MakeMyTrip Data Scraping & API Options
Need MakeMyTrip hotel rates, reviews, flight fares, package data or search-position observations for pricing, market intelligence or travel analytics? NenoData can help define the requirement, determine whether a MakeMyTrip business integration or another authorized source route fits the use case, preserve the search context behind the observation and design a product-specific structured dataset where supported.
Access boundary: MakeMyTrip's current regional user agreements prohibit accessing, monitoring or copying website content with robots, spiders, scrapers or other automated means without express prior written permission. Its myBiz terms separately prohibit automated tools used to access, copy, manipulate or scrape service data. Direct MakeMyTrip consumer-page collection should therefore proceed only where the applicable authorization has been established.
Business integrations: MakeMyTrip does offer specific business products including myBiz for corporate travel workflows and myPartner for travel agents — but these should not be confused with a public API for downloading arbitrary MakeMyTrip hotel, flight or package search results.
Discuss Your RequirementsUse after access and source feasibility are confirmed.
→ myBiz
Corporate API/integration setup with partner keys and client codes
→ myPartner
B2B account/partner access for travel agents
→ Authorization review
Source feasibility → query context → product schema
→ OTA / Travel Data Scraping
Multi-source pricing, availability and market intelligence
Conceptual decision diagram. It does not represent an existing NenoData-MakeMyTrip integration or partnership.
What Is a MakeMyTrip Scraper?
A MakeMyTrip scraper generally refers to software or a managed workflow intended to turn information visible through MakeMyTrip into structured records for analytics, monitoring or downstream products. Depending on the business question, a team may be interested in:
- • hotel properties
- • room types
- • rates
- • taxes and fees
- • availability
- • ratings
- • review counts
- • review metadata
- • hotel ranking positions
- • sponsored-placement indicators
- • flight routes
- • fares
- • itineraries
- • holiday packages
- • rail or bus records
- • cab or ground-transport information
- • promotions
- • currency
- • source URLs
- • collection timestamps
But MakeMyTrip should not be treated as one generic dataset. The source spans several travel products, and each product has different entities, query inputs and commercial context. The first decision should therefore be: Which MakeMyTrip product do you need, and is the correct route an official business integration, authorized consumer-page observation or another approved travel source?
What Travel Products Does MakeMyTrip Cover?
MakeMyTrip describes itself as a travel technology platform and asset-light marketplace connecting travelers with airlines, hotels, accommodation providers and ground-transport operators. Its current product portfolio includes:
- • air tickets
- • hotels
- • alternative accommodations
- • holiday packages
- • bus tickets
- • rail tickets
- • car hire
- • tours and attractions
- • ancillary travel services
MakeMyTrip's group also includes Goibibo and redBus. That breadth means a source-specific data project should use separate schemas for different travel products rather than forcing every record into one structure.
MakeMyTrip Scraper vs Official Business Integrations
MakeMyTrip's business integrations and consumer-page observations solve different problems.
| Route | Best suited to | Access model | Main limitation |
|---|---|---|---|
| myBiz APIs | Corporate travel workflow integration | Client setup, partner API keys and client codes | Not a public competitor-search API |
| myPartner | B2B travel-agent hotel/flight booking | Partner login and commercial account | Booking platform, not public search-data API |
| Authorized MakeMyTrip consumer-page collection | Market/pricing/ranking observations | Requires approved access basis | Fields and cadence depend on scope |
| Other approved OTA/travel sources | Broader pricing and market intelligence | Source-by-source scoping | Different marketplace context |
What Is myBiz? What Is myPartner?
myBiz — MakeMyTrip's corporate travel platform
Current integrations include SSO, HRMS integration, expense-management integration, Travel Request API, and other corporate travel-management workflows.
Travel Request API — documented request data can include:
Flight requests
- • trip type
- • travel class
- • passenger counts
- • airport city/country
- • travel dates
Hotel requests
- • city
- • country
- • check-in
- • check-out
- • room and traveler details
The integration uses credentials supplied by myBiz, including partner API keys and client codes. This is not a public MakeMyTrip hotel-price or flight-search API.
myPartner — MakeMyTrip's B2B travel portal
The current platform focuses on hotels, homestays and related accommodation, flights, booking and payment records, post-booking changes, and partner rates and offers. It requires account access.
