We extract architectural lighting catalogues, photometric files, technical specifications, and configurable product variants from Vibia. 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 Specifications objects from vibia.com. All fields typed and schema-versioned.
"sku": "0150-04", "name": "Flamingo 1510", "collection": "Flamingo", "designer": "Antoni Arola", "category": "Pendant", "weight_kg": 4.5, "installation_type": "Surface Canopy", "materials": "['Acrylic', 'Aluminum', 'Steel']"
| # | sku | name | collection | designer | category | materials |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Technical Lighting objects from vibia.com. All fields typed and schema-versioned.
"sku": "0150-04", "light_source": "LED 2x 5.6W 500mA", "led_colour_temp": "2700K", "cri": ">90", "lumens": 1142, "dimming_protocol": "DALI / 1-10V / Push", "ip_rating": "IP20", "voltage": "110-240V"
| # | sku | light_source | led_colour_temp | cri | lumens | dimming_protocol |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Configurator Variants objects from vibia.com. All fields typed and schema-versioned.
"base_sku": "0150", "variant_id": "0150-04-12", "finish_colour": "Graphite", "canopy_type": "Built-in", "cable_length_cm": 300, "total_drop_cm": 350, "availability_status": "Made to order", "lead_time_weeks": 6
| # | base_sku | variant_id | finish_colour | canopy_type | cable_length_cm | total_drop_cm |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Downloadable Assets objects from vibia.com. All fields typed and schema-versioned.
"sku": "0150-04", "photometrics_ies_url": "https://vibia.com/assets/ies/0150.ies", "bim_revit_url": "https://vibia.com/assets/bim/0150.rfa", "assembly_instructions_url": "https://vibia.com/assets/pdf/install_0150.pdf", "technical_drawing_url": "https://vibia.com/assets/dwg/0150_2d.dwg", "high_res_images": "['url1.jpg', 'url2.jpg']", "energy_label_url": "https://vibia.com/assets/energy/0150_label.pdf"
| # | sku | assembly_instructions_url | photometrics_ies_url | photometrics_ldt_url | bim_revit_url | sketchup_url |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Designers & Collections objects from vibia.com. All fields typed and schema-versioned.
"designer_name": "Antoni Arola", "collection_name": "Flamingo", "collection_desc": "Deconstructs the traditional pendant light.", "product_count": 18, "year_launched": 2016, "awards": "['Design Plus', 'Archiproducts Design Award']", "collection_url": "https://vibia.com/en/int/collections/flamingo"
| # | designer_name | designer_bio | collection_name | collection_desc | product_count | year_launched |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Vibia scraper handles complex product configurators, nested technical data, and direct asset links. We bypass frontend rendering to deliver structured architectural lighting data directly to your database.
Extract lumens, CRI, colour temperature, IP ratings, and dimming protocols (DALI, Casambi, 1-10V) normalised into queryable fields.
Map direct download URLs for IES and LDT files directly to their parent SKUs for automated lighting software integration.
Iterate through Vibia's custom product configurators to extract all possible combinations of finishes, canopies, and cable lengths.
Capture direct URLs for Revit (.rfa), AutoCAD (.dwg), and SketchUp files associated with each product variant.
Parse physical dimensions, canopy sizes, maximum drop lengths, and net weights into standard metric formats.
Extract designer biographies, collection narratives, and award history linked to the specific catalogue items.
Map PDFs for assembly instructions, energy labels, and maintenance guides directly to the product record.
Catalogue exact material compositions (e.g., spun aluminium, blown glass) and RAL colour codes where available.
Monitor the catalogue for new product launches, discontinued SKUs, or updated photometric files with delta exports.
Brief in. Clean data out.
Provide target collections, categories, or specific product lines. We design the extraction schema for technical and asset data.
We configure Playwright crawlers to handle Vibia's JavaScript-heavy configurators and asset download gateways.
Schema validation, null-rate checks on technical fields, and asset URL verification before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Extracting from a high-end design brand requires parsing complex visual configurators and deeply nested technical PDFs. Here is how we build the pipeline.
Vibia's product pages rely heavily on client-side rendering to display variants and technical specs. We run full Playwright browser sessions to trigger UI state changes and capture the resulting data matrix.
Photometric and BIM files are often gated behind JavaScript triggers. We intercept network requests to extract the direct, permanent CDN URLs for all technical assets.
Lighting specifications are frequently embedded in unstructured text blocks. Our parsers use regex and NLP to extract discrete values for CRI, colour temperature, and lumen output into numeric fields.
To prevent IP bans during deep catalogue crawls, we route traffic through European residential proxies, maintaining realistic request rates and session headers.
We maintain a hash index of last-seen values per SKU. Subsequent runs only push diffs, reducing compute cost and ensuring you only process actual catalogue updates.
Ingest complete Vibia catalogues into internal specification software, complete with direct links to Revit families and IES files.
Synchronise product data, technical specifications, and high-resolution imagery with your own B2B or B2C eCommerce platforms.
Aggregate 3D models and technical metadata to populate material libraries for architects and interior designers.
Track Vibia's material choices, pricing strategies (where public), and new product launches to inform internal product development.
Automatically update internal databases with the latest Vibia photometric data (LDT/IES) for accurate DIALux or Relux calculations.
Populate mood board and design curation platforms with accurate product dimensions, finishes, and designer attribution.
"Architectural lighting requires absolute precision. Missing an IP rating or a photometric file renders the catalogue data useless for professional specifiers."
Most teams struggle to extract data from high-end design websites because the information is locked inside complex configurators or downloadable PDFs. DataFlirt builds pipelines that interact with Vibia's frontend exactly like a lighting designer would, extracting every technical parameter and asset link into a structured, queryable database.
Everything supported by our vibia.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 interacts with Vibia's Vue.js/React frontend to trigger configurator changes and expose asset links.
We route requests through European and US residential IPs to bypass rate limits and geographic content restrictions on the Vibia platform.
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 vibia.com scraping, legality, and pipeline operations.
Ask us directly →Yes. We do not host the files directly, but we extract the direct CDN download URLs for all IES and LDT files and map them to their corresponding product SKUs.
Our Playwright scripts programmatically select every available option in the configurator (finish, canopy type, dimming protocol) and record the resulting SKU, technical specs, and asset links for each permutation.
Yes. We capture the direct links to Revit (.rfa), AutoCAD (.dwg), and SketchUp files associated with each product.
Public MSRP pricing can be scraped where available. Trade pricing requires a Vibia Professional account. We do not bypass authentication walls or scrape gated client data.
For a catalogue of Vibia's size, we typically recommend a weekly or monthly refresh cadence to capture new product launches and discontinued items without unnecessary compute costs.
Yes. We extract metrics like CRI, colour temperature (K), and lumen output from raw text strings and deliver them as clean numeric or categorical fields in the final dataset.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off catalogue extraction or a continuous feed of architectural lighting updates, we build and operate the infrastructure. Tell us what you need.
