We extract cosmetics, vitamins, and pharmacy listings from Chemist Warehouse. Track RRP discounts, catalogue specials, and store-level stock. Delivered as clean JSON, CSV, or Parquet to your warehouse.
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 chemistwarehouse.com.au. All fields typed and schema-versioned.
"sku": "2683949", "name": "La Roche-Posay Anthelios Invisible Fluid SPF 50+ 50ml", "brand": "La Roche-Posay", "rrp_price": 35.95, "current_price": 28.49, "discount_amount": 7.46, "is_half_price": false
| # | sku | name | brand | category | sub_category | rrp_price |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Pricing & Promos objects from chemistwarehouse.com.au. All fields typed and schema-versioned.
"sku": "2683949", "current_price": 28.49, "rrp_price": 35.95, "discount_pct": 20.7, "promo_badge": "Save $7.46", "catalogue_name": "Summer Skincare Sale", "scraped_at": "2026-11-14T08:12:00Z"
| # | sku | current_price | rrp_price | discount_pct | promo_badge | catalogue_name |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Store Inventory objects from chemistwarehouse.com.au. All fields typed and schema-versioned.
"sku": "2683949", "store_id": "114", "store_name": "Melbourne CBD", "postcode": "3000", "state": "VIC", "in_stock": true, "click_and_collect_available": true
| # | sku | store_id | store_name | postcode | state | in_stock |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Reviews & Ratings objects from chemistwarehouse.com.au. All fields typed and schema-versioned.
"review_id": "REV_938471", "sku": "2683949", "rating": 5.0, "reviewer_name": "Sarah T.", "review_date": "2023-11-14", "review_title": "Best SPF", "review_text": "Does not leave a white cast."
| # | review_id | sku | rating | reviewer_name | review_date | review_title |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Category Data objects from chemistwarehouse.com.au. All fields typed and schema-versioned.
"category_id": "c_12", "category_name": "Sunscreen", "parent_category": "Skincare", "total_products": 412, "top_brands": "['La Roche-Posay', 'Cancer Council']", "is_active": true
| # | category_id | category_name | parent_category | url | total_products | top_brands |
|---|---|---|---|---|---|---|
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Chemist Warehouse relies heavily on dynamic single-page application elements for stock and pricing. We bypass Cloudflare and render JavaScript to capture accurate local inventory and promo cycles.
Title, SKU, ingredients, directions, RRP, and brand taxonomy extracted across all categories.
Capture catalogue cycles, multi-buy offers, and clearance flags natively from the frontend.
Query the Click & Collect API to extract stock availability across 500+ AU store locations.
Extract full brand taxonomy for market share analysis and competitor benchmarking.
Scrape customer ratings, review text, helpful votes, and verified buyer status.
Track high-margin category pricing against RRP to monitor discount depth.
Maintain session integrity through AU residential proxies and TLS fingerprinting.
Only emit records when price, stock status, or promo badge changes.
Sync pipelines with weekly Thursday catalogue drops to capture fresh specials instantly.
Brief in. Clean data out.
Provide categories, brands, or store postcodes. We design the extraction schema together.
We configure Scrapy / Playwright crawlers, AU proxy rotation, and Cloudflare bypass logic.
Schema validation, null-rate checks, and price-outlier detection before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery, or Snowflake stage on agreed cadence.
Chemist Warehouse uses strict WAF rules and dynamic API endpoints for stock. Here is how we maintain pipeline stability.
Chemist Warehouse blocks datacenter IPs and headless browsers. We use AU-based residential proxies and spoofed TLS signatures to clear WAF challenges seamlessly.
Store-level inventory is loaded dynamically. We map the internal API endpoints to extract stock availability without rendering full DOMs for every postcode.
Certain promotional prices are injected client-side. We run Playwright to ensure the final rendered price matches what a human customer sees.
Half-price specials update on specific days. We schedule crawl bursts to align with midnight catalogue updates, capturing the full promo slate before competitors.
Retail templates rotate frequently during major sales events. Our selector strategy uses fallback chains to ensure data continues flowing during site updates.
Supermarkets and rival pharmacies monitor half-price specials to adjust their own pricing strategies.
Skincare and vitamin brands track their product placement, RRP compliance, and stockouts across the network.
Analysing store-level out-of-stock rates to optimise distribution logistics and forecast demand.
Tracking new product launches and category expansion in the Australian beauty sector.
Monitoring baseline price increases across essential health and pharmacy goods over time.
Retailers analyse Chemist Warehouse brand taxonomy to identify gaps in their own catalogues.
"Chemist Warehouse dictates the pricing floor for Australian health and beauty. If you do not track their catalogue, your pricing strategy is blind."
Extracting data from Chemist Warehouse requires bypassing aggressive Cloudflare protection and reverse-engineering their inventory APIs. DataFlirt manages the proxy rotation, TLS spoofing, and API orchestration so your team can focus on retail analytics rather than unblocking IPs.
Everything supported by our chemistwarehouse.com.au 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 dynamic price injection.
We maintain localized IP presence to bypass geoblocking and Cloudflare WAF challenges specific to Australian retailers.
Airflow and AWS Lambda handle daily catalogue syncs, ensuring data is delivered before morning trading hours.
Data delivered to where your team already works — no new tooling required.
About chemistwarehouse.com.au scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available pricing and catalogue data is generally permissible. We do not bypass authentication walls or scrape personal user data.
We use AU residential proxies, realistic browser fingerprinting, and automated solver logic to navigate WAF challenges without dropping requests.
Yes. We interact with the internal Click & Collect API to map inventory status for specific SKUs across designated store postcodes.
Yes. We capture the promotional badges, calculate the discount percentage against RRP, and flag half-price items explicitly in the schema.
Pipelines typically run daily to sync with promo cycles, but we can configure hourly runs for specific high-priority SKUs.
Yes. We parse the product description tabs to extract full ingredient lists, warnings, and directions for use.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need daily price checks on top-selling vitamins or full-category extraction for cosmetics, we build and maintain the infrastructure.
