We extract product specifications, pricing, stock availability, and dealer networks from Havells. Delivered as clean JSON, CSV, or Parquet to your infrastructure 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 Lighting & LED objects from havells.com. All fields typed and schema-versioned.
"sku": "LHLDEWPAUN8W015", "title": "Adore 15W LED Bulb", "category": "Lighting", "wattage": "15W", "lumens": "1500", "colour_temperature": "6500K", "price": 249.0, "stock_status": "In Stock"
| # | sku | title | category | sub_category | wattage | lumens |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Appliances objects from havells.com. All fields typed and schema-versioned.
"sku": "GHWAICTW030", "title": "Instanio 3L Instant Water Heater", "appliance_type": "Water Heater", "capacity": "3 Litres", "power_consumption": "3000W", "price": 3450.0, "warranty_years": 2, "features": "['Color-changing LED', 'Rust-proof ABS body']"
| # | sku | title | appliance_type | capacity | power_consumption | energy_rating |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Wiring & Switchgear objects from havells.com. All fields typed and schema-versioned.
"sku": "DHMCBDP032", "title": "Euro II 32A DP MCB", "series": "Euro II", "current_rating": "32A", "poles": "DP", "voltage": "240V", "price": 485.0, "standard_packing": 6
| # | sku | title | series | current_rating | poles | voltage |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Dealer Network objects from havells.com. All fields typed and schema-versioned.
"store_id": "HVL-DEL-042", "store_name": "Sharma Electricals", "dealer_type": "Havells Galaxy", "city": "New Delhi", "state": "Delhi", "pincode": "110024", "phone_number": "+91-9876543210", "latitude": 28.5701, "longitude": 77.2354
| # | store_id | store_name | dealer_type | address_line | city | state |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Technical Assets objects from havells.com. All fields typed and schema-versioned.
"sku": "LHLDEWPAUN8W015", "spec_sheet_url": "https://havells.com/assets/specs/LHLDEWPAUN8W015.pdf", "manual_url": "https://havells.com/assets/manuals/LHLDEWPAUN8W015.pdf", "primary_image_url": "https://havells.com/images/LHLDEWPAUN8W015_main.jpg", "gallery_urls": "['img1.jpg', 'img2.jpg']", "energy_label_url": "https://havells.com/assets/labels/energy_3star.pdf", "warranty_card_url": "https://havells.com/assets/warranty/standard.pdf"
| # | sku | manual_url | spec_sheet_url | warranty_card_url | cad_model_url | energy_label_url |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Havells scraper captures deep technical specifications, pricing variations, and supply chain data points across their entire consumer and industrial portfolio.
Extract electrical parameters including wattage, voltage, IP ratings, and lumen output directly from product tables and normalise them into structured fields.
Monitor MRP, selling price, and category-level discount percentages across lighting, appliances, and switchgear.
Track online inventory status and standard packing quantities for bulk electrical components.
Scrape the complete Havells Galaxy and authorised dealer network, including geocoordinates, contact details, and store types.
Capture direct URLs for installation manuals, technical specification PDFs, and CAD models linked to specific SKUs.
Maintain the exact parent-child category tree from industrial switchgear down to consumer LED bulbs.
Extract ranking positions and visibility metrics for specific electrical keywords within the Havells domain.
Extract BEE star ratings and power consumption metrics for heavy appliances like water heaters and air conditioners.
Receive only updated SKUs, price changes, or new product launches rather than full database dumps on every run.
Brief in. Clean data out.
Provide target categories, product lines, or specific SKUs. We map the required technical fields.
We configure Playwright crawlers to handle dynamic React components and pagination on havells.com.
Schema validation ensures technical units (watts, volts, lumens) are parsed correctly before delivery.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Extracting data from modern B2B/B2C hybrid sites requires handling dynamic rendering and complex product variations.
Havells uses modern frontend frameworks that load product data asynchronously. We deploy Playwright to execute JavaScript, trigger infinite scrolls, and intercept XHR network requests to capture raw JSON payloads before they hit the DOM.
Electrical specifications are often formatted inconsistently (e.g., '15 W', '15W', '15 Watts'). Our pipeline includes a normalisation layer that cleans and standardises these units into queryable numeric fields.
Extracting the national dealer network requires interacting with map-based interfaces. We bypass the UI and query the underlying store locator APIs directly, iterating through pincodes to map the entire network.
Products like cables and switches have dozens of colour, length, and rating variants. We track the parent-child relationships and extract the specific price and specification delta for every single variant.
To prevent IP bans and 429 Too Many Requests errors, we distribute our crawl across residential proxy pools and introduce randomised delays modelled on legitimate user navigation patterns.
Rival electrical brands track Havells MRP and online discounting strategies across lighting and appliance categories.
Construction firms and contractors ingest the latest SKUs and specifications into their internal ERP systems for accurate project bidding.
Analysts map the Havells Galaxy dealer network geographically to identify distribution density and retail expansion trends.
Retailers analyse the product mix across switchgear, cables, and appliances to optimise their own inventory strategies.
Research teams aggregate BEE star ratings and wattage data to track the energy efficiency improvements in consumer appliances.
Authorised distributors automate the syncing of product images, technical PDFs, and descriptions into their own Product Information Management systems.
"Havells provides critical technical specifications for electrical infrastructure, but extracting this at scale requires strict schema validation and structured parsing."
Scraping electrical catalogues involves more than just capturing prices. It requires normalising complex technical attributes like wattage, lumens, and IP ratings across thousands of SKUs. DataFlirt handles the extraction, standardisation, and delivery so your team can focus on analysis.
Everything supported by our havells.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.
We execute full browser contexts to handle Havells' dynamic frontend, intercepting XHR requests for clean JSON extraction rather than brittle DOM parsing.
Raw text fields are passed through Python validation models to standardise units of measurement, ensuring 15W and 15 Watts become identical data types.
Extraction tasks are containerised via Docker and orchestrated on Kubernetes, ensuring horizontal scaling when executing full-catalogue sweeps.
Data delivered to where your team already works — no new tooling required.
About havells.com scraping, legality, and pipeline operations.
Ask us directly →Yes. We target the specification tables on individual product pages, extracting attributes like operating voltage, material, IP rating, and dimensions into structured key-value pairs.
We do not download the PDFs directly to save bandwidth. Instead, we extract the absolute URLs pointing to the manuals, CAD models, and warranty cards, delivering them as string fields in your dataset.
We query the exact geospatial APIs powering the Havells store locator. The data reflects their official online directory, including store names, addresses, contact numbers, and exact coordinates.
Yes. We capture the online stock status (In Stock / Out of Stock) for consumer-facing products available for direct purchase on the domain.
No. Wholesale pricing and dealer-specific bulk discounts require authenticated access to the Havells partner portal. We only extract publicly visible MRP and consumer pricing.
Pipelines can be configured for daily, weekly, or monthly runs depending on your monitoring requirements. Price tracking typically runs daily, while full catalogue sweeps run weekly.
We identify the parent product and iterate through all available variants (e.g., different wire lengths or bulb wattages), capturing the unique SKU, price, and specification delta for each combination.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off catalogue dump or continuous price monitoring across 15,000 SKUs, we scope, build, and operate the pipeline. Tell us your requirements.
