Hotels & Resorts
Connect the property, room, stay, rate plan, availability, and booking conditions.
- Property, address, brand, coordinates
- Room and bed types
- Dates, occupancy, availability
- Rates, taxes, fees, total
- Meal plan and cancellation
Home / Travel & Hospitality
Travel market and availability intelligenceTravel & Hospitality Data Scraping for Comparable Market Intelligence
Collect and normalize hotel rates, room availability, flight fares, vacation rentals, car rentals, reviews, listings, and destination signals across eligible travel platforms.
✓Date-aware observations✓Property and room matching✓Taxes and fee separation✓Historical travel signals
STAY MARKET MONITORLATEST OBSERVATION
DESTINATIONNew York, NY
CHECK-INOct 12
CHECK-OUTOct 14
GUESTS2 adults
HOTEL
Example Midtown HotelKing room · Flexible rate · Room only
MATCH GROUP 0312ChannelBaseTotalAvailability
Direct$329$764Available
OTA A$339$786Available
OTA B$319$758Limited
Stay length2 nightsIllustrative
CancellationFlexibleDeadline retained
CurrencyUSDSource value preserved
DestinationMarket context
DatesSearch and stay
OccupancyGuests and rooms
PropertyIdentity and location
RoomType and attributes
Rate PlanTerms and inclusions
FeesTax and charges
AvailabilityObserved inventory
Why travel data is different
The same travel product can return a different price for every date, guest, channel, and booking condition.
A hotel rate or airfare is not comparable by price alone. Dates, occupancy, room or fare class, cancellation terms, taxes, fees, currency, availability, and observation time determine what the traveler can actually book.
Kvetoiq preserves that context, normalizes equivalent products, separates price components, and delivers records designed for travel-market decisions.
01
Travel productProperty, flight, vehicle, rental, experience
+02
Itinerary contextDates, route, occupancy, length of stay
+03
Product optionRoom, fare family, cabin, vehicle class
+04
Commercial conditionsBase, fees, cancellation, inclusions, currency
=05
Comparable travel recordNormalized, timestamped, validated, traceable
✓Travel and hospitality data coverage
Structure stays, journeys, rentals, reviews, and destination experiences.
Fields are scoped to the intended workflow and confirmed against representative markets, dates, traveler scenarios, and sources.
Flights & Airlines
Preserve route, schedule, flight, cabin, fare, baggage, and itinerary context.
- Origin and destination
- Airline and flight number
- Cabin and fare family
- Stops, duration, baggage
- Base fare, taxes, total
Vacation Rentals
Structure the property, unit, guest capacity, stay conditions, fees, and availability.
- Location and unit type
- Bedrooms and guest capacity
- Amenities and host context
- Nightly, cleaning, service fees
- Minimum stay and availability
Car Rentals
Compare equivalent vehicle classes, dates, locations, policies, and total cost.
- Pickup and return location
- Dates and vehicle class
- Supplier and availability
- Mileage and fuel policy
- Insurance, taxes, and fees
Reviews & Reputation
Connect public guest feedback to the correct property, traveler type, language, and date.
- Rating and review count
- Review text and date
- Traveler type and language
- Sentiment and topics
- Review velocity and distribution
Destinations & Experiences
Collect public data for attractions, activities, tours, restaurants, and destination markets.
- Location and category
- Opening hours and availability
- Prices and booking conditions
- Ratings and reviews
- Amenities and experience details
Travel data model
Keep product identity separate from every itinerary, option, offer, and observation.
Travel intelligence depends on relationships. A property, flight, vehicle, or rental can generate many offers across dates, channels, products, currencies, and terms.
✓Match the underlying property, route, or rental product.
✓Preserve dates, occupancy, and traveler context.
✓Separate room, fare family, vehicle, or unit options.
✓Retain conditions, availability, channel, and observation time.
TRAVEL PRODUCT
IdentityProperty, route, vehicle, rental
ItineraryDates, occupancy, origin, destination
Product OptionRoom, fare family, cabin, vehicle class
Commercial OfferBase, taxes, fees, currency, total
ConditionsCancellation, meals, baggage, mileage
ObservationChannel, availability, timestamp
Property and room matching
Compare the same property and equivalent room before comparing rates.
