomassabo.com. All fields typed and schema-versioned.
"sku": "WA0382-201-209-33", "model_name": "Divine Chrono", "case_diameter_mm": 33, "movement_type": "MIYOTA JS25", "water_resistance_atm": 10, "price": 298.0
| # | sku | model_name | case_diameter_mm | case_material | dial_colour | glass_type |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Categories & Collections objects from thomassabo.com. All fields typed and schema-versioned.
"collection_name": "Rebel at heart", "category_path": "Men > Jewelry > Collections", "product_count": 342, "min_price": 49.0, "max_price": 998.0, "gender": "Men"
| # | collection_name | category_path | product_count | min_price | max_price | gender |
|---|---|---|---|---|---|---|
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Our extraction pipeline targets precise catalogue metadata: materials, variants, sizing matrices, and relational compatibility mapping for the Charm Club ecosystem.
Rings, necklaces, bracelets, and watches scraped with complete metadata including clasp types, dimensions, and descriptions.
Extract relational data mapping individual charms to compatible bracelets and themes.
Parse detailed material specifications: 925 Sterling silver, 18k gold plating, zirconia, and diamond attributes.
Hydrate every ring size and chain length variant to capture accurate stock and pricing per SKU.
Extract clean, high-resolution image URLs directly from the CDN, bypassing compressed thumbnails.
Configure sessions to extract localised pricing across EU, UK, and US storefronts in native currencies.
Monitor inventory status including in-stock flags, low-stock warnings, and estimated delivery windows.
Extract available personalisation parameters, including supported fonts and character limits per item.
Map products to their respective collections like Magic Stars, Rebel at heart, and TS Exclusive.
Brief in. Clean data out.
Provide target categories, specific collections, or regions. We design the extraction schema together.
We configure Scrapy and Playwright crawlers, proxy rotation, and variant hydration logic.
Schema validation, null-rate checks, and variant completeness testing before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket or data warehouse on agreed cadence.
Thomas Sabo relies heavily on variant selectors and high-res media. We build resilient pipelines to capture exact specifications.
Jewelry pricing and stock status often change based on size. We execute JavaScript to hydrate every size variant on a product page, ensuring accurate SKU-level data rather than generic base-product approximations.
Thomas Sabo uses geolocation and cookies to serve regional pricing. We route requests through residential proxies matching the target region to capture accurate EUR, GBP, or USD pricing.
Product galleries load lazy-loaded thumbnails. We parse the underlying JSON state to extract the maximum resolution image URLs directly from the CDN.
The Charm Club ecosystem relies on compatibility. We map the relational graph between individual charms, carrier bracelets, and thematic collections.
For daily inventory tracking, we hash previous run states and only emit records where price or stock availability has changed, reducing processing overhead.
Jewelry brands track pricing strategies, discount depth, and promotional cadence across specific material categories.
Retail analysts evaluate collection depth, material usage, and category split to inform their own product development.
Track new arrivals and out-of-stock velocity to identify trending themes, colours, and charm motifs.
Brands match official catalogue specifications and pricing against third-party marketplaces to identify unauthorised resellers.
Correlate retail pricing with underlying material specifications like 925 Sterling silver and 18k gold plating.
Machine learning teams ingest structured metadata and high-resolution images to train jewelry recognition models.
"Jewelry specification data is highly structured but deeply nested. Extracting accurate material and sizing matrices requires precise DOM parsing."
Most out-of-the-box scraping tools fail at variant mapping for items like rings and chains. DataFlirt builds custom pipelines that hydrate every size and material combination, ensuring your catalogue data is complete and mathematically sound.
Everything supported by our thomassabo.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 rendering for variant selectors and dynamic pricing.
We route requests through region-specific residential proxies to ensure accurate localised pricing and prevent IP blocking.
Pipelines run on AWS infrastructure managed by Apache Airflow, ensuring reliable scheduling and automated retries.
Data delivered to where your team already works — no new tooling required.
About thomassabo.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available product and pricing data is generally permissible. DataFlirt extracts only public catalogue information and does not bypass authentication walls to access personal user data.
We use headless browsers to interact with the size selector dropdowns, capturing the specific SKU, price, and stock status for every available size.
Yes. We configure pipeline sessions with appropriate regional proxies and cookies to extract accurate pricing for the EU, UK, or US markets.
We extract and deliver the high-resolution image URLs. If you require the physical image files, we can configure a pipeline step to download and sync them to your S3 bucket.
Pipelines can be scheduled at daily or sub-daily cadences depending on your requirements. Stock status is accurate to the time of the crawl.
Yes. We extract the metadata indicating which charms are compatible with specific bracelets or necklaces, providing a clean relational dataset.
20-minute scoping call. Pilot dataset within the week. Production within two. From Charm Club inventory to full catalogue pricing, we build and maintain the extraction infrastructure. Tell us your data requirements.
