We extract lighting collections, technical specifications, variants, pricing, and stock status from 1Stoplighting. 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 1stoplighting.com. All fields typed and schema-versioned.
"sku": "KIC-43156BK", "brand": "Kichler", "collection": "Tully", "product_name": "Tully 1 Light 6 inch Black Mini Pendant Ceiling Light", "category": "Ceiling Lights", "primary_finish": "Black", "price": 142.5, "stock_status": "In Stock"
| # | sku | brand | collection | product_name | category | sub_category |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Technical Specs objects from 1stoplighting.com. All fields typed and schema-versioned.
"sku": "KIC-43156BK", "width_inches": 5.5, "height_inches": 6.25, "weight_lbs": 3.2, "bulb_type": "Incandescent", "max_wattage": 60, "ul_rating": "UL Listed", "damp_wet_rating": "Dry Rated"
| # | sku | width_inches | height_inches | depth_inches | weight_lbs | bulb_type |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Variants & Finishes objects from 1stoplighting.com. All fields typed and schema-versioned.
"parent_sku": "KIC-43156", "variant_sku": "KIC-43156BK", "finish_family": "Black", "finish_name": "Matte Black", "glass_type": "Clear Seeded", "price": 142.5, "stock_status": "In Stock"
| # | parent_sku | variant_sku | finish_family | finish_name | glass_type | size_option |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Documents & Media objects from 1stoplighting.com. All fields typed and schema-versioned.
"sku": "KIC-43156BK", "main_image_url": "https://img.1stoplighting.com/KIC/43156BK.jpg", "spec_sheet_pdf": "https://docs.1stoplighting.com/specs/KIC-43156BK.pdf", "installation_guide_pdf": "https://docs.1stoplighting.com/install/KIC-43156BK_install.pdf", "gallery_urls": "['https://img.1stoplighting.com/KIC/43156BK_alt1.jpg', 'https://img.1stoplighting.com/KIC/43156BK_alt2.jpg']", "video_url": "None"
| # | sku | main_image_url | gallery_urls | spec_sheet_pdf | installation_guide_pdf | energy_guide_pdf |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Reviews & Ratings objects from 1stoplighting.com. All fields typed and schema-versioned.
"review_id": "RVW-8839102", "sku": "KIC-43156BK", "star_rating": 4.5, "author_name": "Sarah J.", "review_date": "2023-11-14", "verified_buyer": true, "review_title": "Perfect for kitchen island", "helpful_votes": 12
| # | review_id | sku | star_rating | author_name | review_date | review_title |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Home goods data is heavily nested. We extract the complete matrix of finishes, sizes, and technical specifications, converting unstructured product descriptions and PDFs into strict database schemas.
Extract every brand, collection, and fixture category across the site, from chandeliers and ceiling fans to landscape lighting and smart bulbs.
Capture exact dimensions, weight, bulb requirements, voltage, max wattage, and material specifications directly into typed columns.
Map complex parent-child relationships for fixtures with multiple finish options, glass types, and size variations. No orphaned SKUs.
Extract UL/ETL listings, ADA compliance, Title 24 status, and damp/wet/dry ratings required for architectural and trade projects.
Monitor retail price, current selling price, flash sale discounts, and clearance status across the entire inventory.
Capture real-time availability, backorder dates, and estimated shipping windows to coordinate dropshipping or procurement.
Locate and download specification sheets, installation manuals, and energy guides associated with each fixture.
Extract customer ratings, review text, verified buyer flags, and user-submitted photos to gauge product quality and defect rates.
Run scheduled pipelines that only push records when a price changes, stock drops, or a new finish is added to a collection.
Brief in. Clean data out.
Provide target brands, categories, or specific collections. We design the extraction schema together.
We configure Scrapy / Playwright crawlers, proxy rotation, session management, and CAPTCHA handling for 1stoplighting.com.
Schema validation, null-rate checks, price-outlier detection, and sample reviews before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Lighting retail sites present unique scraping challenges: deeply nested variants, unstructured spec tables, and embedded PDF data. Here is how we build resilient pipelines.
A single fixture might have 12 finishes, 3 glass types, and 4 sizes. We execute Playwright sessions to iterate through frontend dropdowns, capturing the specific SKU, price, and image URL for every possible combination.
Specifications are often poorly formatted or embedded in rich text. Our parsers use regex and DOM traversal to standardise fields like 'Width', 'Bulb Base', and 'Max Wattage' into strict numerical and categorical types.
Spec sheets and install guides are hosted on external CDNs. We scrape the document URLs and map them directly to the parent and child SKUs, ensuring your PIM has all required technical documentation.
eCommerce sites use aggressive rate limiting. We route requests through US-based residential proxies, manage session cookies, and randomise request intervals to maintain high throughput without triggering blocks.
Lighting inventory fluctuates rapidly based on supply chains. We maintain state across runs, emitting diffs only when stock status changes from 'In Stock' to 'Backordered' or when prices shift.
Lighting retailers track 1Stoplighting's pricing, discount strategies, and promotional events to optimise their own margins.
Distributors and drop-shippers extract technical specs, finish options, and high-res images to populate their Product Information Management systems.
Lighting manufacturers audit 1Stoplighting to ensure their fixtures are not being sold below Minimum Advertised Price (MAP).
Design software platforms ingest fixture dimensions, 3D models, and finishes to offer accurate products in their rendering engines.
Analysts track brand representation, category depth, and stock availability to identify trends in the home improvement sector.
Trade professionals monitor lead times and backorder status across thousands of SKUs to plan construction schedules.
"Lighting data is notoriously unstructured. Extracting accurate bulb requirements, damp ratings, and finish matrices requires deep domain parsing."
Most scrapers fail at the variant level when dealing with home goods. We parse 1Stoplighting's complex matrix of finishes, sizes, and glass types into normalised schemas, extracting technical specs from PDFs and dynamic DOM elements. DataFlirt handles the extraction logic so your team can focus on merchandising.
Everything supported by our 1stoplighting.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, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.
We maintain pools of residential ISP proxies across US regions. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.
Pipelines run on AWS Lambda (burst) and ECS (sustained). 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 1stoplighting.com scraping, legality, and pipeline operations.
Ask us directly →Yes. We execute JavaScript to trigger the finish and size selectors, capturing the specific SKU, price, and image associated with every variation.
We extract the URLs linking to the PDFs. If you require text extraction from inside the PDFs, we can build custom OCR/parsing pipelines as an add-on service.
We can configure pipelines to run daily, weekly, or at custom intervals. For specific high-priority SKUs, we can run hourly checks to monitor stock depth.
Trade Pro pricing is gated behind an authentication wall. We do not circumvent auth walls or use client credentials to scrape gated B2B pricing.
Lighting data is often inconsistent. Our schema enforces strict types, returning nulls for missing fields rather than breaking the pipeline, and we provide null-rate reports per run.
Yes. We can format the output to match your PIM's required CSV structure, or use Webhooks/APIs to push data directly into systems like Akeneo or Salsify.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off catalogue export or continuous price monitoring across 300K fixtures — we scope, build, and operate the pipeline. Tell us what you need.