Property matching can use name, brand, address, coordinates, phone, source identifiers, images, and amenity profiles. Room matching then considers bed type, occupancy, view, size, amenities, meal plan, and cancellation conditions.
Property identity
Resolve spelling, translation, abbreviation, brand, address, and source-ID differences.
Room attributes
Separate bed type, view, size, occupancy, amenities, and room-category differences.
Rate-plan conditions
Align meal inclusion, refundability, payment timing, and cancellation deadline.
Exception review
Retain ambiguous or incomplete room pairs for investigation rather than forcing a match.
Illustrative room-match reviewCONTEXT-AWARE
DirectDeluxe King, City View, Breakfast
MATCH
OTA AKing Deluxe City View, Breakfast Included
OTA BPremium King, Room Only
CHECK
DirectDeluxe King, City View, Breakfast
OTA CStandard Queen, Non-refundable
NO
DirectDeluxe King, Flexible
Illustrative only. Actual property and room rules, evidence, confidence treatment, and validation are defined for each project.
Total-stay price composition
Separate the nightly rate from what the traveler must actually pay.
A low base rate may exclude taxes, resort fees, cleaning fees, service fees, or mandatory charges. Kvetoiq can preserve each visible component, calculate agreed totals, and retain the original source values.
✓Number of nights and occupancy
✓Base, taxes, mandatory fees, and discounts
✓Total stay and effective nightly rate
✓Currency, refundability, and cancellation deadline
Illustrative two-night stayUSD
Base room rate$658.00
Taxes$72.00
Mandatory destination fee$34.00
Included discount-$20.00
Total stay$744.00
Illustrative values only. Actual tax, fee, inclusion, and total-price rules depend on the selected source and project specification.
Hotel parity matrix
Compare aligned rooms, dates, occupancy, and booking conditions.
| Channel | Room | Rate plan | Base | Fees | Total | Cancellation |
|---|---|---|---|---|---|---|
| Direct | King, City View | Flexible, Room Only | Example | Separated | Calculated | Flexible |
| OTA A | King, City View | Flexible, Room Only | Example | Separated | Calculated | Flexible |
| OTA B | King, City View | Non-refundable | Example | Separated | Calculated | Restricted |
Illustrative structure only. Equivalent conditions must be aligned before a parity conclusion is made.
Flight itinerary intelligence
Preserve the route, schedule, cabin, fare family, baggage, and complete price.
Airfare comparisons require aligned travel dates, passenger context, cabins, fare families, stops, baggage conditions, refundability, taxes, fees, and currency.
✓Origin, destination, departure, and arrival
✓Airline, flight number, stops, and duration
✓Cabin, fare family, baggage, and refundability
✓Base fare, taxes, total, currency, and observation time
JFKNew York
LAXLos Angeles
TRAVEL DATEOct 20
CABINEconomy
FARE FAMILYStandard
STOPSNonstop
BAGGAGE1 carry-on
TOTAL FAREIllustrative
Travel intelligence use cases
Support revenue, distribution, product, reputation, and market decisions.
Hotel Rate Parity
Compare aligned rooms, dates, occupancy, rate plans, fees, and cancellation terms across channels.
Explore Price Monitoring →Competitive Rate Monitoring
Observe comparable rates across selected properties, dates, traveler scenarios, and markets.
OTA Distribution Analytics
Measure property presence, room coverage, rate plans, availability, and listing content by channel.
Vacation Rental Intelligence
Track listings, nightly rates, fees, minimum stays, availability, amenities, and review signals.
Airfare Monitoring
Observe selected routes, dates, cabins, fare families, stops, baggage, and complete fares.
Car Rental Intelligence
Compare vehicle classes, dates, locations, mileage, insurance, fees, and availability.
Reputation Intelligence
Analyze ratings, review velocity, sentiment, traveler types, recurring issues, and positive themes.
Destination Demand Signals
Use rates, availability, reviews, events, routes, and listing changes as research inputs.
Travel Product Content
Compare amenities, policies, descriptions, images, locations, and listing completeness.
