Liquor Data Scraping In USA, built for America's Beverage Alcohol Economy
Store listings, live product catalogs, pricing, promotions, reviews and delivery zones pulled from every major US liquor and alcohol delivery platform — structured, deduplicated, and delivered on a schedule you set. Our liquor data scraping in USA pipelines give retailers, brands and analysts a real-time view of the market.
Liquor Industry Overview In The USA
The United States beverage alcohol market is one of the largest and most fragmented in the world — and one of the hardest to track manually. Here's the landscape our pipelines are built for.
Between big-box retail chains, independent liquor stores, distillery-direct programs, and a fast-growing alcohol delivery layer, product data in the USA changes constantly — new stores open weekly, shelf prices shift by market, and promotions rotate daily. Every one of the country's fifty states sets its own licensing and delivery rules, which makes manual tracking nearly impossible at scale. That's exactly why beverage brands, distributors and market researchers turn to liquor data scraping in USA pipelines instead of spreadsheets.
Our Liquor Data Scraping Services
End-to-end liquor data scraping services in USA — from raw extraction to analytics-ready delivery.
Liquor Store & Brand Data Extraction
Names, categories, license status, addresses, and hours across every retailer platform in a state.
Product Catalog Scraping
Spirits, wine, and beer SKUs with brand, varietal, ABV, and size, refreshed on schedule.
Pricing & Promotion Monitoring
Shelf price, delivery-app price, discounts, and bundle deals tracked across dayparts and platforms.
Reviews & Ratings Extraction
Star ratings, review text, sentiment tags, and rating trend history per store and product.
Delivery & Fulfillment Intelligence
Delivery time bands, minimum order value, delivery fee slabs, and serviceable zip codes.
Location & License Mapping
Geo-coordinates, outlet counts, license type, and state-by-state footprint mapping.
Leading Liquor Delivery Platforms We Scrape
Big-box retailers, on-demand alcohol delivery apps, and subscription-style beverage platforms.
Coverage is built and maintained per client requirement, in line with each platform's public data, age-gating, and applicable terms of use.
Liquor Store & Brand Data Extraction
A complete, deduplicated store master list per state — the foundation layer every downstream analysis depends on.
- Store name, brand/chain, category tags, and price tier
- Operating hours and license status
- Cross-platform ID matching to remove duplicates
{
"store_id": "WDC-CA-01922",
"name": "Total Wine & More - Sherman Oaks",
"platform": "Total Wine & More",
"state": "California",
"city": "Sherman Oaks",
"categories": ["Spirits", "Wine"],
"license_type": "Off-Premise Retail",
"rating": 4.5,
"status": "open",
"last_scraped": "2026-07-10T09:12:00Z"
}
Product Catalog & Label Data Scraping
Item-level catalog capture including ABV, size, and vintage, so pricing and category teams work from the same source of truth.
- Product name, brand, category, and sub-category
- ABV, volume/size, and vintage where applicable
- Availability flags and out-of-stock detection
| Product | Category | Price $ | ABV |
|---|---|---|---|
| Jack Daniel's Old No. 7 (750ml) | Whiskey | 24.99 | 40% |
| Kendall-Jackson Chardonnay | Wine | 14.99 | 13.5% |
| Tito's Handmade Vodka (1L) | Vodka | 21.99 | 40% |
| Blue Moon 6-Pack | Beer | 9.99 | 5.4% |
Liquor Pricing & Offer Monitoring
Track how shelf prices and delivery-app promotions move across platforms and states, down to the coupon level.
- Shelf price vs. delivery-app markup
- Active discounts, mix-and-match and bundle deals
- Historical price change logs for trend analysis
| Item | Platform | Base $ | Offer |
|---|---|---|---|
| Casamigos Tequila (750ml) | Gopuff | 44.99 | 10% OFF |
| Mixed Wine 6-Pack | Winc | 59.99 | Flat $10 |
| Modelo 12-Pack | DoorDash | 15.99 | Buy1Get1 |
| Bourbon Gift Set | Total Wine App | 39.99 |
Liquor Reviews & Ratings Data Extraction
Structured review capture with rating history, so you can spot quality or service drift before it shows up in churn.
