We extract high-end furniture and lighting catalogues, designer profiles, material specifications, and pricing from Luminaire. 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 luminaire.com. All fields typed and schema-versioned.
"product_id": "LUM-8492", "sku": "FLOS-ARCO-01", "name": "Arco Floor Lamp", "designer": "Achille Castiglioni", "brand": "Flos", "category": "Lighting", "price": 3495.0, "currency": "USD", "lead_time": "In Stock"
| # | product_id | sku | name | designer | brand | category |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Designer Profiles objects from luminaire.com. All fields typed and schema-versioned.
"designer_id": "DES-102", "name": "Achille Castiglioni", "country_of_origin": "Italy", "active_years": "1918-2002", "products_count": 42, "profile_image_url": "https://cdn.luminaire.com/designers/castiglioni.jpg", "associated_brands": "['Flos', 'Zanotta']"
| # | designer_id | name | biography | country_of_origin | active_years | products_count |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Lighting Specifications objects from luminaire.com. All fields typed and schema-versioned.
"product_id": "LUM-8492", "voltage": "120V", "bulb_type": "1 x 100W A-21 Medium Silvered Bulb", "wattage": "100W", "dimmable": true, "certification": "UL Listed", "cord_length": "106 inches", "materials": "['Carrara Marble', 'Stainless Steel', 'Aluminum']"
| # | product_id | voltage | bulb_type | wattage | lumens | colour_temperature |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Materials & Variants objects from luminaire.com. All fields typed and schema-versioned.
"sku": "FLOS-ARCO-01", "product_id": "LUM-8492", "variant_name": "Standard Marble Base", "finish_name": "White Carrara", "material_type": "Stone", "swatch_image_url": "https://cdn.luminaire.com/swatches/carrara.jpg", "price_modifier": 0.0, "in_stock": true
| # | sku | product_id | variant_name | finish_name | material_type | swatch_image_url |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Brand Data objects from luminaire.com. All fields typed and schema-versioned.
"brand_id": "BRD-045", "brand_name": "Flos", "origin_country": "Italy", "collection_count": 28, "product_count": 156, "logo_url": "https://cdn.luminaire.com/brands/flos-logo.png", "website": "https://flos.com"
| # | brand_id | brand_name | origin_country | description | collection_count | product_count |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Luminaire scraper handles the complex hierarchy of high-end design retail: multi-variant finishes, nested designer relationships, and dimensional specifications.
Extract SKU, title, description, and category hierarchy for every furniture and lighting piece on the storefront.
Capture designer biographies, origin data, and relational links to all associated products and brands.
Parse WxDxH metrics, weight specifications, and metric-to-imperial conversions directly from technical spec sheets.
Extract voltage, lumen output, bulb requirements, and dimming capabilities for all lighting fixtures.
Map finish options, upholstery grades, and hardware colours across complex product configurators.
Extract uncompressed asset URLs and gallery arrays directly from the underlying content delivery network.
Capture MSRP, custom quote flags, and estimated delivery windows for standard and made-to-order items.
Map individual products back to their specific manufacturer collections and brand origin data.
Run weekly or monthly catalogue syncs to detect new designer additions and discontinued product lines.
Brief in. Clean data out.
Provide categories, designer lists, or brand filters. We design the extraction schema together.
We configure Scrapy / Playwright crawlers to navigate Luminaire's configurators and variant structures.
Schema validation, null-rate checks, and image URL resolution testing before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Luminaire's catalogue features complex product configurators and high-resolution asset delivery networks. We extract the underlying schema cleanly.
High-end furniture often has dozens of upholstery and finish combinations. We execute JavaScript to iterate through configurator states, capturing the specific price and SKU for every valid permutation.
Frontend galleries often display compressed webp images. Our pipeline parses the srcset and CDN parameters to extract the highest resolution source files required for visual AI training or high-fidelity archiving.
Luminaire links products, designers, and brands. We maintain these relationships during extraction, outputting normalised tables with consistent foreign keys so your database remains structured.
We maintain a hash index of last-seen values per field. Subsequent runs only push diffs, reducing compute cost and downstream processing load when tracking price or lead time changes.
Retailers update their frontend frameworks periodically. We alert on null-rate spikes and coverage drops, adjusting selectors before you experience data loss.
Luxury retailers monitor MSRP and lead times across shared brands to ensure parity and identify supply chain advantages.
Procurement platforms aggregate specifications and dimensions to build unified trade purchasing portals.
Manufacturers audit how their collections are merchandised, checking image fidelity and product description accuracy.
Analysts track the introduction of new designers and materials to quantify shifts in contemporary design preferences.
Tracking changes in lead times across specific European manufacturers to predict macro supply chain bottlenecks.
Computer vision teams use curated, high-resolution imagery paired with structured metadata to train furniture recognition models.
"Luminaire holds one of the most curated datasets of contemporary design, but extracting multi-variant material specifications requires structural precision."
Most teams struggle with luxury retail catalogues because the data is highly nested. A single lighting fixture might have twenty finish combinations, distinct lead times, and specific voltage requirements. DataFlirt handles this relational complexity so your engineers receive clean, normalised tables.
Everything supported by our luminaire.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 complex product configurators.
We maintain pools of residential ISP proxies to ensure uninterrupted access without triggering rate limits or blocks.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting.
Data delivered to where your team already works — no new tooling required.
About luminaire.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available information is generally permissible under applicable law. DataFlirt targets only public, non-authenticated product and designer data. We do not extract personal data or circumvent authentication walls.
We use Playwright to systematically iterate through JavaScript-rendered configurators, capturing the unique SKU, price, and image asset for every valid material and finish combination.
Yes. Our pipeline parses the underlying CDN URLs to bypass frontend compression, delivering links to the highest resolution source files available.
Yes. We extract technical data including voltage, lumen output, bulb requirements, and dimming capabilities into structured fields rather than raw text blocks.
For luxury retail catalogues, weekly or monthly refreshes are standard. However, we can configure daily runs if you are monitoring specific high-velocity inventory or pricing changes.
No. Extracting trade-specific discounts requires an authenticated session with approved trade credentials, which falls outside our public data extraction scope.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off extraction of lighting fixtures or a continuous feed of the entire designer catalogue, we build and operate the pipeline. Tell us your requirements.
