Liquor Data Scraping in India, built for India's alcobev retail economy
Brand catalogues, live pricing, MRP, offers, ratings, and store-level stock pulled from every major Indian liquor e-commerce and retail platform structured, deduplicated, and delivered on a schedule you set. Our Liquor Data Scraping in India programs are built around each state's licensing framework so your team gets clean, reliable coverage without touching a browser.
Liquor Industry Overview In India
India's alcobev market is expanding fast as more states open the door to licensed online liquor sales — and it is one of the hardest catalogues to track by hand. Here's the landscape our pipelines are built for.
Between licensed liquor marketplaces, winery and distillery direct-to-consumer stores, quick-commerce alcohol pilots, and thousands of retail outlets across excise zones, liquor data in India shifts constantly new labels get listed weekly, MRPs are revised by state excise notifications, and festive offers rotate by the day. Manual tracking cannot keep up with this pace, which is why brand teams, distributors, and market researchers rely on Liquor Data Scraping in India instead of manual spreadsheets.
Our Liquor Data Scraping Services
End-to-end coverage of the liquor data stack from raw extraction to analytics-ready delivery.
Brand & Label Data Extraction
Brand names, categories, ABV, pack sizes, and listing status across every liquor platform in a state.
Catalogue & SKU Data Scraping
SKU-level catalogues with variants, pack formats, and category structure, refreshed on schedule.
Pricing & Offer Monitoring
MRP, store price, discounts, and combo-offer tracking across excise zones and platforms.
Reviews & Ratings Extraction
Star ratings, tasting notes, sentiment tags, and rating trend history per label.
Delivery & Order Intelligence
Delivery time bands, minimum order value, delivery fee slabs, and serviceable pincodes.
Store & Outlet Location Mapping
Geo-coordinates, outlet counts, warehouse footprint, and locality-level density mapping.
Leading Liquor Delivery Platforms We Scrape
Marketplaces, winery direct-to-consumer stores, and licensed liquor retail platforms.
Coverage is built and maintained per client requirement, in line with each platform's public data, state excise rules, and applicable terms of use.
Brand & Label Data Extraction
A complete, deduplicated brand master list per state the foundation layer every downstream liquor analysis depends on.
- Brand name, category, ABV, and price band
- Listing status and excise-approval flag
- Cross-platform ID matching to remove duplicates
{
"brand_id": "WDC-MH-04821",
"name": "Blenders Pride Reserve",
"platform": "BevQ",
"state": "Maharashtra",
"city": "Mumbai",
"category": ["Whisky", "Premium"],
"abv_percent": 42.8,
"rating": 4.2,
"status": "in-stock",
"last_scraped": "2026-07-10T09:12:00Z"
}
Liquor Pricing & Offer Monitoring
Track how MRPs and discounts move across platforms and states, down to the combo-offer level.
- MRP vs. platform discounted / member price
- Active combos, flat-off and percentage-off offers
- Historical price change logs for trend analysis
| Item | Platform | MRP ₹ | Offer |
|---|---|---|---|
| Old Monk Rum 750ml | WinePark | 450 | 10% OFF |
| Kingfisher Ultra 6-pack | BevQ | 720 | Flat ₹50 |
| Grover Zampa La Reserve | The Wine Company | 1,150 | Buy2Get1 |
| McDowell's No.1 Whisky | Sula Selections | 560 |
Liquor Reviews & Ratings Data Extraction
Structured review capture with rating history, so you can spot quality perception drift before it shows up in sales.
- Overall rating and taste/value sub-ratings
- Review text with date and reviewer tier
- Rating trend tracked over rolling 30/90-day windows
{
"brand_id": "WDC-KA-01193",
"rating_overall": 4.0,
"rating_value": 4.3,
"review_count_30d": 184,
"rating_trend_90d": "+0.1",
"top_tags": ["smooth finish", "value for money"]
}
Liquor Delivery & Order Intelligence
Understand serviceability and delivery economics at the store and pincode level.
- Estimated delivery time bands by pincode
- Minimum order value and delivery fee slabs
- Serviceable radius and warehouse assignment
| Locality | ETA | Min Order | Fee ₹ |
|---|---|---|---|
| Koregaon Park | 25–32 min | ₹499 | 29 |
| Baner | 32–40 min | ₹599 | 39 |
| Viman Nagar | 20–28 min | ₹499 | 25 |
Liquor Store & Outlet Location Data
Geo-tagged outlet data for footprint mapping, whitespace analysis, and distributor density studies.
