SYSTEM all green source oyo.com queue 12,843 dates p99 latency 215ms dataflirt.com · scraper/oyo-com
RUN · 84 active pipelines · oyo.com live

Oyo data,
at warehouse scale.

We extract property listings, dynamic pricing signals, room availability, and guest reviews from Oyo. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Properties tracked
145K
Price updates
3.2M /day
Availability checks
8.1M /24h
Active pipelines
64
Uptime
99.98%
Data Dictionary

Every field we extract from oyo.com

Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.

Complete list of extractable fields for Property Listings objects from oyo.com. All fields typed and schema-versioned.

hotel_idnameproperty_typecitystatecountrylatitudelongitudestar_ratinguser_ratingrating_countimage_urlsurl
property_listings
● 200 OK
"hotel_id": "OYO12345",
"name": "OYO Townhouse 047",
"property_type": "Townhouse",
"city": "Bengaluru",
"latitude": 12.9716,
"longitude": 77.5946,
"user_rating": 4.3,
"rating_count": 2145
# hotel_idnameproperty_typecitystatecountry
1
2
3

Complete list of extractable fields for Pricing & Availability objects from oyo.com. All fields typed and schema-versioned.

hotel_idcheck_in_datecheck_out_dateroom_typebase_priceselling_pricewizard_pricecurrencydiscount_pcttaxestotal_priceavailable_roomsstatus
pricing_& availability
● 200 OK
"hotel_id": "OYO12345",
"check_in_date": "2026-10-12",
"check_out_date": "2026-10-13",
"selling_price": 1499.0,
"currency": "INR",
"available_rooms": 4,
"status": "AVAILABLE"
# hotel_idcheck_in_datecheck_out_dateroom_typebase_priceselling_price
1
2
3

Complete list of extractable fields for Room Types objects from oyo.com. All fields typed and schema-versioned.

room_idhotel_idnamemax_guestsmax_adultsmax_childrenbed_typeroom_size_sqftac_includedtv_includedwifi_includedimage_urls
room_types
● 200 OK
"room_id": "RM9876",
"name": "Classic Room",
"max_guests": 2,
"bed_type": "Queen Size",
"ac_included": true,
"wifi_included": true,
"room_size_sqft": 120
# room_idhotel_idnamemax_guestsmax_adultsmax_children
1
2
3

Complete list of extractable fields for Reviews & Ratings objects from oyo.com. All fields typed and schema-versioned.

review_idhotel_idauthor_namerating_scorereview_datereview_texttraveller_typestay_durationmanagement_responseresponse_date
reviews_& ratings
● 200 OK
"review_id": "REV5543",
"hotel_id": "OYO12345",
"rating_score": 5.0,
"review_date": "2026-08-14",
"review_text": "Clean rooms and fast wifi.",
"traveller_type": "Solo"
# review_idhotel_idauthor_namerating_scorereview_datereview_text
1
2
3

Complete list of extractable fields for Amenities & Policies objects from oyo.com. All fields typed and schema-versioned.

hotel_idcheck_in_timecheck_out_timecouple_friendlylocal_id_acceptedfree_cancellationcancellation_deadlinepayment_methodsparking_availableelevatorcctv
amenities_& policies
● 200 OK
"hotel_id": "OYO12345",
"couple_friendly": true,
"local_id_accepted": true,
"check_in_time": "12:00 PM",
"check_out_time": "11:00 AM",
"free_cancellation": true
# hotel_idcheck_in_timecheck_out_timecouple_friendlylocal_id_acceptedfree_cancellation
1
2
3

Capabilities

Everything you need from Oyo, structured and clean

Our Oyo scraper handles map-based pagination, dynamic XHR price hydration, and aggressive rate limiting. We deliver structured hospitality data ready for analysis.

Full Property Catalogue

Extract details across all tiers: Townhouse, Collection O, Capital O, Flagship, and standard OYO Rooms.

Dynamic Pricing Engine

Capture base price, selling price, taxes, and total payable amounts for specific check-in date combinations.

Availability Calendars

Monitor room inventory status and sold-out flags across future date ranges.

Geospatial Data

Extract exact latitude and longitude coordinates to map property density and neighborhood coverage.

Amenity & Policy Extraction

Capture critical policy flags like couple-friendly status, local ID acceptance, and cancellation rules.

Review Aggregation

Scrape guest ratings, written feedback, and traveller types to gauge property quality.

Multi-Region Support

Extract data across India, Southeast Asia, Europe, and the Americas from a unified schema.

Wizard Member Pricing

Track standard rates versus Wizard membership discounts to understand loyalty pricing strategies.

High-Frequency Polling

Run hourly pipelines to capture intraday price fluctuations and yield management adjustments.

// engagement pipeline

From city list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target cities, coordinates, or specific hotel IDs along with your required date ranges.

Pipeline Build
d 2–4

We configure Scrapy and Playwright crawlers, proxy rotation, and session management for oyo.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, and price-outlier detection before full launch.

Delivery
ongoing

JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.

Under the hood

How our Oyo pipeline handles the hard parts

Oyo uses dynamic map loading and complex XHR requests to serve pricing. Here is how we extract it reliably.

pipeline-monitor · oyo.com · live ● active
// fingerprinting
Identity rotation
TLS fingerprintrandomised
User-agentrotated
IP poolresidential
Challenges blocked0
// pagination
Page coverage
48,291 pages queued running
// observability
Pipeline health
99.9%
uptime
142ms
p99 lat
0.3%
null rate
2
alerts
Map-based pagination
Grid-based polygon scanning

Oyo restricts search results per viewport to limit scraping. We divide target cities into granular geographic bounding boxes, scanning each polygon to ensure 100% property discovery without hitting pagination limits.