NenoData should not describe myPartner as:
- ✕a public data API
- ✕unrestricted travel inventory access
- ✕proof of NenoData partner status
- ✕an available source for automated commercial collection without separate authorization
MakeMyTrip Hotel Data
Hotel data is likely to be one of the strongest source-specific use cases. Potential fields, where supported by an approved access route, include:
| Category | Potential fields |
|---|---|
| Property identity | Hotel ID, hotel name, property URL |
| Location | City, area, address, destination |
| Stay context | Check-in, check-out, guests, rooms |
| Room context | Room type, rate-plan context |
| Pricing | Nightly rate, total price, currency |
| Charges | Taxes and fee text where displayed |
| Availability | Visible availability state |
| Reputation | Rating, review count |
| Ranking | Result position under the defined query |
| Promotion | Promotion/badge context where visible |
| Sponsored state | Sponsored label where shown |
| Metadata | Source URL, capture timestamp |
These are planning fields rather than guaranteed MakeMyTrip fields. NenoData's current travel and hospitality services support hotel/property, stay-context, rate, availability, ratings and review-count records from approved public or permissioned travel sources where included in scope.
Hotel Search Context and Ranking
Hotel Search Context Matters
A MakeMyTrip hotel rate cannot be interpreted correctly without the search inputs that produced it. A record such as:
does not establish: which dates; how many guests; which room; what rate plan; whether taxes are included; which filters were applied; sort order used; whether sponsored; when observed.
A stronger record: destination + check-in + check-out + occupancy + filters + sort order + property + room/rate context + price + currency + rank + sponsored state + captured_at
MakeMyTrip Ranking and Personalization
MakeMyTrip's current India User Agreement describes a recommendation system where accommodation search results can depend on:
- • destination
- • number of guests
- • budget
- • past platform usage
- • gross bookings
- • net bookings
- • reviews
- • location
- • price
- • property type
- • click rate
- • filters selected by the user
- • behavior/preferences of similar users
MakeMyTrip also states that some properties may carry a sponsored badge because the service provider paid to appear in that position.
Ranking is an observation, not a permanent property attribute. Describe as: observed position under defined search conditions — not “the hotel's MakeMyTrip rank.”
Illustrative MakeMyTrip Hotel Record
Illustrative only — not live MakeMyTrip data and not evidence of existing NenoData MakeMyTrip production access.
| Field | Purpose |
|---|---|
| captured_at | Observation timestamp |
| destination | Search market |
| check_in | Stay start |
| check_out | Stay end |
| adults | Guest count |
| rooms | Room count |
| sort_order | Applied ordering |
| filters | Relevant applied filters |
| property_id | Source identifier where available |
| property_name | Hotel name |
| room_type | Room context |
| rate_plan | Rate-plan context |
| nightly_rate | Displayed nightly amount |
| total_price | Displayed stay total |
| currency | Currency |
| taxes_fees_text | Visible charges context |
| availability_status | Visible availability |
| rating | Rating |
| review_count | Review count |
| ranking_position | Observed result position |
| sponsored_status | Sponsored badge where visible |
| source_url | Approved source reference |
Production fields should only be included after representative authorized source review.
Reviews, Flights, Packages and Ground Transport
MakeMyTrip Reviews and Reputation Data
MakeMyTrip's current India User Agreement documents a hotel-review system tied principally to customers who booked and completed stays through the platform. Reviews may include rating, text, and images, subject to moderation.
A review-oriented dataset might use:
- • property + overall rating
- • review count
- • review date
- • structured rating categories
- • travel/stay metadata where public
- • management-response presence
- • source URL + capture timestamp
Public visibility should not be treated as permission to republish review text or images wholesale.
MakeMyTrip Flight Data
Flight records require a separate model. Potential fields include:
- • origin, destination, departure date
- • return date, airline, itinerary
- • flight number where available
- • departure/arrival time, stop count
- • duration, cabin/fare context
- • displayed fare, currency
- • seller/provider context
- • capture timestamp
Illustrative flight record fields:
Holiday Package Data
Potential structured fields may include:
- • destination
- • package name
- • duration
- • hotel component
- • transport component
- • itinerary summary
- • displayed package price
- • currency
- • promotion context
- • inclusions
- • source URL
- • capture timestamp
This should remain a conditional source-specific category.
Rail, Bus and Cab Data
MakeMyTrip's broader platform includes rail, bus and car-hire services. Each has a different schema:
Rail
• origin/dest station
• date
• train + class
• depart/arrive
• duration
• fare
Bus
• origin/dest
• date
• operator
• boarding/drop
• seat type
• fare
Cab
• pickup/drop-off
• date/time
• provider
• vehicle class
• rate
• currency
These modules should remain secondary unless NenoData verifies source-specific operational support.