- Overall rating and delivery-experience sub-ratings
- Review text with date and reviewer tier
- Rating trend tracked over rolling 30/90-day windows
{
"store_id": "WDC-TX-00847",
"rating_overall": 4.2,
"rating_delivery": 4.5,
"review_count_30d": 268,
"rating_trend_90d": "+0.3",
"top_tags": ["fast delivery", "great selection"]
}
Liquor Delivery & Order Intelligence
Understand serviceability and delivery economics at the store and zip-code level.
- Estimated delivery time bands by zip code
- Minimum order value and delivery fee slabs
- Serviceable radius and age-verification requirements
| Zip Code | ETA | Min Order | Fee $ |
|---|---|---|---|
| 78701 · Austin | 25–32 min | $40 | 5.99 |
| 60614 · Chicago | 30–40 min | $35 | 6.99 |
| 33139 · Miami | 20–28 min | $30 | 4.99 |
Liquor Store Location & License Data
Geo-tagged store data for footprint mapping, whitespace analysis, and competitor density studies.
- Latitude/longitude and full postal address
- License type: off-premise, on-premise, distillery-direct
- Brand-wise outlet counts per state and city
| Brand | State | Outlets | Type |
|---|---|---|---|
| Total Wine & More | Florida | 21 | Off-Premise |
| BevMo | California | 18 | Off-Premise |
| ABC Fine Wine & Spirits | Florida | 45 | Off-Premise |
Liquor Data Fields We Extract
A standard field set that most engagements start from — extended per client on request.
Sample Liquor Product Dataset
A preview of the raw fields our crawlers pull through liquor data scraping in USA operations across every state — this is a 10-row sample from a live dataset refreshed daily.
| # | Product | Category | State — City | Rating | Type | Platforms | Price | Size | Updated |
|---|---|---|---|---|---|---|---|---|---|
| 01 | Jack Daniel's Old No. 7 | Whiskey | California — Los Angeles | ★ 4.6 | Spirits | TWMDRD | $24.99 | 750ml | 2026-07-10 05:40 |
| 02 | Kendall-Jackson Chardonnay | Wine | New York — Manhattan | ★ 4.4 | Wine | TWMGPF | $14.99 | 750ml | 2026-07-10 05:55 |
| 03 | Tito's Handmade Vodka | Vodka | Texas — Austin | ★ 4.5 | Spirits | DRDUBE | $21.99 | 1L | 2026-07-10 06:02 |
| 04 | Modelo Especial 12-Pack | Beer | Florida — Miami | ★ 4.3 | Beer | DRDUBE | $17.99 | 12oz x12 | 2026-07-10 05:48 |
| 05 | Casamigos Blanco Tequila | Tequila | Colorado — Denver | ★ 4.7 | Spirits | TWM | $44.99 | 750ml | 2026-07-10 06:07 |
| 06 | Barefoot Pinot Grigio | Wine | Illinois — Chicago | ★ 4.1 | Wine | GPFDRD | $8.99 | 750ml | 2026-07-10 05:33 |
| 07 | Bud Light 18-Pack | Beer | Georgia — Atlanta | ★ 4.0 | Beer | DRDUBE | $17.99 | 12oz x18 | 2026-07-10 06:15 |
| 08 | Grey Goose Vodka | Vodka | Nevada — Las Vegas | ★ 4.6 | Spirits | TWMDRDGPF | $34.99 | 1L | 2026-07-10 05:59 |
| 09 | Josh Cellars Cabernet | Wine | Arizona — Phoenix | ★ 4.3 | Wine | GPF | $13.99 | 750ml | 2026-07-10 05:21 |
| 10 | Corona Extra 24-Pack | Beer | Washington — Seattle | ★ 4.2 | Beer | DRDUBEGPF | $26.99 | 12oz x24 | 2026-07-10 06:20 |
🇺🇸 Sample records — live USA liquor data API returns full datasets with all scraped fields across 50 states
Access Full Datasets →US Liquor Industry Use Cases
How teams put this data to work once it lands in their warehouse.