- Latitude/longitude and full postal address
- Outlet type: retail store, warehouse, dark store
- Brand-wise outlet counts per state and locality
| Brand | City | Outlets | Type |
|---|---|---|---|
| WinePark | Kolkata | 11 | Dark Store |
| The Wine Company | Kolkata | 7 | Retail Store |
| BevQ | Kolkata | 19 | Warehouse |
Liquor Data Fields We Extract
A standard field set that most Liquor Data Scraping in India engagements start from extended per client on request.
Sample Liquor Dataset
A preview of the raw fields our crawlers pull from liquor e-commerce platforms across Indian states this is a 10-row sample from a live dataset refreshed daily.
| # | Brand | Category | City State | Rating | ABV | Platforms | Price | Availability | Updated |
|---|---|---|---|---|---|---|---|---|---|
| 01 | Royal Stag Barrel Select | Whisky | Mumbai Maharashtra | ★ 4.3 | 42.8% | BQWP | ₹780 | In Stock | 2026-07-10 05:40 |
| 02 | Sula Rasa Shiraz | Red Wine | Nashik Maharashtra | ★ 4.4 | 13.5% | SULTWCWP | ₹950 | In Stock | 2026-07-10 05:55 |
| 03 | Amrut Fusion Single Malt | Whisky | Bengaluru Karnataka | ★ 4.6 | 50% | BQWP | ₹3,450 | Limited | 2026-07-10 06:02 |
| 04 | Bira 91 White | Craft Beer | Pune Maharashtra | ★ 4.2 | 4.8% | BQTWC | ₹170 | In Stock | 2026-07-10 05:48 |
| 05 | Old Monk Rum | Dark Rum | Kolkata West Bengal | ★ 4.5 | 42.8% | WP | ₹450 | In Stock | 2026-07-10 06:07 |
| 06 | Grover Zampa La Reserve | Red Wine | Nashik Maharashtra | ★ 4.3 | 14% | TWCSUL | ₹1,150 | In Stock | 2026-07-10 05:33 |
| 07 | McDowell's No.1 Whisky | Whisky | Hyderabad Telangana | ★ 4.0 | 42.8% | BQWP | ₹560 | In Stock | 2026-07-10 06:15 |
| 08 | Chandon Brut | Sparkling Wine | Nashik Maharashtra | ★ 4.5 | 12.5% | TWCWPSUL | ₹1,650 | In Stock | 2026-07-10 05:59 |
| 09 | Fratelli Sette | Red Blend | Akluj Maharashtra | ★ 4.3 | 13.8% | TWC | ₹900 | Limited | 2026-07-10 05:21 |
| 10 | KRSMA Sangiovese | Red Wine | Hampi Karnataka | ★ 4.4 | 13.9% | TWCWPSUL | ₹1,900 | In Stock | 2026-07-10 06:20 |
🇮🇳 Sample records live India liquor data API returns full datasets with all scraped fields across 18+ states
Access Full Datasets →Liquor Industry Use Cases
How teams put Liquor Data Scraping in India to work once it lands in their warehouse.
Competitive Price Benchmarking
Compare MRPs across your brands vs. competing labels, state by state.
Retail & Warehouse Site Selection
Identify underserved localities using outlet density and delivery-time data.
Portfolio & Catalogue Optimisation
Spot high-performing labels and pricing gaps across your portfolio.
Distributor Commission Analysis
Reconcile listed prices against payouts across excise zones and platforms.
Brand Reputation Monitoring
Track rating drift and review sentiment across labels in near real time.
Market-Entry Research
Size a state's liquor e-commerce opportunity before committing to expansion.
Industries We Serve
Liquor Retail Chains
Wineries & Distilleries
Liquor E-Commerce Platforms
Importers & Distributors
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 MRP and offer changes land in your pipeline within hours.
State-Wide Coverage
See every listed brand 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 brand record per SKU, 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
Built around a coded, repeatable pipeline that respects each state's excise framework so coverage 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 broken listings.
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": 3140,
"page": 1,
"results": [ "..." ],
"updated": "2026-07-10T06:00:00Z"
}
States & Cities Covered Across India
Metro-first coverage that extends into emerging markets as more states open up licensed online liquor sale.
Frequently Asked Questions
We collect publicly available data and structure our pipelines around each platform's public listings, applicable terms, and state excise 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/offers, daily for catalogues, and weekly for outlet/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.
Yes, coverage extends beyond the metro-first states into tier-2 and tier-3 markets, scoped on request based on platform and excise 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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