Dynamic pricing hydration
XHR network interception

Pricing data does not exist in the initial HTML payload. We use Playwright to intercept the backend API calls that hydrate the frontend calendar, capturing the raw JSON responses directly.

Date-range state
Session state management

Extracting prices for multiple future dates requires maintaining complex session states. Our crawlers manage cookies and local storage precisely to simulate legitimate user date selections.

Anti-bot layer
Residential proxy rotation

Oyo employs strict rate limiting and IP blocking. We route traffic through ISP-grade residential proxies, rotating IPs per request while maintaining sticky sessions when required for date-based pricing.

Schema stability
Resilient selectors

Oyo frequently runs A/B tests on their property pages. Our extraction logic relies on multiple fallback chains and structured data endpoints rather than brittle CSS selectors.

Applications

Who uses Oyo data

Teams across industries use oyo.com data to build competitive products and smarter operations.

01
OTA Price Parity

Online travel agencies monitor Oyo direct pricing against MakeMyTrip, Agoda, and Booking.com to enforce parity agreements.

02
Yield Management

Independent hoteliers track local Oyo pricing fluctuations to optimise their own daily room rates.

03
Market Expansion

Real estate and hospitality groups map Oyo property density to identify underserved neighborhoods for new developments.

04
Competitor Intelligence

Rival budget hotel chains track Oyo's inventory growth and tier distribution in specific metropolitan areas.

05
Travel Aggregation

Metasearch engines integrate structured Oyo inventory and pricing data into their own booking platforms.

06
Sentiment Analysis

Hospitality analysts extract review corpora to gauge property quality trends and identify common operational failures.

Why DataFlirt

"Oyo controls a massive segment of budget hospitality globally. Extracting their pricing and inventory data transforms opaque markets into queryable intelligence."

Reliable Oyo scraping requires handling map-based pagination, dynamic XHR price hydration, and aggressive rate limiting. DataFlirt manages the residential proxies and viewport scanning infrastructure so your team can focus on yield analysis and market mapping.

Technical Spec

Oyo scraper technical capabilities

Everything supported by our oyo.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

Map-based polygon search
Grid scanning to bypass 20-property viewport limits
Supported
Dynamic price hydration
XHR interception for accurate tax and final price calculation
Supported
Date-range availability
Checking inventory across 30, 60, or 90 day future windows
Supported
Review pagination
Full extraction of historical guest reviews and management responses
Supported
Wizard membership rates
Capturing both standard public rates and loyalty discount tiers
Supported
Multi-currency extraction
Normalising pricing data across international Oyo domains
Supported
Change detection (diffs)
Only emitting records when pricing or availability changes
Supported
Authenticated user booking history
Extracting past trips from a specific user account
Partial
Backend property management (Oyo OS)
Accessing internal hotelier dashboards and occupancy metrics
Partial
Infrastructure

Infrastructure powering the Oyo pipeline

Open-source tooling on proven cloud infra — no vendor lock-in, full observability.

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Scrapy orchestrates crawl logic and deduplication. Playwright intercepts XHR requests and handles JavaScript rendering for dynamic pricing grids.

Residential Proxy Infrastructure

We route requests through region-specific residential IPs to bypass Oyo rate limits and ensure accurate local pricing.

Cloud-Native Orchestration

Pipelines run on AWS infrastructure managed by Airflow, ensuring reliable scheduling for high-frequency pricing updates.

Output & Delivery

Your data, your destination

Data delivered to where your team already works — no new tooling required.

JSON
Newline-delimited or nested array formats
CSV
Flat file with typed columns for quick analysis
XLS
Excel compatible files for business teams
Parquet
Columnar format optimised for data warehouses
AWS S3
Direct delivery to your cloud storage buckets
Webhook
HTTP POST for real-time pricing alerts
API
REST endpoints to query your extracted datasets
PostgreSQL
Direct database inserts with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About oyo.com scraping, legality, and pipeline operations.

Ask us directly →
Is scraping Oyo legal?

Scraping publicly available property details, pricing, and reviews is generally permissible. DataFlirt extracts only public data and does not bypass authentication walls to access private user information.

How do you bypass Oyo map limits?

Oyo limits the number of properties shown in a single search. We use geospatial bounding boxes to divide cities into small grids, extracting all properties within each grid to ensure total coverage.

Can you extract prices for multiple future dates?

Yes. We configure pipelines to check availability and pricing for specific check-in and check-out combinations across 30, 60, or 90 day windows.

Do you capture taxes and fees?

Yes. We intercept the backend pricing API to capture the base rate, discount amounts, taxes, and the final payable total.

How often can you update pricing data?

We support daily, hourly, or near real-time polling depending on your required SLA and target property volume.

What is the minimum engagement size?

We typically start with pipelines targeting at least 1,000 properties or specific metropolitan areas. Contact us to scope your exact requirements.

$ dataflirt scope --new-project --source=oyo.com ready

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off property catalogue or a continuous price-monitoring feed across thousands of hotels, we scope, build, and operate the pipeline.

hello@dataflirt.com · Bengaluru · IST · typical reply < 4h
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