Booking.com Dataset
Live and Historical Data Across Booking.com’s Global Hotel and Accommodation-First Platform
Booking.com built its business around accommodations first and added flights as a secondary product much later, which shows up directly in how the platform’s data behaves — property depth and category breadth (hotels, apartments, villas, guesthouses, hostels) run far deeper than its flight catalog. Booking.com also scores properties on its own 0-to-10 review scale rather than the 5-star system used almost everywhere else, and its Genius loyalty tiers apply automatic percentage discounts based on booking history rather than a points system a member has to redeem.
Tracking that properly means treating accommodation depth, the 0-10 review scale, and tier-based automatic pricing as core dataset dimensions rather than quirks to normalize away. That’s exactly what our dedicated Travel Data Scraping pipeline is built to handle for Booking.com specifically — a Booking.com Travel Dataset that ties hotel and accommodation rates, flight fares, booking terms, and review scores together across global markets, refreshed on a schedule you control. It sits inside our broader Travel Dataset catalog, built on the same infrastructure as our Travel Data Scraping services, with custom builds available through our Web Scraping Services team.
Request Free Sample DatasetQuick Stats
Price From
$219Starting Price
Records
4.5M+Total Records
Format
CSV / JSONDelivery Format
Delivery
ImmediateAvailability
Hotels-First
Core Coverage
2+ Yrs
Historical Depth
Global
Multi-Country Coverage
Daily
Refresh Cycle
Why Teams Choose Our Booking.com Dataset Over a DIY Crawl
A scraper built to normalize every OTA onto a 5-star rating misreads Booking.com’s 0-10 review score entirely, and Genius tier discounts apply automatically based on account history rather than a redeemable-points balance, which a generic loyalty-tracking approach tends to miss.
One Schema, Accommodation-Deep
Property listings, room rates, booking terms, flight fares, and review scores all arrive in a single Booking.com dataset, with accommodation coverage as deep as the platform’s own catalog.
Native 0–10 Review Score Preserved
Our Booking.com Reviews Dataset keeps the platform’s own 0-10 scoring scale intact, rather than force-converting it into a 5-star equivalent that loses precision.
Scoped to What You Actually Need
Pull specific destinations, property types, or the full catalog. Refresh daily, weekly, or near-live. Delivered as CSV, JSON, Excel, or a direct API feed.
Formats Your Tools Already Read
CSV and Excel exports work straight in Power BI or Tableau. JSON and API feeds ship with a documented schema for Snowflake, BigQuery, or Redshift.
Live Rates, Plus Real History
See today’s rates alongside 2+ years of historical pricing patterns across properties, destinations, and markets.
Full Property-Type Taxonomy Tracked
Coverage distinguishes hotels, apartments, villas, guesthouses, and hostels as separate property types, since Booking.com’s category breadth is a core part of its catalog.
What’s Actually Inside the Booking.com Dataset
The Booking.com dataset answers five practical questions: what accommodations and flights are available, how their rates move across the booking window, what cancellation and rate-plan terms actually apply, how properties score on Booking.com’s own scale, and what customers say about the stay. Those five questions map to the five sub-datasets described below, keyed together on property, room, and booking identifiers.
Most clients start with the rate and cancellation layer, usually chasing something specific — how much of a property’s inventory carries free-cancellation terms versus non-refundable rates, or how does a Genius-tier discount change the effective nightly rate for a repeat booker? Revenue teams lean on the review-score layer to understand how a property’s 0-10 score compares to category benchmarks. Data teams mostly just want clean, timestamped records instead of raw search-result data, which is really the core value of buying a dataset instead of building a scraper from scratch. This dataset shares its collection standards with our broader Travel Dataset catalog.
What people actually build with Booking.com Travel Dataset:
- Rate-parity checks: Compare a property’s Booking.com rate against its direct-booking price and other OTAs for the same date.
- Cancellation-flexibility analysis: Track what share of a market’s inventory offers free cancellation versus non-refundable rates.
- Genius-tier discount tracking: Measure how automatic loyalty-tier discounts change effective nightly rates across property types.
- Review-score benchmarking: Compare properties on Booking.com’s native 0-10 scale within a destination or property category.
- Sentiment research: Mine the Booking.com Reviews Dataset for recurring complaints about property condition, location accuracy, or booking process.
Key Metrics
Price
$219.00Format
CSV / JSON / APIRecords
4.5M+ Verified RecordsCoverage
GlobalUpdate Frequency
DailyAvailability
Instant AccessDelivery Time
ImmediatelyPreview actual dataset structure before purchase.
A Sample of the Booking.com Dataset
Below is a small, illustrative slice of accommodation data from a single extract. Each row captures a rate observation at a specific point in the booking window, on Booking.com’s native 0-10 review scale. Over 45 additional fields are available, including cancellation-policy detail and full historical rate curves.