MakeMyTrip and Goibibo
MakeMyTrip and Goibibo operate within the same corporate group, and MakeMyTrip's current materials list both brands alongside redBus. For data analysis, group ownership does not mean observations from the two brands should automatically be merged.
A buyer may need to compare:
- • whether the same hotel appears on both
- • price differences
- • promotion differences
- • review counts
- • source-specific ratings
- • search visibility
- • ranking position
Recommended data rule
Preserve: source_brand, source-specific property IDs, source URL, observed rate, ranking, and review metadata. Then perform entity matching separately.
This avoids losing the distinction between same real-world property and same marketplace record.
Illustrative MakeMyTrip/Goibibo mapping — illustrative only, not live data:
canonical_property_id: ...
property_name: "Hotel Example"
source_records:
- source_brand: MakeMyTrip
source_property_id: ...
observed_rate: ...
rating: ...
review_count: ...
captured_at: ...
- source_brand: Goibibo
source_property_id: ...
observed_rate: ...
rating: ...
review_count: ...
captured_at: ...The example demonstrates why source tags should be preserved before normalization.
Multi-Product Schema Design
One universal MakeMyTrip object would hide important differences between hotels, reviews, flights, and packages. Use shared metadata where appropriate, but keep product-specific schemas separate.
Illustrative architecture — not live MakeMyTrip data or API documentation
Hotels
Reviews
Flights
Packages
Shared metadata layer
Does MakeMyTrip Have a Public Search API?
Current verification did not identify a general public MakeMyTrip API that arbitrary third parties can use to query all consumer-facing hotel, flight, package, ranking, or review search data. What is verified instead are specific business products — myBiz (corporate travel integrations) and myPartner (B2B booking access for travel agents). Those are not equivalent to “give me every MakeMyTrip consumer hotel result through a public API.”
myBiz data/workflows
Best when the customer needs:
- • corporate travel-request integration
- • internal travel approval workflows
- • corporate travel-system connectivity
myPartner
Best when the customer is:
- • a travel agency
- • using MakeMyTrip's B2B hotel/flight booking environment
- • booking through an authorized partner account
Consumer-market observations
Best aligned with questions such as:
- • Which hotels appear?
- • What rates are displayed?
- • How does ranking change?
- • Which offers or promotions appear?
- • What reviews or ratings are visible?
- • How do competitor rates compare?
This third category requires its own authorization/access review and should not be inferred from access to myBiz or myPartner.
MakeMyTrip Access and Compliance Boundaries
MakeMyTrip's current regional User Agreement explicitly prohibits accessing, monitoring or copying content using robots, spiders, scrapers or automated means without express prior written permission. It also prohibits unauthorized commercial use, commercial or competitive copying/reproduction, circumvention of technical protections, and actions placing unreasonable load on MakeMyTrip infrastructure. The myBiz terms separately prohibit automated tools used to access, copy, manipulate or scrape data from the service.
This page must not claim:
- ✕unrestricted MakeMyTrip scraping
- ✕permission-free commercial automation
- ✕arbitrary URL collection
- ✕CAPTCHA or access-control bypass
- ✕unlimited MakeMyTrip requests
- ✕universal MakeMyTrip coverage
- ✕guaranteed continuous access
Dynamic pages do not change the access boundary
MakeMyTrip pages may use dynamic rendering, filters and interaction-dependent states. NenoData does have a broader verified capability for JavaScript-rendered, AJAX-loaded and interaction-dependent public pages where source feasibility and scope allow — see Dynamic Website Scraping.
That is a technical capability only. It does not prove MakeMyTrip-specific support, permission to collect MakeMyTrip, or authorization to bypass MakeMyTrip restrictions. Source rights and technical feasibility remain separate questions.
Potential MakeMyTrip Data Use Cases
Where the selected source route and access basis support the required fields:
Hotel-rate benchmarking
Compare visible hotel prices under equivalent stay conditions.
OTA competitor analysis
Compare MakeMyTrip observations with other approved travel sources.
Hotel ranking and visibility research
Track observed positions for defined searches while preserving filters, sort order and sponsored status.
Review and reputation analysis
Structure rating and review metadata where permitted.
Flight-fare comparison
Compare observed route and fare data for defined travel dates.
