India's most comprehensive Food Data Scraping platform — delivering real-time food data insights from 1M+ restaurants, cloud kitchens, dhabas, and grocery chains across all 28 states. Swiggy, Zomato & ONDC-aware food data intelligence with FSSAI licensing and veg/non-veg flags — via a single REST API.
{ "restaurant_id": "rd_in_8841203", "name_en": "Buhari Hotel", "name_hi": "बुहारी होटल", "cuisine": "Mughlai & South Indian", "rating": 4.5, "fssai_license": "10019022000270", "fssai_status": "Active", "delivery_platforms": [ "swiggy", "zomato" ], "menu_item": { "name_en": "Chicken 65", "name_hi": "चिकन 65", "price_inr": 320, "is_veg": false, "is_jain": false, "calories": 480, "in_stock": true }, "geo": { "city": "Chennai", "state": "Tamil Nadu", "pincode": "600002", "lat": 13.0827, "lng": 80.2707 } }
India-specific food data intelligence includes FSSAI licensing, veg/non-veg/Jain dietary flags following India's mandatory green/brown dot system, INR pricing, Hindi name fields, regional cuisine taxonomy, and platform coverage unique to the Indian market.
From India's fastest-growing foodtech startups to global FMCG brands targeting the subcontinent — here is how teams across industries use our India food data intelligence in production today.
Indian AI teams fine-tune LLMs with our 80M+ menu item corpus — spanning Hindi, Tamil, Telugu, Bengali, and Marathi menu names alongside English — to build hyperlocal restaurant chatbots, regional cuisine discovery apps, and vegetarian diet planners calibrated to Indian food culture and Jain dietary restrictions. Our bilingual data eliminates months of regional annotation work.
Food delivery startups, ONDC-connected apps, and super-apps monitor pricing, ETA, delivery fee structures, restaurant availability, and menu coverage across Swiggy and Zomato in real time across 500+ Indian cities. Identify platform coverage gaps in Tier 2 cities, track which restaurants hold exclusivity windows, and benchmark delivery fee competitiveness city by city.
Food safety consultants, compliance SaaS platforms, and FMCG procurement teams use our FSSAI licence number, status, and expiry data to monitor thousands of Indian food businesses simultaneously. Get alerts when licences expire, when unlicensed operators list on Swiggy or Zomato, or when a supplier's FSSAI status changes — critical for B2B food procurement risk management.
Research firms, FMCG brands, and PE investors track cuisine popularity shifts across metro vs. Tier 2 cities, monitor INR price inflation by state, and analyse cloud kitchen density growth in India's fastest-expanding food delivery markets. Map how South Indian cuisine penetrates North Indian metros, or track the rapid rise of biryani cloud kitchens across every Indian city.
India's health apps combine our veg/non-veg flags, Jain food classification, calorie data, and allergen fields to serve one of the world's largest vegetarian populations. Build apps that filter menus by FSSAI green dot, Jain compliance, no-onion-no-garlic preferences, or diabetic-friendly options — all in a single API call with INR pricing included.
Indian QSR chains and multi-city restaurant operators monitor competitor menu updates, price changes, and new outlet openings across all major Indian cities in real time. Track how a rival biryani chain prices differently across Mumbai, Delhi, Bengaluru, and Hyderabad, or how a competing cloud kitchen adjusts its Swiggy pricing in response to your promotions.
FMCG brands and ingredient companies track how their products appear across Indian restaurant menus — monitoring brand mentions across North Indian, South Indian, and QSR segments. Essential for estimating foodservice market share, evaluating distributor performance, and tracking ingredient penetration from dhabas to five-star hotel menus across all Indian states.
Indian mall developers, retail REIT managers, and commercial property consultants use our geo-tagged restaurant data to analyse F&B density by pincode, evaluate food court tenant mix, and identify cuisine gaps in new mixed-use developments across Tier 1 and Tier 2 city expansions from Ahmedabad and Pune to Lucknow and Chandigarh.
PE firms, family offices, and sovereign wealth fund teams track Indian restaurant chain expansion velocity, Swiggy/Zomato platform penetration, FSSAI compliance trends, and price positioning across all Indian states to evaluate F&B investments. Unit-level data across 28 states reveals operational signals — such as licence expiry spikes or rapid Tier 2 expansion — invisible in startup pitch decks alone.