Team-to-data mapping
Give each travel team the context behind its decisions.
| Team | Required data | Decision supported |
|---|---|---|
| Revenue management | Rates, availability, dates, competitors, conditions | Rate strategy |
| Distribution | Channels, parity, room coverage, rate plans | Channel management |
| E-commerce | Content, availability, reviews, direct rates | Direct-booking performance |
| Market research | Properties, routes, destinations, supply | Market assessment |
| Reputation | Ratings, reviews, sentiment, traveler type | Guest-experience improvement |
| Product | Amenities, policies, rooms, fare attributes | Product positioning |
| Investment | Supply, rates, reviews, availability, demand signals | Property and market analysis |
| Travel technology | Structured rates, fares, listings, availability | Application functionality |
Historical travel timeline
Retain how rates, availability, conditions, and listings changed over time.
Timestamped observations create a history of the travel market instead of keeping only the latest value.
01
First observedProduct and context stored02
Rate changedPrevious and current retained03
Availability changedInventory state updated04
Policy changedCancellation terms revised05
Fee changedMandatory charge updated06
Review changedRating or volume moved07
Listing changedRoom, route, or content revisedTravel source coverage
Assess the channels that shape each travel market.
Every source is evaluated for required fields, traveler context, geography, update behavior, and technical feasibility.
Booking.comExpediaHotels.comAgodaGoogle HotelsTrip.comPricelineTrivagoKayakAirbnbVrboGoogle FlightsSkyscannerAirline WebsitesTripadvisorGoogle TravelViatorGetYourGuideHertzEnterpriseAvisBudgetSixtOther eligible sources
Travel data workflow01 02 03 04 05 06
Validate markets, dates, traveler scenarios, products, and fields before scaling.
Define Decisions
Confirm markets, dates, products, travelers, and outcomes.
Validate Sources
Test representative properties, routes, platforms, and scenarios.
Design Model
Map products, itineraries, options, offers, and observations.
Build & Normalize
Collect, match, separate costs, validate, and retain context.
Review Sample
Confirm comparisons, conditions, quality rules, and output.
Launch & Maintain
Monitor collection, refresh records, and manage source changes.
Travel data quality framework
Validate identity, itinerary, conditions, availability, and complete price.
Property Identity
Check name, brand, address, coordinates, phone, and source identifiers.
Room Normalization
Separate bed type, view, size, occupancy, amenities, and board basis.
Date & Occupancy
Validate search dates, stay dates, length, passengers, guests, and rooms.
Currency & Price
Preserve source currency and separate base, taxes, fees, discount, and total.
Policy Normalization
Structure refundability, cancellation deadline, meal plan, baggage, and mileage.
Availability State
Attach availability to the exact dates, product option, channel, and observation.
Route Validation
Check airports, airlines, flight numbers, schedules, stops, and duration.
Quality Alerts
Surface missing fields, unmatched products, unusual values, and source changes.
Delivery and integration
Receive travel data where revenue, distribution, research, and products operate.
Delivery can include structured records, schemas, matching context, pricing components, validation information, timestamps, and known limitations.
CSVExcelJSONJSONLParquetAPIWebhookCloud StorageDatabaseData WarehouseBI Integration
Services behind the travel workflow
Combine collection, matching, freshness, and integration capabilities.
Web Scraping Services
Managed extraction across eligible travel sources.
Explore service →Enterprise Web Crawling
Broad recurring collection across markets and channels.
Explore service →Web Scraping API
Programmatic travel-data collection for products and pipelines.
Explore service →AI-Powered Scraping
Property matching, room classification, and review enrichment.
Explore service →Live Crawler Services
On-demand, scheduled, and change-driven travel signals.
Explore service →Custom Data Extraction
Purpose-built travel schemas and comparison rules.
Explore service →App Scraping
Eligible public mobile booking and travel-application data.
Explore service →Automotive & Mobility
Vehicle, rental, route, and mobility-market intelligence.
Explore industry →Responsible travel data collection
Define the sources, markets, traveler scenarios, fields, account state, and intended use before launch.
Kvetoiq assesses public-source availability, necessary fields, source conditions, request controls, dates and traveler context, privacy considerations, retention, and delivery requirements. Project-specific legal questions should be reviewed by qualified counsel.
Review Privacy Policy →✓Public-source and feasibility assessment
✓Necessary-field and purpose limitation
✓Source-aware request controls
✓Dates, occupancy, channel, and account-state context
✓Privacy, retention, and delivery requirements
✓Documented assumptions and known limitations
Frequently asked questions
What teams ask about Travel & Hospitality Data Scraping.
