Wine-Searcher Market Scraping
Extract wine pricing, merchant listings, average market prices, and discovery data from Wine-Searcher — the world's largest wine price comparison platform with 17M+ monthly users and 100K+ merchants.
Data Types We Extract
Comprehensive Wine-Searcher data covering every dimension of wine pricing — from merchant-level retail prices and critic scores to average market prices, availability by country, and long-term trend signals.
- Producer and wine name
- Vintage year
- Appellation and region
- Grape varieties
- Bottle size and format
- Merchant retail price
- Wholesale/case price
- Average market price
- Price by country/region
- Currency normalization
- Wine Spectator scores
- Parker/Wine Advocate scores
- Vinous/Jancis scores
- Community ratings
- Tasting note summaries
- Merchant name and country
- In-stock availability
- Shipping eligibility by country
- Minimum order data
- Online vs. physical store flags
- Wine-Searcher average price
- Price range (min/max)
- Price by country market
- Price trend indicators
- Vintage price comparison
- Search popularity ranking
- Price appreciation signals
- Regional price disparities
- Vintage release price tracking
- Category trend monitoring
Platform Ecosystem
Wine-Searcher's integrated ecosystem combines price comparison, merchant discovery, editorial content, and trade data access — making it the central reference for global wine market intelligence.
Use Cases
From retail price monitoring to collector portfolio valuation, Wine-Searcher data powers the wine market intelligence workflows of importers, retailers, restaurants, and investment advisors.
- Track Wine-Searcher average prices by wine and vintage
- Compare merchant price distributions globally
- Monitor price ranges (min/max) over time
- Benchmark retail vs. restaurant pricing
- Build wine category price reference databases
- Monitor merchant prices for target wines
- Alert on price changes above/below threshold
- Track competitor retail pricing strategies
- Identify lowest-price merchant by market
- Support dynamic pricing and margin management
- Cross-reference critic scores with market prices
- Analyze price premiums by score range
- Track price response to new score releases
- Compare score-price relationships by region
- Build score-adjusted value analytics
- Map wine availability by country and market
- Track merchant count by wine and geography
- Identify underserved regional markets
- Monitor import/export availability patterns
- Support market entry and distribution strategy
- Track cross-market price differentials
- Identify profitable import/export price spreads
- Monitor currency-adjusted price movements
- Analyze duty and tax impact on retail prices
- Support trade pricing and margin decisions
- Value wine collections against current market prices
- Track portfolio appreciation by producer and vintage
- Identify over- and under-market portfolio holdings
- Monitor auction vs. retail price spreads
- Support insurance valuation and estate planning
Sample Data Fields
A representative selection of the structured fields extracted from Wine-Searcher — delivered in your preferred format via API, webhook, or file download.
| Field | Example | Type |
|---|---|---|
| wine_id | WS-HEI-2018-75 | string |
| producer | Henschke | string |
| wine_name | Hill of Grace Shiraz | string |
| vintage | 2018 | string |
| region | Eden Valley, South Australia | string |
| grape | Shiraz | string |
| format | 750ml | string |
| ws_avg_price_usd | 285 | float |
| price_min_usd | 220 | float |
| price_max_usd | 380 | float |
| parker_score | 98 | integer |
| merchant_count | 34 | integer |
| countries_available | 12 | integer |
| in_stock_count | 22 | integer |
| search_rank | 45 | integer |
| scraped_at | 2025-07-12T05:00:00Z | timestamp |
About Wine-Searcher
Wine-Searcher is the world's largest wine price comparison and discovery platform, aggregating over 15 million prices from more than 70,000 merchants across 100+ countries for over 100,000 wines. The platform serves consumers, collectors, sommeliers, and the wine trade, generating over 100 million searches annually. Wine-Searcher's aggregated pricing data makes it the reference point for international wine price comparison, combining retail, restaurant, and auction prices in a single searchable database.
DataWeBot extracts Wine-Searcher price data, merchant availability, critic score correlations, regional pricing variation, and market trend signals — delivering the wine market intelligence needed by importers, retailers, restaurants, and investment advisors operating in the global fine and premium wine market.
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Frequently Asked Questions
Everything you need to know about our ecommerce data extraction services.
We cover all wine types on Wine-Searcher: still wine (red, white, rosé), sparkling (Champagne, Prosecco, Cava), fortified (Port, Sherry, Madeira), dessert, and natural wines — across every producing region worldwide.
Yes. Wine-Searcher's calculated average price (based on aggregated merchant listings) is one of the platform's most valuable data points. We extract it alongside min/max ranges and merchant counts for each wine.
Yes. We can extract individual merchant listings for any wine, capturing merchant name, country, price, stock status, and shipping eligibility across Wine-Searcher's 100K+ merchants.
Wine-Searcher displays prices in local currencies. We extract prices in their original currencies and apply daily exchange rates for USD normalization to enable cross-country price comparison.
Yes. By running regular extractions, we build time-series price databases for any wine set — enabling price trend analysis, market movement tracking, and investment performance monitoring.
Standard schedules update weekly for comprehensive wine databases. For actively monitored wines or market segments, 2–3 times per week is available.
Yes. We offer unified fine wine market intelligence combining Wine-Searcher retail prices, Liv-ex trade prices, and auction house results for comprehensive wine market analysis.
Data is delivered via REST API, webhook, or file downloads (JSON, CSV, Parquet). Custom schemas for wine retail platforms or sommelier apps are available.
We extract only publicly available wine listing and pricing data in compliance with applicable international privacy laws.
Yes. We track merchant listing counts and in-stock status for specific wines — enabling availability monitoring and stock alert systems for wine retail and procurement operations.