| Hotel Name | Hotel Image | Price | Taxes | City Name | Rating | Rating Stars | Reviews Count | Rating Text | Downtown Distance | Hotel URL | Hotel Map URL | Amenities | Beds |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Courtyard Culver City Los Angeles | https://cf.bstatic.com/xdata/images/hotel/square600/546370947.webp?k=be4f999811089c4d59c792e848c3dcdd710568ac5c6b3da5cc550c68fb86fc16&o= | ₹ 14,552 | ₹ 2,069 | Culver City, Los Angeles | 8.1 | 4 | 382 | Very Good | 15.8 km | https://www.booking.com/hotel/us/courtyard-by-marriott-los-angeles-westside.html?label=en-in-booking-desktop-SoQWfYhAMBURf0HSQntj1AS652796016141%3Apl%3Ata%3Ap1%3Ap2%3Aac%3Aap%3Aneg%3Afi%3Atikwd-334108349%3Alp9061741%3Ali%3Adec%3Adm&aid=2311236&ucfs=1&arphpl=1&checkin=2026-09-07&checkout=2026-09-08&dest_id=20014181&dest_type=city&group_adults=2&req_adults=2&no_rooms=1&group_children=0&req_children=0&hpos=2&hapos=2&sr_order=popularity&srpvid=1746531cd5c708e8&srepoch=1788522588&all_sr_blocks=5699820_434000148_5_0_0&highlighted_blocks=5699820_434000148_5_0_0&matching_block_id=5699820_434000148_5_0_0&sr_pri_blocks=5699820_434000148_5_0_0__15400&nad_id=7d02af9f-8733-4a19-bf53-6d4d5eed449f_1&nad_cpc=1.84&nad_track=eyJhdWN0aW9uRXBvY2giOjE3ODg1MjI1NTQ3NTUsInJhbmsiOjEsImtvZGRpVHJhY2tpbmdJbmZvIjoiekUyM2RlL1NMYXhRbFpST2didEdWbFBWdnQ2ODJoZkNjSW44QU9vZlZQSGsxS0I4Um5vUmJWS1gyRVdtWTQrV1VGUy9sRkVObHhNZDhta0tMUjNNZWlZZGxIQThMS1MzRCtycVA4YnQzZ29GNjUrWFgrTkRLZEJ5NU9ZY1czbUZVK09PRysrY1hSY21xZ0lMSU9oNlcvbkkya0lyNDBqUEFuU1FuTjRTUEtPVk5SQTFqMTg4ZlhDU0VNMEh0dTU3UGt0aVI5cTZiWUo3VmxQY2xuR1BmL0dORXdWeGNmOEtvTGVnQUpLb0s1QldSWTh2dkljeEx5U0NzWjJ5SHhsYm43ajczNXhPd2NjWkxpdy9CeXBBemlTYWRodDQrUklqQ3BwZU43OUxXRjFGRFRyVFpBcGJpMDRwK3F6WXBYb1lYYXNjT1VPSGM2b0xJYjZsbGQ4QjBVUGtQYlZralFZbG9PK2JNeUJ2QitRRnI5VnIyWE50dWpzUGFmTzhETnVHQ2cwV0hjT3dRY1pRYmF1OGN4M1paaDAwZWdyVjNjZlQ3STRuWlNDYUlTNkFwazREZDNiUFRYN29kVkU1WDg0anhIb29BMEdyU0FHVWRBZWJxYzM0N2Q0dDZzR0xwS2p1U2dMK0lrTEpUbWsvN0NEeitSOWlsY0E1eU8zc0RIUUdkMG9hQUk5RVR4SkFtVitVRWJQbUFQTWY2d0VPZkkrd1R3RWIwWHJtalA5QUVQM2MxZjlmTXF6U2k0eGpScGplSXBQMGsvempjLzJZWEt0dHZPWEFiZVpBN3p4akxXMExqMmhQdmcxMWtrZnBKZUJJOXlLRmdrZ3N2YzhvWWNCT2RJYUV2RDFZRTFtTlVjWktIVjdFRDlMbFVEWXRoc0NQRHhZTnhZejRIMVF4VlJnQ1RLV2tFZU02dHZGSmFGVG9SZjU2WklWcWppY1JKRjZZazRPcUZEOEYvZi9yOW5Ib3kwbGZINEJ3SjBPRFBub0dIYktqdUg2clRSSGZPMEtNYXFrWnp0ZS8zbU04UHFuS0tSQkdOd3dtN3p4eURyOHZNQ0ZzVTVhSzRjOWkybSs2a2p0KzZlSW5kOG5vOUNaTkhmL1Q4MmJrWThHYnZ1SHBKTk9GekdhYUNWY25lbld3anpaa2NMWTFhcnhabXdLbGFJQWZlNGVYUFRBNmk3MnpyUFplTG9IUk9MREF5RWt2a2lkTkN2eXVNVk5IcURBQWhxL0t1ZUlOcXhtbHRTV3hUQ1h2bFhSWVMydzloNjN5V1JiTitPQmNITm1hRTJyREEzd1Z1bkNSMGtXVEsycUc2aGJ4UVJhZ0J0c1JJVGtsU2tDUHFVVW0wQ3BBc2RBSitiZXJEQlllQnp3R0M2R1NpR3hvb3VBakhETDdxdFlQMVhXQVV0U2kvdjlIQXBTYUFmR3h4RFNWcVUzTG1LWnk4UUF0QWlhUDc2NnZxeTJrNzcrQmxhVDBFT3BMbUtuQ05CSkhXVWtEWEhoa0xxSmRJK2ZxTkowcTZDLzVxM1h5UEhqVkI5WmhHNDhsRzNMZXlDa0Z6N1huaFhSaVBwQ3E4M0ozdWN5bDNCKzFFTnRXNDhiVWczV1JxTDNVdVVzejUwZTdlSXlkN2N0d0NMREoyRW1jL0FNSzFpWGZHeUFDR2pKeXA2K1Joa0xQeTJqVm1MRTlYUHB2QnM3OUlQa3BoQUp6elVhMEs5bE5kMkZqZTdwLzczVk1nSll5RXo3TG5OOTFPajk4Qmd2OU5vN2pjcDFNWDZYbWlhdkRtZzRzL0JZNlp2UnR0QXdZYWVsSnRUVHRNcHpvRGxUQ2FGb0d6VFRyc3FGd3NvdWhuTGxsa2xoMktzMEZYWGlZVUtXeXBzVE8zdkRWUkZROGNvUFp6TVNnSENwUkFaWGlZUEZhSmVHNFZYR1dZakdrUlRVeXdEdW54WTViYS9tMTFKMVhSZWI5bW1WbUQ2eFZDVWJJNk15aVNyRW15YnJlb1VRei9TK1MvZWk2Mm9aV2xsQkJPY09ZYk5HWG5jbzE1YlY5L3pvRTN2NU5sZ0pRUVgrTDZwUmJ1djJMS1YvcGcyK20wMDlvN3A2ZnU5TG5aUVVWK016MklpQy9FbTU1Nk9zRVJmeXJWMmdhZWJNb09ub1l6ZXNkWVU4UGJIYU8xT0lVeTY1aVZsNDhTalY2ZXE0QXMrZldDT1VBT2E1VUpsTlhwaDB1dk0wYWs0dWxrQmNTZUVUckFhM3ZnS21yZmc9PSJ9&nad_placement=SR_MAIN&from=searchresults | https://www.booking.com/hotel/us/courtyard-by-marriott-los-angeles-westside.html?label=en-in-booking-desktop-SoQWfYhAMBURf0HSQntj1AS652796016141%3Apl%3Ata%3Ap1%3Ap2%3Aac%3Aap%3Aneg%3Afi%3Atikwd-334108349%3Alp9061741%3Ali%3Adec%3Adm&aid=2311236&ucfs=1&arphpl=1&checkin=2026-09-07&checkout=2026-09-08&dest_id=20014181&dest_type=city&group_adults=2&req_adults=2&no_rooms=1&group_children=0&req_children=0&hpos=2&hapos=2&sr_order=popularity&srpvid=1746531cd5c708e8&srepoch=1788522588&all_sr_blocks=5699820_434000148_5_0_0&highlighted_blocks=5699820_434000148_5_0_0&matching_block_id=5699820_434000148_5_0_0&sr_pri_blocks=5699820_434000148_5_0_0__15400&nad_id=7d02af9f-8733-4a19-bf53-6d4d5eed449f_1&nad_cpc=1.84&nad_track=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&nad_placement=SR_MAIN&from=searchresults&map=1 | Hot tub, Heated pool | 2 queen beds |