Competitive price benchmarking
Compare pricing across your stores vs. competing retailers, state by state.
Retail expansion planning
Identify underserved zip codes using outlet density and delivery-time data.
Dynamic promotion optimisation
Spot high-performing SKUs and pricing gaps across your catalogue.
Distributor reconciliation
Reconcile listed retail prices against distributor invoices across states.
Brand reputation monitoring
Track rating drift and review sentiment across stores in near real time.
Market-entry research
Size a state's alcohol delivery market before committing to expansion.
Industries We Serve
Liquor Retail Chains
Beverage Alcohol Brands
Alcohol Delivery Aggregators
Distributors & Wholesalers
Market Research Firms
Investors & PE / VC Analysts
Pricing & Revenue Teams
Consulting & Advisory Firms
Benefits Of Liquor Data Scraping
What structured, always-fresh liquor data actually changes for your team.
Faster decisions
Skip manual audits — pricing and promo changes land in your pipeline within hours.
Nationwide coverage
See every store in a market, not just the ones your team can manually check.
Historical trendlines
Price, rating, and offer history that spreadsheets can't reconstruct after the fact.
Clean, deduped data
One store record per outlet, matched across platforms — no duplicate noise.
Analyst hours saved
Redeploy research time from data collection to actual analysis and strategy.
API-ready delivery
Plug data directly into your BI tools, dashboards, or internal systems.
Our Liquor Data Collection Process
Modelled on the same discipline the three-tier alcohol distribution system uses to move bottles from producer to shelf — a coded, repeatable system that scales without dropping a single record.
Scope & target mapping
We confirm platforms, states, and the exact field set your use case needs.
Pipeline build
Custom crawlers and parsers are built per platform, respecting each site's structure and terms.
Scheduled extraction
Data is pulled on the cadence you need — hourly, daily, or weekly.
Cleaning & deduplication
Records are normalised, cross-platform matched, and validated before delivery.
QA & anomaly checks
Automated checks flag missing fields, price outliers, and delisted products.
Delivery & handoff
Final data lands in your chosen format or API endpoint, on schedule.
Data Delivery Formats & API Integration
Take the data however your stack consumes it.
CSV / Excel
Ready for spreadsheets and BI tools.
JSON
Nested, structured records for apps.
REST API
Query live data on demand.
Database push
Direct delivery into your warehouse.
{
"count": 3120,
"page": 1,
"results": [ "..." ],
"updated": "2026-07-10T06:00:00Z"
}
Cities Covered Across The USA
Metro-first coverage that extends into mid-size and emerging markets as delivery platforms grow.
Frequently Asked Questions
We collect publicly available data and structure our pipelines around each platform's public listings, applicable terms, and each state's alcohol regulations. We recommend clients review their own use case with legal counsel, especially for redistribution.
Refresh cadence is set per engagement — commonly hourly for pricing/promotions, daily for product catalogs, and weekly for store/location data.
Yes — we build custom field mapping per client rather than delivering a fixed template. Share your schema and we'll scope accordingly.
CSV, Excel, JSON, direct database push, or REST API access — whichever fits your existing stack.
Coverage extends across all fifty states and territories where delivery platforms operate, scoped on request based on platform and licensing availability.
Fill in the form below with your state and platform of interest — we'll share a free structured sample dataset within one business day.
Why Choose Our Web Data Crawlers?
Streamline Research
Automate data collection for comprehensive insights.
Save Time
Efficiently gather and analyze data from multiple sources.
Real-time Updates
Stay continuously informed with the latest information.
Competitive Advantage
Monitor competitors' activities and pricing strategies.
Insightful Analysis
Extract trends and patterns for strategic decision-making.
Market Intelligence
Aggregate data from diverse websites effortlessly.
Customizable Solutions
Tailored to fit specific business requirements seamlessly.
Enhanced Productivity
Streamline workflows and boost efficiency significantly.
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