We extract destination profiles, approved tour operators, spiritual circuits, and cultural events from incredibleindia.org. Delivered as clean JSON, CSV, or Parquet to your warehouse.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Destinations objects from incredibleindia.org. All fields typed and schema-versioned.
"destination_id": "DEST-4921", "name": "Hampi", "state": "Karnataka", "region": "South", "best_time_to_visit": "October to February", "nearest_airport": "Hubballi Airport (HBX)", "tags": "['Heritage', 'UNESCO', 'Architecture']"
| # | destination_id | name | state | region | description | best_time_to_visit |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Tour Operators objects from incredibleindia.org. All fields typed and schema-versioned.
"operator_id": "OP-8832", "name": "Deccan Trails Expeditions", "category": "Inbound Tour Operator", "recognition_status": "Approved", "city": "Bengaluru", "state": "Karnataka", "contact_number": "+91-80-23456789"
| # | operator_id | name | category | recognition_status | address | city |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Experiences objects from incredibleindia.org. All fields typed and schema-versioned.
"circuit_id": "CIRC-112", "name": "Buddhist Circuit", "theme": "Spiritual", "duration_days": 8, "key_stops": "['Lumbini', 'Bodh Gaya', 'Sarnath', 'Kushinagar']", "ideal_for": "['Pilgrims', 'History Buffs']"
| # | circuit_id | name | theme | duration_days | route_map | key_stops |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Events objects from incredibleindia.org. All fields typed and schema-versioned.
"event_id": "EVT-5541", "name": "Hornbill Festival", "state": "Nagaland", "start_date": "2026-12-01", "end_date": "2026-12-10", "venue": "Kisama Heritage Village", "organizer": "State Tourism and Art & Culture Departments"
| # | event_id | name | state | start_date | end_date | venue |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Accommodations objects from incredibleindia.org. All fields typed and schema-versioned.
"hotel_id": "HTL-9921", "name": "Taj Lake Palace", "type": "Heritage Hotel", "star_rating": 5, "city": "Udaipur", "state": "Rajasthan", "amenities": "['Wi-Fi', 'Pool', 'Spa', 'Restaurant']"
| # | hotel_id | name | type | star_rating | address | city |
|---|---|---|---|---|---|---|
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Our scraper extracts the official Ministry of Tourism catalogue: destinations, operators, and state-level events, normalising inconsistent government schemas into queryable datasets.
Extract state, region, geo-tags, and transit connectivity for thousands of official tourist sites across India.
Capture contact details, addresses, and recognition status for all Ministry-approved travel agents and tour operators.
Map spiritual, heritage, and wildlife routes including key stops and recommended durations.
Track state festivals, cultural events, dates, and venues across all 28 states and 8 Union Territories.
Extract UNESCO tags, entry timings, ticket pricing guidelines, and historical significance descriptions.
Scrape approved hotels, heritage properties, and B&B listings with star ratings and contact information.
Standardise inconsistent state and city name spellings found across different departmental uploads.
Capture high-resolution image URLs and promotional video links associated with destinations and events.
Run monthly pipelines to track operator approval expirations and new event additions.
Brief in. Clean data out.
Select the target datasets: destinations, operators, events, or circuits. We map the required fields.
We configure crawlers to handle the site's pagination, media loads, and rate limits.
Schema normalisation checks, address standardisation, and null-rate monitoring before delivery.
JSON, CSV, or Parquet pushed to your S3 bucket or data warehouse on your preferred schedule.
Extracting data from incredibleindia.org requires handling heavy media payloads, inconsistent regional schemas, and aggressive rate limits.
Official portals often employ strict rate limiting and WAF rules. We use Indian residential proxies and conservative concurrency limits to ensure uninterrupted extraction without triggering blocks.
Data uploaded by different state tourism boards varies wildly in format. We apply post-extraction normalisation to standardise addresses, dates, and contact numbers into a unified schema.
The site relies heavily on high-resolution imagery. Our Playwright scripts intercept and block unnecessary media requests to speed up crawls while still capturing the source URLs for your records.
Content is often available in multiple languages. We can configure pipelines to toggle language states and extract parallel datasets for localisation use cases.
Tour operator approvals expire and renew. We maintain state across runs to provide diffs, highlighting newly approved operators and those whose recognition has lapsed.
OTAs build comprehensive destination guides and map official POIs to their booking inventory.
Analysts track tourism development, event density, and infrastructure growth across different states.
Travel platforms consolidate official guidelines and entry requirements for inbound foreign tourists.
Academic and heritage researchers index spiritual circuits and historical sites for preservation studies.
Hospitality tech companies connect with newly approved tour operators and travel agents.
AI travel agents use official circuit data to generate authentic, government-recognised travel routes.
"The Ministry of Tourism holds the definitive catalogue of Indian heritage and operators, but accessing it programmatically requires dedicated infrastructure."
Government portals often feature heavy DOM structures, inconsistent data entry across states, and strict rate limiting. DataFlirt handles the proxy rotation, schema normalisation, and pagination logic so your team receives clean, warehouse ready records without maintaining custom crawlers.
Everything supported by our incredibleindia.org scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
Scrapy manages orchestration and retries. Playwright handles dynamic content loading and interaction flows required by modern SPA architectures.
We route requests through Indian residential IPs to ensure compliance with regional access rules and avoid aggressive rate limits.
Pipelines run on AWS ECS with Airflow handling scheduling. Data is processed, normalised, and delivered entirely within cloud environments.
Data delivered to where your team already works — no new tooling required.
About incredibleindia.org scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available tourism information is generally permissible. DataFlirt extracts only public destination, event, and operator data. We do not attempt to bypass authentication for visa portals or operator backends.
We use Indian residential proxies and enforce strict concurrency limits with exponential backoff. This mimics normal browsing behaviour and prevents our crawlers from being blocked by government firewalls.
We typically run full catalogue updates on a monthly schedule, which aligns with the frequency of government updates for operator approvals and event additions. Custom schedules are available.
We extract the high-resolution URLs for images and media, delivering them as text fields in the dataset. We do not download or host the actual media files to keep pipeline costs low.
Our minimum engagement covers a full initial extraction of the core catalogues (destinations and operators) with optional recurring monthly updates. Contact us for specific volume pricing.
Yes. We can provide a sample extraction of a specific state's destinations or a subset of the tour operator directory so you can evaluate the schema and normalisation quality.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a full dump of approved operators or continuous updates on state festivals, we scope, build, and operate the pipeline. Tell us what you need.
