We extract luminaire specifications, photometric data, BIM objects, and LED performance metrics from Bega. 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 Luminaire Specifications objects from bega.com. All fields typed and schema-versioned.
"article_number": "24301K3", "product_family": "Wall luminaires", "application_area": "Exterior", "protection_class": "I", "ip_rating": "IP 64", "ik_rating": "IK 06", "material": "Cast aluminium", "colour": "Graphite", "weight": "1.8 kg"
| # | article_number | product_family | application_area | protection_class | ip_rating | ik_rating |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for LED Performance objects from bega.com. All fields typed and schema-versioned.
"article_number": "24301K3", "led_module": "LED-0800/830", "colour_temperature": "3000 K", "cri": "> 80", "module_luminous_flux": "1200 lm", "luminaire_luminous_flux": "850 lm", "luminaire_efficiency": "85 lm/W", "connected_wattage": "10 W"
| # | article_number | led_module | colour_temperature | cri | module_luminous_flux | luminaire_luminous_flux |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Photometric & CAD Downloads objects from bega.com. All fields typed and schema-versioned.
"article_number": "24301K3", "ies_url": "https://www.bega.com/download/ies/24301K3.ies", "ldt_url": "https://www.bega.com/download/ldt/24301K3.ldt", "rfa_url": "https://www.bega.com/download/bim/24301K3.rfa", "dwg_url": "https://www.bega.com/download/cad/24301K3.dwg", "pdf_spec_url": "https://www.bega.com/download/pdf/24301K3_en.pdf", "installation_manual_url": "https://www.bega.com/download/manual/24301K3_inst.pdf"
| # | article_number | ies_url | ldt_url | rfa_url | dwg_url | pdf_spec_url |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Optical & Light Distribution objects from bega.com. All fields typed and schema-versioned.
"article_number": "24301K3", "light_distribution": "Asymmetrical", "half_beam_angle": "45 degrees", "bug_rating": "B1-U0-G0", "upward_light_ratio": "0.0 %", "glare_evaluation": "UGR < 19", "optic_material": "Safety glass"
| # | article_number | light_distribution | half_beam_angle | bug_rating | upward_light_ratio | glare_evaluation |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Accessories & Spare Parts objects from bega.com. All fields typed and schema-versioned.
"article_number": "24301K3", "accessory_article_number": "70 714", "accessory_description": "Earth spike", "spare_part_number": "DEV-0270/350", "spare_part_name": "LED power supply unit", "led_replacement_module": "LED-0800/830", "power_supply_unit": "On/Off"
| # | article_number | accessory_type | accessory_article_number | accessory_description | spare_part_number | spare_part_name |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Bega scraper parses deep technical tables, extracts LED performance metrics, maps spare parts, and orchestrates the download of photometric and CAD files directly to your storage.
Extract every luminaire, accessory, and spare part across interior, exterior, and urban lighting categories.
Parse IP ratings, IK ratings, protection classes, dimensions, weights, and material compositions into structured fields.
Capture connected wattage, luminous flux, luminaire efficiency, colour temperature (CCT), and CRI for all variants.
Automated downloading and renaming of IES, LDT, BIM (Revit), and CAD files, pushed directly to your S3 bucket.
Extract parent-child relationships between luminaires and their compatible replacement LED modules and power supplies.
Capture beam angles, BUG ratings, upward light ratios, and glare evaluation metrics for precise lighting design inputs.
Extract localised specifications and data sheets from EN, DE, FR, and other regional Bega catalogues.
Monitor new product launches, discontinued items, and technical specification updates with hash-based diffing.
Extract legacy tabular data and installation diagrams directly from Bega specification PDFs when HTML data is incomplete.
Brief in. Clean data out.
Provide product families, application areas, or specific article numbers. We design the extraction schema together.
We configure crawlers, file download orchestrators, and technical table parsers tailored to Bega's DOM structure.
Schema validation, unit normalisation, file integrity checks, and null-rate monitoring before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Extracting architectural lighting data requires parsing complex nested tables and orchestrating thousands of file downloads. Here is how we manage it.
Bega hosts thousands of photometric and CAD files. Our pipeline intercepts download links, streams files directly to your S3 bucket, and maps the S3 URIs back to the structured JSON record for each luminaire.
Lighting specifications are deeply nested. We flatten multi-level HTML tables containing LED module variants, colour temperatures, and control gear options into a clean, relational schema.
For older luminaires where Bega only provides PDF specification sheets, we deploy PDFPlumber to extract tabular technical data and normalise it to match the HTML-extracted schema.
Lighting technologies evolve rapidly. We maintain a hash index of last-seen values for LED efficiency and luminous flux. Subsequent runs only push diffs, ensuring your database reflects the latest generation of LED modules.
Bega offers different specifications for the US (120/277V, UL listed) versus European (230V, CE) markets. We scrape region-specific sites and normalise the output into a unified global schema.
Software providers ingest Bega's photometric files (IES/LDT) and metadata to populate proprietary lighting design and simulation tools.
Lighting manufacturers compare their product efficacy (lm/W), IP ratings, and pricing tiers against Bega's industry-standard catalogue.
Architecture and engineering firms automatically sync Bega's Revit (RFA) families and CAD models into their internal BIM libraries.
Wholesale distributors automate the ingestion of Bega product data, images, and technical sheets into their own eCommerce platforms.
Facilities management companies map legacy Bega luminaires to current LED replacement modules and power supply units for maintenance planning.
Analysts track shifts in standard colour temperatures, CRI improvements, and efficiency trends across premium architectural lighting.
"Bega's catalogue is the gold standard for architectural lighting, but extracting structured photometric and BIM data requires a purpose-built pipeline."
Most teams struggle with Bega's complex file assets and nested technical tables. DataFlirt handles the heavy lifting: parsing LED metrics, downloading IES files, mapping spare parts, and normalising output into clean relational formats so your engineers can focus on product integration.
Everything supported by our bega.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 dynamic product variant tables and file download triggers.
Dedicated workers intercept photometric and CAD file downloads, stream them to AWS S3, and map the object URIs back to the structured database record.
Pipelines run on AWS ECS. Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About bega.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available technical specifications and product data from Bega is generally permissible under applicable law. DataFlirt targets only public, non-authenticated luminaire data and photometric files. We do not extract personal data or circumvent authentication walls.
Yes. Our pipeline automatically triggers the download of IES and LDT files for each luminaire variant, streams them to your S3 bucket, and includes the URI in the structured data payload.
We extract data at the variant level. A single luminaire family may have dozens of variants based on colour temperature, control gear, and beam angle. Each variant is extracted as a discrete record with its specific technical values.
Yes. For older products where HTML tables are incomplete, we use PDF parsing libraries to extract tabular data directly from the official PDF specification sheets.
We can schedule pipelines to run weekly or monthly to capture new product launches, discontinued items, and updates to LED efficiency metrics.
We provide the raw IES/LDT files and structured metadata required to populate lighting design software databases. You can map our JSON/CSV output directly into your proprietary ingest formats.
Our smallest packages start at a defined list of product families with monthly delivery. For full-catalogue extraction including all asset downloads, we price based on compute volume and storage requirements.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off technical export or continuous monitoring of Bega's luminaire catalogue, we scope, build, and operate the pipeline. Tell us what you need.
