We extract whisky profiles, tasting notes, pricing signals, and bottler intelligence from Master of Malt. 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 Spirit Profiles objects from masterofmalt.com. All fields typed and schema-versioned.
"name": "Ardbeg 10 Year Old", "brand": "Ardbeg", "category": "Single Malt Scotch Whisky", "abv": 46.0, "volume": "70cl", "age": 10, "origin_region": "Islay"
| # | url | name | brand | bottler | category | sub_category |
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Complete list of extractable fields for Pricing & Stock objects from masterofmalt.com. All fields typed and schema-versioned.
"sku": "MOM-12345", "price": 45.95, "currency": "GBP", "stock_status": "In Stock", "dram_available": true, "dram_price": 4.95
| # | sku | price | list_price | currency | stock_status | dram_available |
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Complete list of extractable fields for Tasting Notes objects from masterofmalt.com. All fields typed and schema-versioned.
"sku": "MOM-12345", "nose": "Vanilla, peat smoke, and sea spray.", "palate": "Sweet malt, dark chocolate, and heavy smoke.", "finish": "Long and warming with lingering ash.", "flavour_profile_tags": "['Peaty', 'Smoky', 'Vanilla']", "staff_notes": "A classic Islay malt."
| # | sku | nose | palate | finish | overall | staff_notes |
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Complete list of extractable fields for Reviews & Ratings objects from masterofmalt.com. All fields typed and schema-versioned.
"review_id": "REV-9876", "sku": "MOM-12345", "rating": 5, "review_date": "2026-03-12", "review_text": "Exceptional dram for the price.", "verified_purchase": true
| # | review_id | sku | reviewer_name | rating | review_date | review_text |
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Complete list of extractable fields for Distillery Info objects from masterofmalt.com. All fields typed and schema-versioned.
"distillery_name": "Ardbeg", "region": "Islay", "country": "Scotland", "founded": 1815, "owner": "LVMH", "active_bottlings": 42
| # | distillery_name | region | country | status | founded | owner |
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Our Master of Malt scraper handles complex categorisation, age statements, independent bottler nuances, and dynamic stock availability for full bottles and drams.
Extract ABV, volume, age statement, vintage, chill-filtration status, and natural colour declarations.
Capture nose, palate, finish, and overall staff notes directly from the product description.
Monitor full bottle prices alongside 30ml dram sample prices and availability.
Track real-time stock status, out-of-stock flags, and maximum order quantity limits.
Distinguish between independent bottlers and official distillery releases automatically.
Extract cask types, cask numbers, finishing details, and outturn quantities for limited releases.
Scrape star ratings, user reviews, helpful votes, and verified purchase indicators.
Map the full taxonomy of whiskies, rums, gins, and fine spirits across all sub-categories.
Identify promotional pricing, limited-time offers, and clearance discounts.
Track pricing and stock shifts daily without triggering full catalogue re-scrapes.
Brief in. Clean data out.
Provide specific categories, brands, or search URLs. We design the extraction schema together.
We configure Scrapy crawlers, bypass Cloudflare protection, and handle pagination for masterofmalt.com.
Schema validation, null-rate checks, and price anomaly detection before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket or Snowflake stage on agreed cadence.
Retail sites deploy aggressive rate limiting and CAPTCHAs. We manage the infrastructure so you receive clean records.
Retail sites use Cloudflare to block automated traffic. We route requests through UK residential proxies and spoof TLS fingerprints to ensure high success rates.
Stock availability and dram pricing often load asynchronously. We use Playwright to execute JavaScript and capture the final rendered DOM state.
Product pages vary between standard releases and limited editions. We build multiple fallback selectors to ensure data extraction remains consistent.
We hash the last-seen state of each product. Subsequent runs only output records where price or stock status has changed, reducing processing overhead.
Our telemetry stack monitors for null-rate spikes and schema drift, alerting our engineers to adapt selectors before data delivery fails.
Retailers track pricing for full bottles and dram samples to maintain competitive margins.
Analysts monitor trending categories, cask finishes, and age statements to identify consumer preferences.
Distributors track stock availability, allocation limits, and out-of-stock rates across key brands.
Machine learning teams use structured tasting notes and flavour profiles to train recommendation engines.
Collectors monitor the secondary market value and retail pricing of rare and collectable whiskies.
Distilleries track independent bottlings and grey market presence to protect brand equity.
"Master of Malt holds the most detailed taxonomy of spirits and tasting notes online. Extracting it requires navigating complex categorisation and aggressive bot protection."
Most teams fail at scraping retail sites because they underestimate Cloudflare challenges and dynamic stock widgets. DataFlirt handles residential proxies, JavaScript rendering, and selector maintenance so your engineers focus entirely on data analysis.
Everything supported by our masterofmalt.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 dynamic stock widgets.
UK residential proxies rotated per request to bypass Cloudflare and prevent IP bans.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling and dependency management.
Data delivered to where your team already works — no new tooling required.
About masterofmalt.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available pricing, stock, and product data is generally permissible. We do not extract personal user data or bypass authentication walls. Clients should review terms of service and consult legal counsel.
We use UK-based residential proxies, realistic browser fingerprints, and Playwright to solve JavaScript challenges and avoid bot detection mechanisms.
Yes. We parse the product description to isolate the nose, palate, finish, and overall staff notes into structured fields.
Yes. We extract both the full bottle price and the 30ml dram sample price, including availability status for each.
We can configure pipelines to run daily or hourly depending on your requirements. Change detection ensures only updated records are transmitted.
We start with defined category or brand lists. Contact us with your target scope and delivery frequency for pricing.
Yes. We provide a sample run of up to 500 products to validate schema fit and data quality before contract signing.
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.
