Liquor and beverage data scraping extracts alcohol and beverage retail data — brands, pack sizes, prices, availability and assortment — across liquor delivery platforms, retailer sites and marketplaces, captured by city and store. iWeb Data Scraping delivers it QA-verified as CSV, JSON or API, so spirits brands, importers and retailers track pricing and shelf presence in a category where price, pack and availability vary sharply by state, city and outlet.
Alcohol is one of the most fragmented retail categories there is: pricing, taxation, assortment and even legality vary by state and city, and the same bottle can carry very different prices and availability across outlets a few kilometres apart. For spirits brands, importers and retailers, that fragmentation is exactly why market visibility is so hard — and so valuable.
We capture brand, pack size, price, availability and assortment across liquor retail and delivery platforms, normalized by pack so bottles are actually comparable. This feeds price intelligence, assortment intelligence and availability tracking. Overlaps with FMCG and grocery.
On compliance: we collect only publicly listed product and pricing information. We do not scrape personal data, and we work within the platform and jurisdictional constraints of an age-restricted category — see Trust & Compliance.
One vertical, every platform that matters in it — matched into a single feed your team actually uses.
Real sample structure from this feed. Your free 48-hour sample comes in your category, in this shape — CSV, JSON or straight to your warehouse.
| product | brand | category | pack | price | store_city | in_stock |
|---|---|---|---|---|---|---|
| Single Malt 12Y 750ml | Glenfiddich | whisky | 750ml | 5450 | Mumbai | yes |
| Lager Beer 650ml | Kingfisher | beer | 650ml | 160 | Bengaluru | yes |
| Red Wine 750ml | Sula | wine | 750ml | 950 | Pune | no |
| Vodka 1L | Smirnoff | vodka | 1L | 1250 | Delhi | yes |
[
{
"product": "Single Malt 12Y 750ml",
"brand": "Glenfiddich",
"category": "whisky",
"pack": "750ml",
"price": "5450",
"store_city": "Mumbai",
"in_stock": "yes"
},
{
"product": "Lager Beer 650ml",
"brand": "Kingfisher",
"category": "beer",
"pack": "650ml",
"price": "160",
"store_city": "Bengaluru",
"in_stock": "yes"
},
{
"product": "Red Wine 750ml",
"brand": "Sula",
"category": "wine",
"pack": "750ml",
"price": "950",
"store_city": "Pune",
"in_stock": "no"
},
{
"product": "Vodka 1L",
"brand": "Smirnoff",
"category": "vodka",
"pack": "1L",
"price": "1250",
"store_city": "Delhi",
"in_stock": "yes"
}
]
Your brands and rivals priced and stocked, outlet by outlet, city by city.
Assortment and pricing across states — where you're listed, where you're not.
Competitor pricing and range across liquor retail and delivery platforms.
Brand and sub-brand, category (whisky, beer, wine, vodka and so on), pack size and volume, price and MRP, availability by store, city and state, discounts and offers, assortment/listing status, imported-versus-domestic flags, ratings where shown, images and new launches — across liquor retail and delivery platforms.
Alcohol is taxed and regulated at state (and sometimes city) level, and retail is highly fragmented. The same bottle can carry materially different prices, and different availability, across states and even across outlets in one city. That is why the data has to be captured per store and per city, not as a single national price.
Yes — we compute comparable per-litre or per-unit pricing alongside listed prices, so a 750ml and a 1L bottle of the same spirit are directly comparable. Without this, price comparison in the category is misleading.
We collect only publicly listed product and pricing information — no personal data, no age-gated private content — and we work within platform and jurisdictional constraints for this age-restricted category. Our full methodology is documented for your legal team; see our Trust & Compliance page.