We extract cosmetics, skincare, fragrances, and pharmacy listings from Superdrug. 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 superdrug.com. All fields typed and schema-versioned.
"product_id": "812345", "title": "Studio London Dewy Setting Spray 100ml", "brand": "Studio London", "price": 5.0, "member_price": 4.0, "is_vegan": true, "is_cruelty_free": true, "volume_ml": 100, "rating": 4.7
| # | product_id | title | brand | category | sub_category | price |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Pricing & Offers objects from superdrug.com. All fields typed and schema-versioned.
"product_id": "812345", "price": 5.0, "list_price": 5.0, "member_price": 4.0, "promo_text": "Buy 1 get 2nd half price on Studio London", "promo_type": "BOGO_HALF", "star_buy": false, "discount_pct": 20, "scraped_at": "2026-05-12T09:14:00Z"
| # | product_id | price | list_price | member_price | promo_text | promo_type |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Shades & Variants objects from superdrug.com. All fields typed and schema-versioned.
"parent_id": "789012", "variant_id": "789012-04", "shade_name": "Warm Ivory", "shade_number": "04", "hex_colour": "#F3E5AB", "in_stock": true, "price": 8.99, "member_price": 7.19
| # | parent_id | variant_id | shade_name | shade_number | hex_colour | swatch_image_url |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Ingredients & Specs objects from superdrug.com. All fields typed and schema-versioned.
"product_id": "812345", "ingredients_text": "Aqua, Glycerin, Propylene Glycol, Phenoxyethanol...", "active_ingredients": "['Glycerin']", "allergens": "[]", "suitability": "['Vegan', 'Sensitive Skin']", "recycling_info": "Bottle: widely recycled. Pump: check local recycling."
| # | product_id | ingredients_text | active_ingredients | allergens | instructions | warnings |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Store Inventory objects from superdrug.com. All fields typed and schema-versioned.
"store_id": "SD412", "store_name": "London Oxford Street", "postcode": "W1C 1JN", "product_id": "812345", "stock_status": "IN_STOCK", "quantity": 14, "click_and_collect": true, "pharmacy_services": true
| # | store_id | store_name | postcode | product_id | stock_status | quantity |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Superdrug scraper parses complex cosmetic catalogues: dynamic shade selectors, tiered member pricing, multi-buy promotions, and ingredient lists, with UK residential proxies built in.
Title, brand, volume, vegan flags, cruelty-free certification, and descriptive text scraped across all beauty and pharmacy categories.
Extract standard retail price alongside tiered member pricing to capture the true cost to consumers.
Map parent cosmetic products to child shade variations, capturing hex codes, swatch images, and stock status per shade.
Parse complex promotional strings like 3-for-2, BOGO, and Star Buys into structured discount logic fields.
Capture full INCI ingredient lists, active components, usage instructions, and safety warnings.
Extract star ratings, review text, recommendation flags, and helpful votes paginated across all user reviews.
Check local stock levels, Click & Collect availability, and pharmacy service hours using target postcodes.
Track brand page positions, organic search rank, and category page sorting across the entire site.
Run continuous pipelines at daily cadences with hash-based change detection, emitting only updated prices or stock.
Brief in. Clean data out.
Provide target URLs, brand names, or categories. We design the extraction schema for your use case.
We configure Scrapy and Playwright crawlers with UK residential proxy rotation for superdrug.com.
Schema validation, null-rate checks, and price outlier detection before full pipeline launch.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Superdrug employs UK-centric geoblocking and complex frontend state for makeup shades. Here is how we extract reliable data.
Superdrug restricts access from non-UK IP addresses. Our crawlers route traffic exclusively through UK-based residential ISP proxies to bypass geographic firewalls and ensure consistent access.
Cosmetic shade variations are heavily JavaScript-rendered. We run full Playwright browser sessions to trigger shade selectors and hydrate the DOM, capturing stock and pricing for every colour.
Superdrug relies on stacked promotions like 'Buy 1 get 2nd half price'. Our parsers extract these strings and map them to structured enum types for downstream margin calculation.
We manage TLS fingerprinting, browser header rotation, and request timing to bypass perimeter bot protection without triggering CAPTCHA walls.
For daily tracking, we maintain a hash index of last-seen values per product. Subsequent runs only push diffs, reducing compute cost and downstream processing load.
Retailers track Superdrug standard and member pricing to adjust their own promotional calendars and maintain parity.
Cosmetic brands audit Superdrug listings to ensure adherence to Minimum Advertised Price agreements across all shades.
Formulation teams mine INCI lists to identify trending active ingredients like Niacinamide or Hyaluronic Acid.
Analysts track the frequency and duration of Star Buys and multi-buy offers to understand category discount depth.
Brands monitor category shelf space and competitor product launches to identify gaps in the health and beauty market.
Supply chain teams monitor local stock levels across postcodes to correlate out-of-stock events with regional demand.
"Superdrug holds critical pricing and promotional signals for the UK health and beauty market, extracting it requires navigating aggressive geoblocking and complex variant structures."
Most teams fail at scraping cosmetics because shade variations and member-only pricing are buried in JavaScript state. DataFlirt handles the UK proxy rotation, Playwright rendering, and multi-buy logic calculation, delivering clean, structured beauty data directly to your warehouse.
Everything supported by our superdrug.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 shade selectors and stock checks.
We maintain pools of residential ISP proxies specific to the UK region to bypass geoblocking and prevent IP blacklisting.
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 superdrug.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available pricing and product information is generally permissible. DataFlirt targets only public, non-authenticated catalogue data. We do not extract personal data or circumvent user authentication walls.
We parse the specific DOM elements associated with member tiers, ensuring both the standard retail price and the member-only price are captured in structured fields.
Yes. We map parent cosmetic products to all child shade variations, extracting hex codes, swatch images, and stock status for every individual colour.
Yes. By providing target postcodes or store IDs, we can query local store inventory levels and Click & Collect availability.
We route all requests through a network of UK residential ISP proxies, ensuring our crawlers appear as standard domestic traffic.
We can run pipelines at daily or hourly cadences depending on your requirements, completing full catalogue refreshes within a defined SLA.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off cosmetic catalogue dump or a continuous price-monitoring feed across all categories, we scope, build, and operate the pipeline. Tell us what you need.
