SYSTEM all green source destinia.com queue 18,392 queries p99 latency 681ms dataflirt.com · scraper/destinia-com
RUN · 54 active pipelines · destinia.com live

Destinia data,
at warehouse scale.

We extract hotel availability, flight routes, package pricing, and room attributes from Destinia. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Prices extracted
1.2M /day
Hotel updates
430K /24h
Flight routes
89K /run
Active pipelines
54
Uptime
99.94%
Data Dictionary

Every field we extract from destinia.com

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

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

hotel_idnamestar_ratingdestinationlatitudelongitudeamenitiesroom_typesboard_optionsbase_pricecurrencyimage_urls
hotel_listings
● 200 OK
"hotel_id": "HTL-849201",
"name": "Melia Madrid Princesa",
"star_rating": 5,
"destination": "Madrid, Spain",
"base_price": 184.5,
"currency": "EUR",
"board_options": "['Room Only', 'Breakfast Included']"
# hotel_idnamestar_ratingdestinationlatitudelongitude
1
2
3

Complete list of extractable fields for Flight Routes objects from destinia.com. All fields typed and schema-versioned.

flight_idairlineflight_numberorigindestinationdeparture_timearrival_timeduration_minutesstopscabin_classpricecurrency
flight_routes
● 200 OK
"flight_id": "FL-IB3166",
"airline": "Iberia",
"flight_number": "IB3166",
"origin": "MAD",
"destination": "LHR",
"departure_time": "2026-08-14T08:30:00Z",
"price": 112.0,
"currency": "EUR"
# flight_idairlineflight_numberorigindestinationdeparture_time
1
2
3

Complete list of extractable fields for Dynamic Packages objects from destinia.com. All fields typed and schema-versioned.

package_iddestinationhotel_nameoutbound_flightinbound_flighttotal_pricecurrencynightsdeparture_datereturn_dateboard_typepax_count
dynamic_packages
● 200 OK
"package_id": "PKG-99218",
"destination": "Tenerife",
"hotel_name": "Hard Rock Hotel Tenerife",
"total_price": 895.0,
"currency": "EUR",
"nights": 7,
"departure_date": "2026-09-10",
"board_type": "Half Board"
# package_iddestinationhotel_nameoutbound_flightinbound_flighttotal_price
1
2
3

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

hotel_idcheck_incheck_outroom_nameoccupancyrefundablecancellation_deadlinepricecurrencyavailable_roomstaxes_included
room_availability
● 200 OK
"hotel_id": "HTL-849201",
"check_in": "2026-10-01",
"check_out": "2026-10-05",
"room_name": "Premium Double Room",
"refundable": true,
"price": 738.0,
"currency": "EUR",
"available_rooms": 3
# hotel_idcheck_incheck_outroom_nameoccupancyrefundable
1
2
3

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

hotel_idoverall_ratingreview_countcleanliness_scorelocation_scorevalue_scoreservice_scorerecent_reviewslanguagescraped_at
reviews_& ratings
● 200 OK
"hotel_id": "HTL-849201",
"overall_rating": 8.7,
"review_count": 1420,
"cleanliness_score": 9.1,
"location_score": 9.5,
"value_score": 8.2,
"language": "en",
"scraped_at": "2026-05-12T10:15:00Z"
# hotel_idoverall_ratingreview_countcleanliness_scorelocation_scorevalue_score
1
2
3

Capabilities

Extract exact travel inventory and pricing

Our Destinia scraper navigates complex search forms, handles dynamic pricing sessions, and extracts structured inventory data across hotels, flights, and dynamic packages.

Hotel Inventory Extraction

Extract hotel metadata, room types, amenities, star ratings, and geolocation coordinates across all Destinia destinations.

Flight Pricing Scrapes

Capture origin, destination, airline, duration, layovers, and real-time pricing for one-way and return flights.

Dynamic Packages

Extract bundled flight and hotel deals, capturing total price, included board types, and specific flight segments.

Multi-Currency Normalisation

Capture pricing in native currencies or force a specific display currency during the search session.

Real-Time Availability

Query specific check-in and check-out dates to capture live room availability and dynamic pricing fluctuations.

Cancellation Policies

Extract granular cancellation terms, deadlines, and refundable versus non-refundable rate differences.

Board Type Variations

Capture price deltas between Room Only, Bed & Breakfast, Half Board, and All Inclusive options.

Pagination & Infinite Scroll

Handle dynamic loading and pagination to ensure complete capture of search results for broad destination queries.

Scheduled Pipeline Modes

Run one-off historical scrapes or configure continuous pipelines at hourly cadences for price monitoring.

// engagement pipeline

From search parameters to structured travel data

Brief in. Clean data out.

Define Scope
d 0

Provide destinations, hotel IDs, flight routes, and date ranges. We map the extraction schema.