| Holiday Inn Los Angeles - LAX Airport by IHG | https://cf.bstatic.com/xdata/images/hotel/square600/245763686.webp?k=b13b3a7e1482eb0cec525fc89bd39f310135f816dba3004f958d308c23085ef7&o= | ₹ 12,190 | ₹ 1,975 | Los Angeles | 7.7 | 3 | 3,976 | Good | 16.7 km | https://www.booking.com/hotel/us/holiday-inn-los-angeles-international-airport.html?label=en-in-booking-desktop-SoQWfYhAMBURf0HSQntj1AS652796016141%3Apl%3Ata%3Ap1%3Ap2%3Aac%3Aap%3Aneg%3Afi%3Atikwd-334108349%3Alp9061741%3Ali%3Adec%3Adm&aid=2311236&ucfs=1&arphpl=1&checkin=2026-09-07&checkout=2026-09-08&dest_id=20014181&dest_type=city&group_adults=2&req_adults=2&no_rooms=1&group_children=0&req_children=0&hpos=7&hapos=7&sr_order=popularity&srpvid=1746531cd5c708e8&srepoch=1788522588&all_sr_blocks=18250218_373203838_2_34_0&highlighted_blocks=18250218_373203838_2_34_0&matching_block_id=18250218_373203838_2_34_0&sr_pri_blocks=18250218_373203838_2_34_0__12900&from=searchresults | https://www.booking.com/hotel/us/holiday-inn-los-angeles-international-airport.html?label=en-in-booking-desktop-SoQWfYhAMBURf0HSQntj1AS652796016141%3Apl%3Ata%3Ap1%3Ap2%3Aac%3Aap%3Aneg%3Afi%3Atikwd-334108349%3Alp9061741%3Ali%3Adec%3Adm&aid=2311236&ucfs=1&arphpl=1&checkin=2026-09-07&checkout=2026-09-08&dest_id=20014181&dest_type=city&group_adults=2&req_adults=2&no_rooms=1&group_children=0&req_children=0&hpos=7&hapos=7&sr_order=popularity&srpvid=1746531cd5c708e8&srepoch=1788522588&all_sr_blocks=18250218_373203838_2_34_0&highlighted_blocks=18250218_373203838_2_34_0&matching_block_id=18250218_373203838_2_34_0&sr_pri_blocks=18250218_373203838_2_34_0__12900&from=searchresults&map=1 | Heated pool, Airport shuttle, (free) | 1 king bed |
| Hyatt Place LAX/Century BLVD | https://cf.bstatic.com/xdata/images/hotel/square600/508099178.webp?k=155a506f786ac6e685df12adb63fbacc28aec2a6c04e5fbd0e2cb3d2269228af&o= | ₹ 14,080 | ₹ 2,281 | Los Angeles | 8.2 | 3 | 1,802 | Very Good | 17.8 km | https://www.booking.com/hotel/us/hyatt-place-lax-century-blvd.html?label=en-in-booking-desktop-SoQWfYhAMBURf0HSQntj1AS652796016141%3Apl%3Ata%3Ap1%3Ap2%3Aac%3Aap%3Aneg%3Afi%3Atikwd-334108349%3Alp9061741%3Ali%3Adec%3Adm&aid=2311236&ucfs=1&arphpl=1&checkin=2026-09-07&checkout=2026-09-08&dest_id=20014181&dest_type=city&group_adults=2&req_adults=2&no_rooms=1&group_children=0&req_children=0&hpos=3&hapos=3&sr_order=popularity&srpvid=1746531cd5c708e8&srepoch=1788522588&all_sr_blocks=662838211_285695255_2_1_0&highlighted_blocks=662838211_285695255_2_1_0&matching_block_id=662838211_285695255_2_1_0&sr_pri_blocks=662838211_285695255_2_1_0__14900&from=searchresults | https://www.booking.com/hotel/us/hyatt-place-lax-century-blvd.html?label=en-in-booking-desktop-SoQWfYhAMBURf0HSQntj1AS652796016141%3Apl%3Ata%3Ap1%3Ap2%3Aac%3Aap%3Aneg%3Afi%3Atikwd-334108349%3Alp9061741%3Ali%3Adec%3Adm&aid=2311236&ucfs=1&arphpl=1&checkin=2026-09-07&checkout=2026-09-08&dest_id=20014181&dest_type=city&group_adults=2&req_adults=2&no_rooms=1&group_children=0&req_children=0&hpos=3&hapos=3&sr_order=popularity&srpvid=1746531cd5c708e8&srepoch=1788522588&all_sr_blocks=662838211_285695255_2_1_0&highlighted_blocks=662838211_285695255_2_1_0&matching_block_id=662838211_285695255_2_1_0&sr_pri_blocks=662838211_285695255_2_1_0__14900&from=searchresults&map=1 | Hot tub, Rooftop pool | 1 King Bed |