A preview of exactly what our India food data scraping API returns. Every record below represents the structured food data intelligence we deliver — with FSSAI numbers, veg/non-veg flags, INR pricing, Hindi names, and Swiggy/Zomato platform data.
| # | Restaurant | Cuisine | City / State | Rating | FSSAI | Platforms | Price Band | Type | Updated |
|---|---|---|---|---|---|---|---|---|---|
| 01 | Buhari Hotelबुहारी होटल | Mughlai & South Indian | Chennai, TN | ✓ Active | SWZO | $$ | Full Service | 2025-05-28 18:10 | |
| 02 | Saravana Bhavanसरवण भवन | South Indian Vegetarian | Mumbai, MH | ✓ Active | SWZOON | $$ | Full Service | 2025-05-28 17:55 | |
| 03 | Karim'sकरीम'स | Mughlai & Awadhi | Delhi, DL | ✓ Active | ZOSW | $$$ | Full Service | 2025-05-28 17:40 | |
| 04 | Biryani By Kiloबिरयानी बाई किलो | Dum Biryani | Bengaluru, KA | ✓ Active | SWZO | $$ | Cloud Kitchen | 2025-05-28 18:00 | |
| 05 | Highway Dhabaहाईवे ढाबा | North Indian Dhaba | Ludhiana, PB | ✓ Active | ZO | $ | Dhaba | 2025-05-28 15:30 | |
| 06 | Gaggan Anandগগন आनंद | Progressive Indian | Bangkok (India ops) & Mumbai | ✓ Active | Direct | $$$$ | Fine Dining | 2025-05-28 12:00 | |
| 07 | Haldiram'sहल्दीराम'स | Indian Snacks & Sweets | Delhi, DL | ✓ Active | SWZOON | $ | QSR | 2025-05-28 18:05 | |
| 08 | Malabar Houseमालाबार हाउस | Kerala Seafood | Kochi, KL | ✓ Active | SWZO | $$$ | Full Service | 2025-05-28 14:20 | |
| 09 | Asha's Restaurantआशा'स रेस्टोरेंट | Rajasthani Thali | Jaipur, RJ | ✓ Active | ZOSW | $$ | Full Service | 2025-05-28 16:10 | |
| 10 | Arsalanअर्सलान | Kolkata Biryani & Mughlai | Kolkata, WB | ✓ Active | SWZO | $$ | Full Service | 2025-05-28 17:00 |
Every major food data source in the Indian market — delivery apps, review platforms, grocery chains, FSSAI regulatory data, and direct restaurant and brand websites across all 28 states.
Our food data scraping infrastructure covers every Indian state and union territory, from hyperlocal Mumbai neighbourhoods and Delhi NCR zones to Tamil Nadu's coastal towns, Punjab's dhabas, and every Tier 2 and Tier 3 city in between — down to individual PIN code level.
No scraping infrastructure to build or maintain. You define your India data scope — we handle the rest, including FSSAI enrichment, bilingual field normalization, and veg/non-veg classification.
Select states, cities, PIN codes, cuisine types, and platforms (Swiggy, Zomato, ONDC). Configure fields like FSSAI status, veg flags, INR pricing, Hindi names, or regional cuisine tags.
Our India infrastructure crawls Swiggy, Zomato, and ONDC, cross-references FSSAI FoSCoS for licence data, extracts Hindi and regional language names, and normalizes all data to one clean schema.
Query structured JSON via REST API with INR pricing, FSSAI numbers, veg/non-veg flags, and bilingual fields as standard. Pull bulk CSV/JSON exports or set up webhooks for live change events.
Get alerts when menus change, FSSAI licences expire, or new cloud kitchens open in your target PIN codes. Adjust scope seasonally for Diwali menus, Navratri veg-only periods, and Ramadan specials.
FAQs
At WebFusionData, we specialize in cutting-edge web scraping solutions to help you unlock valuable insights and drive business growth. Whether you need custom data extraction, real-time monitoring, or large-scale web scraping, our team is here to assist you.
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