Pipeline Build
d 2–4

We configure Playwright crawlers, proxy rotation, and session token management for destinia.com.

Validation & QA
d 4–6

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

Delivery
ongoing

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

Under the hood

Overcoming OTA scraping challenges

Travel aggregators use aggressive rate limiting and session-based pricing. Here is how we maintain stable extraction.

pipeline-monitor · destinia.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
Session Management
Handling complex search tokens

Destinia search queries rely on temporary session tokens. We automate token generation and refresh cycles to maintain valid search states across paginated results.

Dynamic Rendering
Full JavaScript execution

Pricing and availability load asynchronously. We run full Playwright browser sessions to wait for network idle states and capture hydrated DOM elements.

Rate Limiting
Residential IP rotation

High frequency searches trigger IP bans. Our crawlers use residential ISP proxies with realistic request timing to distribute load and avoid blocks.

Multi-Currency
Consistent exchange rate handling

We force consistent currency headers and parse raw price values, preventing upstream exchange rate display variations from corrupting your dataset.

Change Detection
Efficient price diffing

For large inventory monitoring, we maintain a state store of last seen prices and only emit records when pricing or availability changes.

Applications

Who uses Destinia data

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

01
Price Intelligence

OTAs and metasearch engines monitor Destinia pricing to adjust their own margins and maintain parity.

02
OTA Benchmarking

Airlines and hotel chains audit how their inventory is priced and bundled on third-party platforms.

03
Arbitrage Detection

Travel agencies identify mispriced dynamic packages to bundle and resell at a profit.

04
Market Research

Analysts track destination popularity, average nightly rates, and seasonal price fluctuations.

05
Demand Forecasting

Revenue managers correlate room availability drops with upcoming events to optimise pricing algorithms.

06
AI Training Data

Machine learning teams use structured travel datasets to train pricing prediction models and recommendation engines.

Why DataFlirt

"Destinia aggregates global travel inventory with highly dynamic pricing logic, making it a critical signal for OTA competitive intelligence."

Most teams underestimate the investment required: reliable Destinia scraping requires residential proxies, full JavaScript rendering for dynamic search forms, session token management, and anomaly monitoring. DataFlirt absorbs that complexity so your engineers can focus on the analysis, not the infrastructure.

Technical Spec

Destinia scraper technical specifications

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

JavaScript rendering
Full Playwright sessions required for dynamic pricing and asynchronous search results
Supported
CAPTCHA bypass
Automated 2Captcha and CapSolver integration for aggressive bot challenges
Supported
Residential proxy rotation
ISP-grade residential IPs rotated per search session to avoid rate limits
Supported
Multi-currency support
Extraction in native currency or converted display currency
Supported
Search session handling
Automated token generation and cookie management for deep link access
Supported
Webhook delivery
HTTP POST per record for real-time price alerting
Supported
User account booking history
Requires authenticated login credentials to access past user bookings
Partial
Loyalty points data
Private wallet balances and user specific reward tiers are gated
Partial
Infrastructure

Infrastructure powering the Destinia pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Scrapy handles search query orchestration and deduplication. Playwright handles JavaScript rendering, session tokens, and dynamic form submission.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies. Rotation happens per search session to avoid triggering OTA rate limits and IP bans.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested array format
CSV
Flat file with typed columns for easy analysis
XLS
Excel compatible format for business teams
Parquet
Columnar format for BigQuery, Snowflake, and Athena
AWS S3
Direct bucket delivery compatible with any data lake
Webhook
HTTP POST per record for real-time processing
API
REST endpoint to query latest extracted data
BigQuery
Streamed directly into your dataset
Snowflake
Stage and COPY INTO workflow
Postgres
Upsert into your existing database schema
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Destinia legal?

Scraping publicly available pricing and inventory information is generally permissible. DataFlirt targets only public, non-authenticated travel data. We do not extract personal data or circumvent authentication walls. Clients should review Destinia's Terms of Service and consult legal counsel for specific use cases.

How do you handle rate limits on search queries?

We distribute search queries across large pools of residential proxies and manage session cookies carefully. Request timing is randomised to mimic human behaviour, preventing mass IP blocks.

Can you extract dynamic package pricing?

Yes. We can submit specific destination and date parameters to extract bundled flight and hotel pricing, including board types and flight segments.

How fresh is the pricing data?

Pipelines can be configured for daily runs or high-frequency intra-day monitoring depending on your required latency and budget.

Do you handle currency conversions?

We extract the raw price and currency as displayed. We can force the search session to display a specific currency like EUR or USD to ensure dataset consistency.

What is the minimum engagement?

Our minimum engagement typically starts at a defined list of routes or hotels with daily delivery. Contact us with your specific search parameters for a scoped quote.

$ dataflirt scope --new-project --source=destinia.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 hotel inventory extract or a continuous price monitoring feed across thousands of routes, we build and operate the pipeline. Tell us what you need.

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