| The Haas, Trademark Collection by Wyndham | https://cf.bstatic.com/xdata/images/hotel/square600/536770766.webp?k=7aef2878b5ce5cf9f7cc6afd730a2ed51827ca5430947bab905947a70109c737&o= | ₹ 11,988 | ₹ 1,678 | Downtown LA, Los Angeles | 8 | 3 | 856 | Very Good | 1.2 km | https://www.booking.com/hotel/us/haas-building-residences.html?label=en-in-booking-desktop-SoQWfYhAMBURf0HSQntj1AS652796016141%3Apl%3Ata%3Ap1%3Ap2%3Aac%3Aap%3Aneg%3Afi%3Atikwd-334108349%3Alp9061741%3Ali%3Adec%3Adm&aid=2311236&ucfs=1&arphpl=1&checkin=2026-09-07&checkout=2026-09-08&dest_id=20014181&dest_type=city&group_adults=2&req_adults=2&no_rooms=1&group_children=0&req_children=0&hpos=11&hapos=11&sr_order=popularity&srpvid=1746531cd5c708e8&srepoch=1788522588&all_sr_blocks=663768221_381818154_2_0_0&highlighted_blocks=663768221_381818154_2_0_0&matching_block_id=663768221_381818154_2_0_0&sr_pri_blocks=663768221_381818154_2_0_0__12686&from=searchresults | https://www.booking.com/hotel/us/haas-building-residences.html?label=en-in-booking-desktop-SoQWfYhAMBURf0HSQntj1AS652796016141%3Apl%3Ata%3Ap1%3Ap2%3Aac%3Aap%3Aneg%3Afi%3Atikwd-334108349%3Alp9061741%3Ali%3Adec%3Adm&aid=2311236&ucfs=1&arphpl=1&checkin=2026-09-07&checkout=2026-09-08&dest_id=20014181&dest_type=city&group_adults=2&req_adults=2&no_rooms=1&group_children=0&req_children=0&hpos=11&hapos=11&sr_order=popularity&srpvid=1746531cd5c708e8&srepoch=1788522588&all_sr_blocks=663768221_381818154_2_0_0&highlighted_blocks=663768221_381818154_2_0_0&matching_block_id=663768221_381818154_2_0_0&sr_pri_blocks=663768221_381818154_2_0_0__12686&from=searchresults&map=1 | 24-hour front desk, Fitness center | 3 beds (1 twin, 1 sofa bed, 1 queen) |
| citizenM Los Angeles Downtown | https://cf.bstatic.com/xdata/images/hotel/square600/773452178.webp?k=6ec179119d7c7ae57fe72cc391edab097337acf97c05420316c397d5ab2179e8&o= | ₹ 12,663 | ₹ 2,051 | Downtown LA, Los Angeles | 8.7 | 4 | 3,469 | Excellent | 0.5 km | https://www.booking.com/hotel/us/citizenm-los-angeles-downtown.html?label=en-in-booking-desktop-SoQWfYhAMBURf0HSQntj1AS652796016141%3Apl%3Ata%3Ap1%3Ap2%3Aac%3Aap%3Aneg%3Afi%3Atikwd-334108349%3Alp9061741%3Ali%3Adec%3Adm&aid=2311236&ucfs=1&arphpl=1&checkin=2026-09-07&checkout=2026-09-08&dest_id=20014181&dest_type=city&group_adults=2&req_adults=2&no_rooms=1&group_children=0&req_children=0&hpos=15&hapos=15&sr_order=popularity&srpvid=1746531cd5c708e8&srepoch=1788522588&all_sr_blocks=712014004_424219896_0_2_0&highlighted_blocks=712014004_424219896_0_2_0&matching_block_id=712014004_424219896_0_2_0&sr_pri_blocks=712014004_424219896_0_2_0__13400&from_sustainable_property_sr=1&from=searchresults | https://www.booking.com/hotel/us/citizenm-los-angeles-downtown.html?label=en-in-booking-desktop-SoQWfYhAMBURf0HSQntj1AS652796016141%3Apl%3Ata%3Ap1%3Ap2%3Aac%3Aap%3Aneg%3Afi%3Atikwd-334108349%3Alp9061741%3Ali%3Adec%3Adm&aid=2311236&ucfs=1&arphpl=1&checkin=2026-09-07&checkout=2026-09-08&dest_id=20014181&dest_type=city&group_adults=2&req_adults=2&no_rooms=1&group_children=0&req_children=0&hpos=15&hapos=15&sr_order=popularity&srpvid=1746531cd5c708e8&srepoch=1788522588&all_sr_blocks=712014004_424219896_0_2_0&highlighted_blocks=712014004_424219896_0_2_0&matching_block_id=712014004_424219896_0_2_0&sr_pri_blocks=712014004_424219896_0_2_0__13400&from_sustainable_property_sr=1&from=searchresults&map=1 | Subway Access, Sustainability certification, 24-hour front desk, Fitness center | 1 king bed |
