We extract product listings, ingredient profiles, pricing signals, promotional offers, and reviews from Holland & Barrett. 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 hollandandbarrett.com. All fields typed and schema-versioned.
"sku": "HB123456", "title": "Holland & Barrett Vitamin D3 10ug 100 Tablets", "brand": "Holland & Barrett", "price": 4.99, "category": "Vitamins & Supplements", "rating": 4.7, "in_stock": true, "dietary_flags": "['Vegetarian', 'Gluten Free']"
| # | sku | title | brand | category | sub_category | price |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Pricing & Offers objects from hollandandbarrett.com. All fields typed and schema-versioned.
"sku": "HB123456", "price": 4.99, "offer_text": "Buy 1 Get 1 for a Penny", "penny_sale_eligible": true, "subscribe_save_price": 4.24, "reward_points": 19, "price_timestamp": "2026-05-12T10:15:00Z"
| # | sku | price | list_price | discount_pct | offer_text | penny_sale_eligible |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Ingredients & Nutrition objects from hollandandbarrett.com. All fields typed and schema-versioned.
"sku": "HB123456", "ingredients_list": "Bulking Agents (Microcrystalline Cellulose, Dicalcium Phosphate), Vitamin D3 (Cholecalciferol), Anti-Caking Agents (Magnesium Stearate, Silicon Dioxide).", "allergens": "[]", "vegan_status": false, "vegetarian_status": true, "active_ingredients": "Vitamin D3 (10ug)"
| # | sku | ingredients_list | active_ingredients | allergens | nutritional_table | directions_for_use |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Reviews & Ratings objects from hollandandbarrett.com. All fields typed and schema-versioned.
"review_id": "REV-982374", "sku": "HB123456", "rating": 5, "review_title": "Great daily vitamin", "review_body": "Easy to swallow and good value during the penny sale.", "verified_buyer": true, "review_date": "2026-04-20"
| # | review_id | sku | reviewer_nickname | rating | review_title | review_body |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Store Availability objects from hollandandbarrett.com. All fields typed and schema-versioned.
"sku": "HB123456", "store_id": "STR-042", "store_name": "London Oxford Street", "postcode": "W1C 1JN", "in_stock": true, "stock_level": "High", "click_and_collect_eligible": true
| # | sku | store_id | store_name | postcode | distance_miles | in_stock |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Our Holland & Barrett scraper parses complex nutritional tables, tracks dynamic promotional mechanics like the Penny Sale, and maps dietary flags across the entire catalogue.
Extract titles, formats, sizes, and categorisation data for every supplement, food item, and skincare product.
Track Penny Sales, Buy 1 Get 1 Half Price offers, and multi-buy discounts with timestamped accuracy.
Extract full ingredient lists, active ingredient concentrations, and allergen warnings as structured arrays.
Capture Vegan, Vegetarian, Gluten-Free, and Dairy-Free certifications directly from product metadata.
Monitor subscription discount tiers and Rewards for Life point allocations per product.
Paginate through customer reviews to capture ratings, text, verified status, and recommendation flags.
Query local inventory APIs to determine Click & Collect availability across specific postcodes.
Convert complex HTML nutritional information into normalised JSON key-value pairs.
Run continuous pipelines that only emit records when prices, stock, or promotional flags change.
Brief in. Clean data out.
Provide target categories, specific SKUs, or search terms. We design the extraction schema together.
We configure Scrapy and Playwright crawlers, proxy rotation, and session management for hollandandbarrett.com.
Schema validation, null-rate checks, and nutritional table parsing verification before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Extracting retail data requires bypassing strict bot protections and parsing heavily nested front-end frameworks. Here is how we manage the pipeline.
Retailers deploy strict rate limiting and IP reputation checks. We route requests through UK-based residential proxies to maintain high success rates and prevent IP bans during large catalogue extractions.
Offers like the Penny Sale rely on complex front-end logic. We use Playwright to execute JavaScript and capture the final rendered price and promotional badges exactly as a user sees them.
Modern single-page applications hide valuable data in JSON blobs within the DOM. Our parsers intercept and extract data directly from the application state, ensuring high fidelity for nutritional tables and ingredient lists.
Querying local stock requires interacting with internal APIs that aggressively block automated traffic. We implement careful request pacing and session spoofing to extract accurate Click & Collect data.
Different product types display nutritional information differently. Our extraction logic uses fallback chains to normalise data across supplements, foods, and cosmetics into a single schema.
Retailers track Holland & Barrett pricing, Penny Sales, and subscription discounts to optimise their own promotional calendars.
FMCG brands analyse ingredient lists to identify emerging trends in supplements, nootropics, and clean beauty.
New entrants benchmark product sizes, formats, and active ingredient concentrations against category leaders.
Product development teams mine review text to understand common complaints regarding taste, format, or efficacy.
Market analysts track category expansion and stock availability to estimate demand for specific vitamins and dietary regimens.
Aggregators verify allergen declarations and vegan certifications across thousands of SKUs automatically.
"Holland & Barrett holds the definitive dataset for UK health and wellness trends, but extracting normalised ingredient profiles requires dedicated infrastructure."
Most teams underestimate the investment required: reliable Holland & Barrett scraping requires residential proxies, full JavaScript rendering for dynamic promotional pricing, and complex parsing of nutritional tables. DataFlirt absorbs that complexity so your engineers can focus on the analysis.
Everything supported by our hollandandbarrett.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 and interaction flows required for dynamic pricing.
We maintain pools of UK residential ISP proxies. Rotation happens per request to bypass rate limits on retail endpoints.
Pipelines run on AWS infrastructure. Airflow handles scheduling and dependency management. All state is stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About hollandandbarrett.com scraping, legality, and pipeline operations.
Ask us directly →Yes. Our scrapers evaluate the promotional logic on the product page to accurately flag items eligible for the Penny Sale and calculate the effective unit price.
We parse the DOM structure or intercept the underlying JSON application state to map nutritional values (e.g., Vitamin C, Zinc) into a normalised key-value format, regardless of how it is displayed visually.
Yes. We capture the standard price, the subscription price, and the percentage discount for all eligible SKUs.
Yes. If you provide a list of target postcodes or store IDs, we can query the local inventory API to extract Click & Collect availability and stock levels per SKU.
For full catalogue extractions, we typically run daily or weekly pipelines. For specific high-priority SKUs, we can configure hourly price and stock monitoring.
Yes. We paginate through all available reviews for a product, capturing the star rating, review text, date, and verified buyer status.
Yes. We extract explicit allergen warnings and categorisation flags such as Vegan, Vegetarian, Gluten-Free, and Dairy-Free.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a daily pricing feed or a comprehensive extraction of supplement ingredients, we scope, build, and operate the pipeline. Tell us what you need.