Holiday-package monitoring
Track visible package, duration and pricing fields where supported.
MakeMyTrip vs Goibibo comparison
Compare source-tagged observations for matched properties or travel products.
India travel-market intelligence
Use approved travel-source data to build pricing, availability and marketplace-analysis datasets.
These use cases are examples of potential projects — not evidence of existing NenoData MakeMyTrip production access.
When Broader OTA or Travel Data Scraping Is Better
MakeMyTrip may be only one potential source in a larger question such as: “How do hotel rates or flight fares compare across Indian OTAs?” In that case, the source-specific MakeMyTrip page should not become the entire project architecture.
OTA Data Scraping
Supports scoped public or permissioned OTA workflows including rates, taxes, availability, property or route identity, travel dates, promotions, ratings, review counts, ranking context, and source metadata.
Travel Data Scraping
Covers broader hotel, flight, OTA, rental and review records.
Travel & Hospitality Data Scraping
Supports listing-level hotel, OTA and flight records with structured downstream delivery where scoped.
Use the MakeMyTrip page when MakeMyTrip itself is material. Use the broader travel pages when the business question is channel- or market-wide. For source-level verification and coverage discussion, see Data Sources.
How NenoData Would Scope a MakeMyTrip Requirement
Define the business question
Clarify whether the project concerns hotel rates, rankings, reviews, flights, packages, rail/bus/cabs, corporate travel integration, agency booking, or broader OTA comparison.
Identify the MakeMyTrip product or business route
Determine whether the requirement belongs to consumer MakeMyTrip, myBiz, myPartner, or another approved travel source.
Review access and authorization
For direct consumer-page collection, establish the applicable authorization before operational commitments. For myBiz or myPartner, confirm the customer's appropriate account and integration status.
Define search/query context
For hotels: destination, dates, guests, rooms, filters, sort order. For flights: route, dates, passenger/cabin context. For packages: destination, duration, travel window.
Define fields and schema
Confirm identifiers, pricing, availability, reviews, ranking, sponsored indicators, timestamps, and source metadata.
Test representative authorized inputs
Review actual source states rather than assuming competitor field lists apply.
Validate representative output
Confirm price meaning, ranking context, missing fields, review metadata, localization, and source identity.
Agree cadence and delivery
NenoData's current travel services support CSV, JSON, API-ready and other structured delivery patterns where scoped.
Proceed only within confirmed scope
Support for one MakeMyTrip product does not automatically establish support for every other product.
What NenoData Can Support
NenoData's current travel services verify broader capability around:
- • hotel data
- • flight data
- • OTA data
- • rental data
- • review/rating data where scoped
- • pricing
- • availability
- • stay/travel dates
- • ranking context where permitted
- • source metadata
- • normalization
- • validation
- • CSV
- • JSON
- • API-ready delivery
- • webhook/warehouse delivery where scoped
NenoData's current Web Scraping API model is also built around approved sources, agreed schemas, source feasibility review, representative sample review, validation, and structured delivery.
These capabilities support a MakeMyTrip feasibility engagement. They do not independently establish MakeMyTrip-specific access.
What This Page Does Not Claim
This page does not claim that NenoData:
- ✕currently scrapes MakeMyTrip in production
- ✕has MakeMyTrip written permission
- ✕is a MakeMyTrip business partner
- ✕has myBiz credentials
- ✕has myPartner credentials
- ✕has an unrestricted MakeMyTrip search API
- ✕supports every MakeMyTrip product
- ✕covers every hotel, flight or package
- ✕has a global MakeMyTrip dataset
- ✕maintains complete historical MakeMyTrip pricing
- ✕guarantees ranking position
- ✕guarantees bookability
- ✕guarantees real-time MakeMyTrip pricing
- ✕bypasses MakeMyTrip controls
- ✕guarantees SLA, throughput, latency, cadence or field accuracy
The page is a qualified source-assessment and service-enquiry page.
Frequently Asked Questions
Discuss Your MakeMyTrip Data Requirements
Tell us whether the requirement concerns hotel pricing, ranking visibility, reviews, flights, packages, business integration or broader Indian OTA market intelligence.
NenoData can help determine whether myBiz, myPartner, an authorized consumer-data workflow or another approved travel source is the appropriate route, then define the query context, schema and structured delivery where supported.
Direct MakeMyTrip consumer-page collection should proceed only after the necessary authorization has been confirmed.
Helpful information to include:
Use after source/access feasibility review.