| Hilton Los Angeles Airport | https://cf.bstatic.com/xdata/images/hotel/square600/830093458.webp?k=b340f5c3a171e7ea39759d1bfeaa424a20a95a4dad426089b8ed87534304904a&o= | ₹ 13,235 | ₹ 2,151 | Los Angeles | 8 | 4 | 4,603 | Very Good | 17.4 km | https://www.booking.com/hotel/us/hilton-los-angeles-airport.html?label=en-in-booking-desktop-SoQWfYhAMBURf0HSQntj1AS652796016141%3Apl%3Ata%3Ap1%3Ap2%3Aac%3Aap%3Aneg%3Afi%3Atikwd-334108349%3Alp9061741%3Ali%3Adec%3Adm&aid=2311236&ucfs=1&arphpl=1&checkin=2026-09-07&checkout=2026-09-08&dest_id=20014181&dest_type=city&group_adults=2&req_adults=2&no_rooms=1&group_children=0&req_children=0&hpos=5&hapos=5&sr_order=popularity&srpvid=1746531cd5c708e8&srepoch=1788522588&all_sr_blocks=2891501_344381537_2_34_0&highlighted_blocks=2891501_344381537_2_34_0&matching_block_id=2891501_344381537_2_34_0&sr_pri_blocks=2891501_344381537_2_34_0__14006&from_sustainable_property_sr=1&from=searchresults | https://www.booking.com/hotel/us/hilton-los-angeles-airport.html?label=en-in-booking-desktop-SoQWfYhAMBURf0HSQntj1AS652796016141%3Apl%3Ata%3Ap1%3Ap2%3Aac%3Aap%3Aneg%3Afi%3Atikwd-334108349%3Alp9061741%3Ali%3Adec%3Adm&aid=2311236&ucfs=1&arphpl=1&checkin=2026-09-07&checkout=2026-09-08&dest_id=20014181&dest_type=city&group_adults=2&req_adults=2&no_rooms=1&group_children=0&req_children=0&hpos=5&hapos=5&sr_order=popularity&srpvid=1746531cd5c708e8&srepoch=1788522588&all_sr_blocks=2891501_344381537_2_34_0&highlighted_blocks=2891501_344381537_2_34_0&matching_block_id=2891501_344381537_2_34_0&sr_pri_blocks=2891501_344381537_2_34_0__14006&from_sustainable_property_sr=1&from=searchresults&map=1 | Sustainability certification, Hot tub, Heated pool | 2 full beds |
| AC Hotel by Marriott Downtown Los Angeles | https://cf.bstatic.com/xdata/images/hotel/square600/643201960.webp?k=417b78587d9ee0bfa39e4a85ad94c8dc9b9a3f2efa24e1d472d4315495a705ab&o= | ₹ 19,291 | ₹ 3,172 | Downtown LA, Los Angeles | 8.2 | 4 | 977 | Very Good | 2.5 km | 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| https://www.booking.com/hotel/us/ac-by-marriott-los-downtown-los-angeles.html?label=en-in-booking-desktop-SoQWfYhAMBURf0HSQntj1AS652796016141%3Apl%3Ata%3Ap1%3Ap2%3Aac%3Aap%3Aneg%3Afi%3Atikwd-334108349%3Alp9061741%3Ali%3Adec%3Adm&aid=2311236&ucfs=1&arphpl=1&checkin=2026-09-07&checkout=2026-09-08&dest_id=20014181&dest_type=city&group_adults=2&req_adults=2&no_rooms=1&group_children=0&req_children=0&hpos=6&hapos=6&sr_order=popularity&srpvid=1746531cd5c708e8&srepoch=1788522588&all_sr_blocks=856598201_395605034_0_0_0_1387347&highlighted_blocks=856598201_395605034_0_0_0_1387347&matching_block_id=856598201_395605034_0_0_0_1387347&sr_pri_blocks=856598201_395605034_0_0_0_1387347_20415&nad_id=7d02af9f-8733-4a19-bf53-6d4d5eed449f_14&nad_cpc=1.28&nad_track=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%3D&nad_placement=SR_MAIN&from=searchresults&map=1 | Rooftop pool, Beach chairs/Loungers | 1 king bed |
| Sheraton Gateway Los Angeles Hotel | https://cf.bstatic.com/xdata/images/hotel/square600/687323846.webp?k=e558047b7be20fc1d6e88f08919a09c89da2dbc72a935a53ec187119b2e5d41d&o= | ₹ 12,001 | ₹ 1,943 | Los Angeles | 8.2 | 4 | 4,027 | Very Good | 18 km | https://www.booking.com/hotel/us/sharaton-gateway-los-angeles-los-angesles-california.html?label=en-in-booking-desktop-SoQWfYhAMBURf0HSQntj1AS652796016141%3Apl%3Ata%3Ap1%3Ap2%3Aac%3Aap%3Aneg%3Afi%3Atikwd-334108349%3Alp9061741%3Ali%3Adec%3Adm&aid=2311236&ucfs=1&arphpl=1&checkin=2026-09-07&checkout=2026-09-08&dest_id=20014181&dest_type=city&group_adults=2&req_adults=2&no_rooms=1&group_children=0&req_children=0&hpos=8&hapos=8&sr_order=popularity&srpvid=1746531cd5c708e8&srepoch=1788522588&all_sr_blocks=5650932_91822643_2_2_0&highlighted_blocks=5650932_91822643_2_2_0&matching_block_id=5650932_91822643_2_2_0&sr_pri_blocks=5650932_91822643_2_2_0__12700&from=searchresults | https://www.booking.com/hotel/us/sharaton-gateway-los-angeles-los-angesles-california.html?label=en-in-booking-desktop-SoQWfYhAMBURf0HSQntj1AS652796016141%3Apl%3Ata%3Ap1%3Ap2%3Aac%3Aap%3Aneg%3Afi%3Atikwd-334108349%3Alp9061741%3Ali%3Adec%3Adm&aid=2311236&ucfs=1&arphpl=1&checkin=2026-09-07&checkout=2026-09-08&dest_id=20014181&dest_type=city&group_adults=2&req_adults=2&no_rooms=1&group_children=0&req_children=0&hpos=8&hapos=8&sr_order=popularity&srpvid=1746531cd5c708e8&srepoch=1788522588&all_sr_blocks=5650932_91822643_2_2_0&highlighted_blocks=5650932_91822643_2_2_0&matching_block_id=5650932_91822643_2_2_0&sr_pri_blocks=5650932_91822643_2_2_0__12700&from=searchresults&map=1 | Heated pool, Beach chairs/Loungers | 1 king bed |
