We extract flight schedules, dynamic pricing, hotel availability, and ancillary fees from Justfly. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Flight Search Results objects from justfly.com. All fields typed and schema-versioned.
"route_id": "JFK-LHR-20261012", "origin": "JFK", "destination": "LHR", "departure_time": "2026-10-12T18:30:00Z", "airline": "British Airways", "price": 482.5, "currency": "USD", "stops": 0
| # | route_id | origin | destination | departure_time | arrival_time | airline |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Flight Legs objects from justfly.com. All fields typed and schema-versioned.
"leg_id": "BA112-20261012", "route_id": "JFK-LHR-20261012", "origin_airport": "JFK", "destination_airport": "LHR", "departure_timestamp": "2026-10-12T18:30:00Z", "aircraft_type": "Boeing 777", "operating_carrier": "British Airways", "layover_duration": 0
| # | leg_id | route_id | origin_airport | destination_airport | departure_timestamp | arrival_timestamp |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Hotel Search Results objects from justfly.com. All fields typed and schema-versioned.
"property_id": "HTL-98211", "name": "The Ritz London", "star_rating": 5, "price_per_night": 850.0, "currency": "GBP", "review_score": 9.4, "review_count": 1422, "distance_to_center": "0.5 miles"
| # | property_id | name | star_rating | location | distance_to_center | price_per_night |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Room Rates & Policies objects from justfly.com. All fields typed and schema-versioned.
"property_id": "HTL-98211", "room_type": "Superior King Room", "bed_configuration": "1 King Bed", "max_occupancy": 2, "price": 850.0, "refundable": true, "breakfast_included": true, "cancellation_deadline": "2026-10-10T14:00:00Z"
| # | property_id | room_type | bed_configuration | max_occupancy | price | refundable |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Car Rentals objects from justfly.com. All fields typed and schema-versioned.
"rental_id": "CAR-44129", "pickup_location": "LHR", "dropoff_location": "LHR", "provider": "Hertz", "car_class": "Compact", "transmission": "Automatic", "daily_rate": 45.0, "currency": "GBP"
| # | rental_id | pickup_location | dropoff_location | provider | car_class | transmission |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Justfly scraper handles OTA anti-bot systems, dynamic pricing hydration, multi-leg itinerary parsing, and session management with JavaScript rendering and IP rotation built in.
Extract origin, destination, airlines, flight numbers, departure times, and arrival times across complex multi-leg routes.
Capture base fares, taxes, and total prices in multiple currencies. Track price fluctuations over time for specific routes.
Extract property details, star ratings, room types, cancellation policies, and nightly rates across global destinations.
Identify baggage fees, seat selection costs, and premium boarding upgrades associated with specific fare classes.
Parse complex itineraries involving multiple stops, layover durations, and terminal changes.
Extract rental providers, vehicle classes, daily rates, and pickup locations available through the Justfly platform.
Utilise regional proxies to extract pricing variations based on user location and market-specific point of sale.
Extract pricing tiers across economy, premium economy, business, and first class for identical flight routes.
Configure continuous pipelines at hourly or real-time cadences with change-detection diffing for immediate price alerts.
Brief in. Clean data out.
Provide route lists, airport codes, hotel regions, or rental locations. We design the extraction schema together.
We configure Scrapy and Playwright crawlers, proxy rotation, session management, and CAPTCHA handling for justfly.com.
Schema validation, null-rate checks, price-outlier detection, and sample itineraries before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
OTAs invest heavily in scraping detection to protect pricing data. Here is how we stay resilient and why teams choose managed infrastructure over DIY.
OTAs operate strict bot detection on TLS fingerprints, browser headers, and IP reputation. Our crawlers use residential ISP proxies with realistic browser fingerprints, randomised request timing, and full cookie session management trained on real user behaviour.
Justfly search results rely heavily on asynchronous JavaScript payloads. We run full Playwright browser sessions with JavaScript execution, triggering API calls that hydrate flight prices and hotel availability.
Travel platforms require persistent session tokens across search and checkout flows. We manage session cookies and hidden form tokens to ensure accurate pricing extraction without triggering timeout blocks.
Airlines and OTAs display different prices based on user location. We route requests through specific regional proxy pools to capture precise point-of-sale pricing.
OTA DOM structures change frequently during A/B testing. Our selector strategy uses multiple fallback chains per field, including CSS selectors, XPath, and JSON payload interception.
Travel agencies monitor Justfly pricing, markup strategies, and inventory availability to adjust their own competitive positioning.
Carriers track how their inventory is priced and packaged on Justfly compared to direct channels and competing airlines.
Metasearch engines ingest Justfly pricing data to provide comprehensive price comparison features to end users.
Procurement teams audit travel spend by comparing booked rates against historical Justfly pricing for specific routes.
Tour operators analyse flight and hotel combinations on Justfly to optimise their own holiday package pricing.
Analysts track flight frequency, route popularity, and pricing trends to forecast travel demand and regional tourism volume.
"Online travel agencies obfuscate pricing behind complex JavaScript payloads and aggressive bot mitigation. We extract the raw itinerary data you actually need."
Most teams underestimate the investment required: reliable OTA scraping requires residential proxies, full JavaScript rendering, CAPTCHA handling, session state management, and anomaly monitoring. DataFlirt absorbs that complexity so your engineers can focus on the analysis, not the infrastructure.
Everything supported by our justfly.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
Scrapy handles crawl orchestration and retry logic. Playwright manages JavaScript execution, session cookies, and API payload interception.
We maintain pools of residential ISP proxies across global regions. Rotation happens per request with sticky sessions to maintain search context.
Pipelines run on AWS Lambda and Kubernetes. Airflow handles scheduling, dependency management, and SLA alerting. State is stored in PostgreSQL.
Data delivered to where your team already works — no new tooling required.
About justfly.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available pricing and itinerary information is generally permissible under applicable law. DataFlirt targets only public, non-authenticated flight and hotel search results. We do not extract personal data or circumvent authentication walls.
We use residential ISP proxies, full Playwright browser sessions with realistic fingerprints, and request timing modelled on human behaviour. We monitor for CAPTCHA rate spikes in real time and trigger solver queues automatically.
Yes. Our schema supports nested arrays for multi-leg journeys, capturing operating carriers, layover durations, and terminal changes for each specific leg of the trip.
Real-time streaming pipelines achieve sub-15-minute latency for specific route monitoring. Full catalogue refreshes for broad market analysis typically complete within a 4-8 hour window.
Yes, where Justfly exposes this data during the search and initial selection phases, we extract baggage allowances, seat selection costs, and cabin class variations.
Our smallest packages start at a defined route list, typically 5,000 routes with daily delivery. For larger matrices or custom schema requirements, we price based on compute volume and delivery frequency.
Absolutely. We provide a sample run of up to 100 flight routes or hotel queries as part of the pre-engagement scoping process so you can validate schema fit and data quality.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off route extraction or a continuous price-monitoring feed across 50,000 itineraries, we scope, build, and operate the pipeline. Tell us what you need.
