We extract lighting fixtures, bulb specifications, pricing signals, stock depth, and customer reviews from Litecraft. 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 litecraft.co.uk. All fields typed and schema-versioned.
"sku": "LC-CL-8921", "title": "BHS 5 Light Marie Chandelier - Chrome", "brand": "BHS", "category": "Ceiling Lights", "price": 120.0, "list_price": 150.0, "stock_status": "In Stock", "rating": 4.6, "review_count": 24
| # | sku | title | brand | category | sub_category | price |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Technical Specs objects from litecraft.co.uk. All fields typed and schema-versioned.
"sku": "LC-CL-8921", "bulb_type": "E14 Small Edison Screw", "max_wattage": "40W", "ip_rating": "IP20", "material": "Metal / Glass", "colour": "Chrome", "dimmable": true, "energy_rating": "A++ to E"
| # | sku | bulb_type | max_wattage | ip_rating | material | colour |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Pricing & Offers objects from litecraft.co.uk. All fields typed and schema-versioned.
"sku": "LC-CL-8921", "price": 120.0, "list_price": 150.0, "discount_pct": 20, "sale_badge": true, "promotion_text": "Save 20% on selected chandeliers", "vat_included": true, "price_timestamp": "2026-05-12T09:14:00Z"
| # | sku | price | list_price | discount_pct | discount_abs | sale_badge |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Reviews objects from litecraft.co.uk. All fields typed and schema-versioned.
"review_id": "REV-99281", "sku": "LC-CL-8921", "reviewer_name": "Sarah J.", "star_rating": 5, "review_title": "Stunning centrepiece", "review_body": "Looks brilliant in the dining room. Easy to install.", "review_date": "2026-04-18", "verified_purchase": true
| # | review_id | sku | reviewer_name | star_rating | review_title | review_body |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Category Taxonomy objects from litecraft.co.uk. All fields typed and schema-versioned.
"category_id": "CAT-102", "name": "Chandeliers", "parent_category": "Ceiling Lights", "breadcrumbs": "Home > Ceiling Lights > Chandeliers", "product_count": 342, "url": "https://www.litecraft.co.uk/ceiling-lights/chandeliers", "meta_title": "Chandeliers & Crystal Ceiling Lights | Litecraft"
| # | category_id | name | parent_category | breadcrumbs | product_count | url |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Litecraft scraper extracts exact technical lighting specifications, pricing data, and stock availability across the entire catalogue, handling pagination and variant structures automatically.
Extract bulb types, maximum wattage, IP ratings, materials, dimensions, and dimmable status for every fixture.
Capture current price, list price, promotional badges, and discount percentages - timestamped per crawl.
Track in-stock, out-of-stock, and low-stock indicators across all product variants.
Extract review text, star ratings, and verified purchase flags across all paginated review sections.
Map exact product locations within the site hierarchy for accurate assortment analysis.
Extract primary and gallery image URLs for visual analysis and catalogue matching.
Map colour and size variations to parent products, capturing specific pricing and stock per variant.
Receive only updated records when prices change or stock depletes, reducing processing load.
Run extractions on your required cadence - hourly, daily, or weekly.
Brief in. Clean data out.
Provide categories, search terms, or specific SKUs. We design the extraction schema together.
We configure crawlers, proxy rotation, session management, and pagination logic for litecraft.co.uk.
Schema validation, null-rate checks, and price-outlier detection before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Extracting accurate eCommerce data requires navigating dynamic DOM elements and anti-bot systems. Here is how we maintain pipeline stability.
Product prices and promotional banners often load asynchronously. We use Playwright to execute JavaScript and wait for the DOM to settle, ensuring we capture the final rendered price rather than placeholder text.
Lighting fixtures often come in multiple finishes (e.g., Chrome, Brass, Matte Black). Our crawlers iterate through variant selectors to extract specific stock and pricing for each child SKU.
To prevent rate-limiting and IP bans, requests are routed through UK-based residential proxies with realistic browser fingerprints and randomised delay intervals.
Retailers frequently update their frontend frameworks. We use multi-layered selector chains (CSS, XPath, and JSON-LD) to ensure data extraction continues even if visual layouts change.
We maintain state across runs. If a product's price and stock remain unchanged, it is excluded from the delta payload, saving you ingestion costs.
Home decor and lighting retailers track Litecraft pricing to optimise their own pricing strategies and promotional calendars.
Merchandising teams analyse category depth, brand representation, and new product introductions to identify market gaps.
Analysts track review volume and ratings across product categories to determine consumer preferences for specific lighting styles.
Machine learning teams use structured lighting specifications and images to train visual search and recommendation models.
Lighting manufacturers ensure their products are not being sold below Minimum Advertised Price guidelines.
Digital marketing teams analyse product titles, descriptions, and category structures to inform their own site architecture.
"Accurate lighting data requires extracting exact specifications - IP ratings, max wattage, and bulb types - not just titles and prices."
Scraping eCommerce sites involves managing pagination, dynamic variant loading, and anti-bot mitigation. DataFlirt handles the infrastructure complexity, delivering clean, normalised data directly to your warehouse so your team can focus on analysis.
Everything supported by our litecraft.co.uk 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, cookie sessions, and dynamic DOM interaction.
We maintain pools of UK residential proxies. Rotation happens per-request with sticky sessions where required for pagination.
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 litecraft.co.uk scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available information is generally permissible under UK law. DataFlirt targets only public product, pricing, and review data. We do not extract personal data or circumvent authentication walls.
Yes. We specifically target and normalise technical specifications including IP ratings, maximum wattage, bulb types, and dimensions into structured fields.
Stock status is captured as a distinct field. You can choose to include or exclude out-of-stock items in your final delivery payload.
We can configure pipelines to run at your required frequency. Daily runs are standard, but higher frequency intra-day checks can be configured for specific high-priority SKUs.
Yes. If a lamp comes in three different finishes, we extract each finish as a separate record with its corresponding price, stock status, and SKU.
Yes. We provide a sample run of up to 100 products during the scoping phase to validate schema fit and data quality.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off catalogue dump or continuous price monitoring, we scope, build, and operate the pipeline. Tell us what you need.