| Embassy Suites Los Angeles - International Airport/North | https://cf.bstatic.com/xdata/images/hotel/square600/834542119.webp?k=35fe9114d88d1e38a965d49b030f8e3ce512d7850223695190f39eca97a0e641&o= | ₹ 12,320 | ₹ 2,002 | Los Angeles | 7.9 | 3 | 1,641 | Good | 17.6 km | https://www.booking.com/hotel/us/embassy-suites-los-angeles-international-airport-north.html?label=en-in-booking-desktop-SoQWfYhAMBURf0HSQntj1AS652796016141%3Apl%3Ata%3Ap1%3Ap2%3Aac%3Aap%3Aneg%3Afi%3Atikwd-334108349%3Alp9061741%3Ali%3Adec%3Adm&aid=2311236&ucfs=1&arphpl=1&checkin=2026-09-07&checkout=2026-09-08&dest_id=20014181&dest_type=city&group_adults=2&req_adults=2&no_rooms=1&group_children=0&req_children=0&hpos=9&hapos=9&sr_order=popularity&srpvid=1746531cd5c708e8&srepoch=1788522588&all_sr_blocks=2890216_95152956_2_1_0&highlighted_blocks=2890216_95152956_2_1_0&matching_block_id=2890216_95152956_2_1_0&sr_pri_blocks=2890216_95152956_2_1_0__13038&from_sustainable_property_sr=1&from=searchresults | https://www.booking.com/hotel/us/embassy-suites-los-angeles-international-airport-north.html?label=en-in-booking-desktop-SoQWfYhAMBURf0HSQntj1AS652796016141%3Apl%3Ata%3Ap1%3Ap2%3Aac%3Aap%3Aneg%3Afi%3Atikwd-334108349%3Alp9061741%3Ali%3Adec%3Adm&aid=2311236&ucfs=1&arphpl=1&checkin=2026-09-07&checkout=2026-09-08&dest_id=20014181&dest_type=city&group_adults=2&req_adults=2&no_rooms=1&group_children=0&req_children=0&hpos=9&hapos=9&sr_order=popularity&srpvid=1746531cd5c708e8&srepoch=1788522588&all_sr_blocks=2890216_95152956_2_1_0&highlighted_blocks=2890216_95152956_2_1_0&matching_block_id=2890216_95152956_2_1_0&sr_pri_blocks=2890216_95152956_2_1_0__13038&from_sustainable_property_sr=1&from=searchresults&map=1 | Sustainability certification, Hot tub, Heated pool | 2 beds (1 king, 1 sofa bed) |
| Hyatt Regency Los Angeles International Airport | https://cf.bstatic.com/xdata/images/hotel/square600/791195591.webp?k=204bcfab1d1bd522e6effbc7c8e249e9cfcf26aab6cecba43415fb9c7e0ae015&o= | ₹ 16,074 | ₹ 2,604 | Los Angeles | 8.5 | 3 | 6,005 | Very Good | 18.3 km | https://www.booking.com/hotel/us/concourse-los-angeles-airport-hyatt.html?label=en-in-booking-desktop-SoQWfYhAMBURf0HSQntj1AS652796016141%3Apl%3Ata%3Ap1%3Ap2%3Aac%3Aap%3Aneg%3Afi%3Atikwd-334108349%3Alp9061741%3Ali%3Adec%3Adm&aid=2311236&ucfs=1&arphpl=1&checkin=2026-09-07&checkout=2026-09-08&dest_id=20014181&dest_type=city&group_adults=2&req_adults=2&no_rooms=1&group_children=0&req_children=0&hpos=10&hapos=10&sr_order=popularity&srpvid=1746531cd5c708e8&srepoch=1788522588&all_sr_blocks=5846521_287746964_2_42_0&highlighted_blocks=5846521_287746964_2_42_0&matching_block_id=5846521_287746964_2_42_0&sr_pri_blocks=5846521_287746964_2_42_0__17010&from=searchresults | https://www.booking.com/hotel/us/concourse-los-angeles-airport-hyatt.html?label=en-in-booking-desktop-SoQWfYhAMBURf0HSQntj1AS652796016141%3Apl%3Ata%3Ap1%3Ap2%3Aac%3Aap%3Aneg%3Afi%3Atikwd-334108349%3Alp9061741%3Ali%3Adec%3Adm&aid=2311236&ucfs=1&arphpl=1&checkin=2026-09-07&checkout=2026-09-08&dest_id=20014181&dest_type=city&group_adults=2&req_adults=2&no_rooms=1&group_children=0&req_children=0&hpos=10&hapos=10&sr_order=popularity&srpvid=1746531cd5c708e8&srepoch=1788522588&all_sr_blocks=5846521_287746964_2_42_0&highlighted_blocks=5846521_287746964_2_42_0&matching_block_id=5846521_287746964_2_42_0&sr_pri_blocks=5846521_287746964_2_42_0__17010&from=searchresults&map=1 | Room service, Beach chairs/Loungers | 1 queen bed |
The Five Layers of the Booking.com Dataset
Rather than one flat export, the Booking.com dataset splits into five connected layers, licensed individually or together as a complete Booking.com Travel Dataset, joined on common property, room, and booking keys.