What is Travel & Hospitality Data Scraping?
Travel & Hospitality Data Scraping is the managed collection and structuring of eligible public hotel, flight, rental, review, listing, rate, availability, itinerary, and destination information from travel sources.
What travel data can Kvetoiq collect?
Potential fields include properties, rooms, rates, taxes, fees, cancellation terms, availability, flights, routes, cabins, fare families, vacation rentals, vehicles, reviews, attractions, and destination information.
Can you collect hotel rates and room availability?
Yes. Eligible sources can be assessed for date-specific room types, occupancy, rate plans, availability, base rates, taxes, fees, totals, meal plans, and cancellation conditions.
Can you compare equivalent rooms across OTAs?
Yes. Room matching can use bed type, occupancy, room size, view, amenities, meal plan, cancellation conditions, and source descriptions.
How do you match the same hotel across platforms?
Property matching can combine name, brand, address, coordinates, phone, source IDs, images, and amenity profiles. Ambiguous matches can be routed for review.
How do you normalize different room names?
Room labels are parsed into comparable attributes such as bed type, view, size, occupancy, room category, amenities, board basis, and policy conditions.
Can you separate taxes and mandatory fees?
Where displayed, records can preserve base price, taxes, resort or destination fees, cleaning fees, service fees, mandatory charges, discounts, and total price as separate fields.
Can you calculate total-stay prices?
Agreed rules can combine the visible price components for the selected dates, nights, occupancy, currency, and booking conditions while retaining original source values.
Can you collect cancellation and refund policies?
Public refundability, cancellation deadline, penalty, payment timing, and related rate-plan terms can be structured where available.
Can you monitor hotel-rate parity?
Yes. Parity workflows compare aligned properties, rooms, dates, occupancy, rate plans, fees, currencies, and cancellation conditions across selected channels.
Can you collect flight fares and schedules?
Eligible sources can be assessed for routes, dates, airlines, flight numbers, departure and arrival times, cabins, fare families, stops, duration, baggage, and complete fares.
Can you distinguish cabin classes and fare families?
Yes. Records can preserve cabin, branded fare or fare family, included services, baggage, change conditions, refundability, and price components.
Can you collect baggage and stopover information?
Where publicly visible, baggage allowance, stops, layover airports, duration, and itinerary segments can be structured.
Can you collect vacation-rental data?
Eligible public vacation-rental listings can include property type, location, capacity, bedrooms, amenities, nightly rate, fees, minimum stay, availability, host context, and reviews.
Can you collect car-rental rates and availability?
Potential fields include pickup and return locations, dates, vehicle class, supplier, mileage, fuel policy, insurance options, deposit, taxes, fees, and availability.
Can you collect travel reviews and ratings?
Eligible public review data can include rating, review count, text, date, language, traveler type, and property or product context.
Can you analyze guest sentiment?
AI-assisted enrichment can classify sentiment, topics, recurring complaints, positive themes, and traveler segments under agreed validation rules.
Can you monitor destination and attraction data?
Eligible public sources can be assessed for attractions, activities, tours, restaurants, locations, opening hours, prices, ratings, reviews, and availability.
How frequently can travel data be refreshed?
Cadence depends on source behavior, market count, date scenarios, product volume, rendering, validation, intended use, and responsible request controls.
Can travel data be delivered through an API?
Yes. Delivery options may include API, webhook, CSV, Excel, JSON, JSONL, Parquet, cloud storage, databases, warehouses, and custom integrations.
How do you validate travel and hospitality data?
Validation may cover identity, dates, occupancy, room or fare class, routes, currency, taxes, fees, totals, policies, availability, duplicates, timestamps, and source changes.
Can we review a sample before production?
In many cases, representative records can confirm fields, matching, pricing components, policy normalization, availability context, quality checks, and delivery format.
How does Kvetoiq approach responsible travel data collection?
Kvetoiq scopes public sources, necessary fields, source conditions, traveler and date context, request controls, privacy considerations, retention, intended use, and delivery requirements. Qualified counsel should review project-specific legal questions.
Start with representative travel searches
Compare travel markets with the booking context intact.
Share your target properties, routes, destinations, platforms, dates, occupancy scenarios, fields, refresh requirements, and delivery destination. Kvetoiq will help shape a practical collection and validation plan.