Booking.com Hotel Dataset
The structured layer behind every accommodation listing — spanning the full taxonomy of property types that defines Booking.com’s catalog depth.
- Property name, type (hotel, apartment, villa, guesthouse, hostel), star rating, and location
- Room or unit-type inventory, occupancy limits, and amenity list
- Photo and description content per property
- Date-level availability calendar, since inventory sells out per night rather than as a single stock count
Booking.com Flight Dataset
The secondary flight-booking layer, structured around route, carrier, and fare data for the routes Booking.com’s flight product covers.
- Origin-destination pair, airline, flight number, and departure/arrival times
- Fare class and fare-type flags (refundable, non-refundable)
- Layover and connection details for non-direct routes
- Baggage allowance data where available
Booking.com Pricing Dataset
Rates move continuously with the booking window, and Genius-tier discounts apply automatically on top of the standard rate based on a traveler’s account history.
- Standard rate and Genius-tier rate, flagged distinctly by tier level where visible
- Rate history tracked by days-to-check-in
- Promotional and deal-badge pricing (Deal of the Day, mobile-only rates) tied to their active window
- Tax, city-fee, and total-price breakdowns by market
Booking.com Booking Dataset
Cancellation flexibility is one of Booking.com’s most heavily emphasized booking terms, and this layer captures the conditions attached to each rate.
- Free-cancellation flag and cancellation-deadline data per rate
- Non-refundable versus flexible rate-plan comparison for the same room type
- Payment-timing terms (pay now versus pay at property) where available
- Minimum-stay and booking-lead-time patterns by property
Booking.com Reviews Dataset
Booking.com’s own 0-10 review score carries more granularity than a 5-star system, and this layer preserves that scale rather than converting it.
- Individual reviews with 0-10 score, review text, and submission date
- Verified-stay flag and anonymized reviewer identifier
- Aspect-level sentiment: cleanliness, location accuracy, staff, and value for money
- Score distribution and review-velocity trends by property and destination
Where the Booking.com Dataset Runs Deepest
Booking.com’s accommodation-first model spans a genuinely global set of destinations, with property-type mix differing meaningfully by market.
Europe
Booking.com’s deepest historical depth, with dense hotel and apartment coverage across major cities.
North America
Strong hotel coverage across major metros and leisure destinations.
Asia-Pacific
High villa, guesthouse, and hostel density across major leisure markets.
Leisure & Resort Destinations
Villa and resort-property tracking across popular vacation regions.
Add-Ons
Genius tier-level pricing differentials, free-cancellation-share tracking by destination, and peak-season rate archives.
How Different Teams Put This Dataset to Work
The same underlying dataset ends up solving fairly different problems depending on who’s using it.
Rate-Parity Benchmarking
Compare a property’s Booking.com rate against its direct-booking price and other OTAs for the same date and room type.
Cancellation-Policy Research
Track what share of inventory offers free cancellation in a market, and how that share shifts seasonally.
Genius-Tier Impact Analysis
Measure how automatic loyalty-tier discounts change effective nightly rates across property types and destinations.
Review-Score Benchmarking
Compare properties on Booking.com’s native 0-10 scale within a destination or property category.
AI and LLM Training Data
Use the clean, labeled Booking.com Hotel Dataset as training data for accommodation-recommendation and pricing models.
Sentiment and Quality Research
Mine review-level data to understand what drives score differences across property types and destinations.
Who Actually Uses the Booking.com Dataset
The Booking.com Dataset provides hotel listings, pricing, availability, ratings, reviews, and amenities data for market research, competitive analysis, and travel industry insights.
Hotel Chains & Property Managers
Benchmark OTA-channel rates against direct-booking pricing and competing platforms.
Vacation Rental & Property Platforms
Track how their listings compare in rate and review-score performance to Booking.com’s own inventory.
AI & ML Companies
Source clean, structured global accommodation data for pricing models and recommendation engines.
Market Research Firms
Build multi-country category reports on the global accommodation sector using multi-year historical depth.
Hospitality Consulting Firms
Validate rate-strategy and cancellation-policy recommendations with verified, current data.
Investment & Analyst Teams
Track rate trends and loyalty-program impact as alternative-data signals on the global travel sector.
What This Dataset Actually Saves You
Manually tracking rates, cancellation terms, and Genius-tier pricing across thousands of properties and multiple countries isn’t realistic without automation — and a single rate check won’t tell you anything about how a property’s pricing actually moves across the booking window.
Hours Back, Not Days
A structured feed replaces manual rate-checking entirely — what used to take a team days to compile is available on a schedule you set.
Forecasts Grounded in Real History
2+ years of rate and review-score data lets you separate genuine seasonal demand from routine booking-window price movement.
Reading the 0–10 Scale Correctly
Booking.com’s review scale carries more precision than a 5-star system. Keeping it intact means your benchmarking is actually accurate.
Built Around Your Pipeline, Not Ours
Pick the destinations, property types, and cadence that matter to you — delivered as CSV, JSON, API, or Parquet.
How the Booking.com Data Collection Pipeline Actually Works
Here’s the straightforward version of how this gets built, not a marketing summary of it.
Collection Approach
Ethical, rate-limited collection from Booking.com’s publicly visible search-result pages across covered markets — no credential bypass, no restricted API access.
Validation Before Delivery
Every batch runs through automated schema checks, then a manual spot-check pass before it ships.
Deduplication
Repeat pulls of the same property, room, or date are collapsed into one clean historical record instead of duplicate rows.
Refresh Scheduling
Daily, weekly, or intraday cycles keep rate and availability fields current — fast enough to capture booking-window price movement.
Stable Schema
Field names and structure stay consistent release over release, so your ingestion pipeline doesn’t break on the next refresh.
Compliance
Only publicly available platform data is collected, consistent with standard commercial data practice and platform terms.
This methodology runs on the same Travel Data Scraping infrastructure behind our other travel-platform datasets — it’s a maintained pipeline, not a one-off project.
Delivered However Your Stack Expects It
Access the Booking.com Dataset in flexible formats with delivery options designed for seamless integration into your existing systems, analytics tools, and data workflows.
CSV / Excel
Drop straight into Excel pricing models, Tableau dashboards, or Power BI reports.
JSON / API Feed
Documented schema, ready for direct ingestion into your application backend or data pipeline.
Cloud Storage / Database
Automated delivery to S3, SFTP, Snowflake, BigQuery, or Redshift on whatever cadence you set.
Pick the Plan That Matches Your Scope
Choose flexible Booking.com Dataset pricing plans tailored to your data volume, update frequency, and business requirements.
One-Time Dataset Purchase
From $219
A one-time Booking.com dataset snapshot, delivered right away — no subscription commitment.
What’s included:
- Full point-in-time dataset snapshot
- CSV, JSON, or Parquet delivery
- Filter by destination and property type before delivery
Enterprise License
Contact Sales
Full-catalog, global coverage with unlimited access and an SLA behind it.
What’s included:
- Unlimited API calls and delivery volume
- Dedicated account manager, 99.5% SLA
- Custom schema design and white-label delivery
A Team That’s Actually Built This Before
Reliable Booking.com Dataset solutions from WebDataInsights, backed by accurate hotel data and actionable insights for travel analytics and competitive intelligence.
Track Record at Scale
Millions of verified records collected and refreshed continuously across major global travel-booking platforms — Booking.com is one of several, not a one-off build.
Support That Doesn’t Disappear After Launch
Dedicated account management, SLA-backed delivery, and proactive alerts if a schema ever needs to change.
Compliance-First, By Default
Only publicly accessible platform data is collected — no credential bypass, no restricted-API workarounds.
Custom Builds When You Need Them
Need a field, destination, or property type we haven’t listed here? We build custom Booking.com dataset configurations on request.
Questions People Actually Ask Us About the Booking.com Dataset
These come from real conversations with hotel chains, analysts, and engineering teams evaluating this dataset.
It’s a structured export of Booking.com’s accommodation and flight-booking data — hotel and property rates, availability, booking terms, Genius-tier pricing, flight fares, and customer review scores — cleaned, deduplicated, and delivered as CSV, JSON, or an API feed.
The score is preserved natively on Booking.com’s own 0-10 scale, since converting it to a 5-star equivalent loses precision. Aspect-level breakdowns are also included.
CSV, Excel (XLS/XLSX), JSON, and API feeds by default. Parquet is available on request for Spark, Databricks, Snowflake, or BigQuery pipelines.
Rates and cancellation terms can refresh intraday on enterprise plans, since prices move continuously across the booking window. Listings update daily, and reviews update on a rolling basis.
Yes — tell us the destinations, property types, fields, and refresh cadence you need, and we scope the extract accordingly rather than delivering a generic full export.
Yes, more than two years of historical rate and availability data, useful for understanding seasonal demand patterns and booking-window pricing curves.
Yes. Because cancellation flexibility is one of Booking.com’s most prominent booking terms, the Booking.com Booking Dataset flags free-cancellation eligibility and deadlines distinctly for every rate.
Yes. Where visible, Genius-tier rates are tracked separately from standard rates, since the discount applies automatically based on account history rather than a redeemable-points balance.
Yes. Only publicly visible pages on Booking.com’s platform are collected, using rate-limited, ethical methods. We don’t bypass logins or access restricted internal APIs.
A DIY scrape typically returns inconsistent, messy data and is likely to misinterpret the 0-10 review scale or miss cancellation-term detail entirely. This dataset is already normalized, deduplicated, and schema-stable, ready for analysis the same day it arrives.
Yes, though flight coverage sits as a secondary layer since Booking.com’s core catalog depth is in accommodations rather than flights.
Yes — automated delivery to S3, SFTP, Snowflake, BigQuery, or Redshift on whatever schedule you choose.
Get a Real Look at Booking.com’s Accommodation Data
4.5M+ verified records, daily rate refreshes, and 2+ years of historical depth across Booking.com’s global accommodation-first platform — starting at $219.