SYSTEM all green source virginaustralia.com queue 12,491 routes p99 latency 412ms dataflirt.com · scraper/virginaustralia-com
RUN · 42 active pipelines · virginaustralia.com live

Virgin Australia data,
at warehouse scale.

We extract flight schedules, dynamic pricing signals, fare class availability, and Velocity point redemptions from Virgin Australia. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Fares extracted
412K /day
Route updates
84K /24h
Seat availability checks
1.2M /run
Active pipelines
42
Uptime
99.98%
Data Dictionary

Every field we extract from virginaustralia.com

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

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

flight_numberorigindestinationdeparture_timearrival_timeaircraft_typeduration_minutesstops
flight_schedules
● 200 OK
"flight_number": "VA841",
"origin": "SYD",
"destination": "MEL",
"departure_time": "2026-08-14T08:00:00Z",
"arrival_time": "2026-08-14T09:35:00Z",
"aircraft_type": "Boeing 737-800",
"duration_minutes": 95,
"stops": 0
# flight_numberorigindestinationdeparture_timearrival_timeaircraft_type
1
2
3

Complete list of extractable fields for Fare Pricing objects from virginaustralia.com. All fields typed and schema-versioned.

flight_numberfare_classpricecurrencytax_breakdownbaggage_includedcancellation_feechange_fee
fare_pricing
● 200 OK
"flight_number": "VA841",
"fare_class": "Economy Choice",
"price": 189.0,
"currency": "AUD",
"baggage_included": "23kg",
"cancellation_fee": 80.0,
"change_fee": 0.0
# flight_numberfare_classpricecurrencytax_breakdownbaggage_included
1
2
3

Complete list of extractable fields for Velocity Points objects from virginaustralia.com. All fields typed and schema-versioned.

flight_numberpoints_requiredtaxes_surchargesreward_seat_availabletier_bonusstatus_creditscabin_classsector
velocity_points
● 200 OK
"flight_number": "VA841",
"points_required": 7800,
"taxes_surcharges": 45.32,
"reward_seat_available": true,
"status_credits": 15,
"cabin_class": "Economy",
"sector": "Domestic"
# flight_numberpoints_requiredtaxes_surchargesreward_seat_availabletier_bonusstatus_credits
1
2
3

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

flight_numbercabintotal_seatsavailable_seatsoccupied_seatsblocked_seatsseat_map_urlequipment_code
seat_availability
● 200 OK
"flight_number": "VA841",
"cabin": "Business",
"total_seats": 8,
"available_seats": 3,
"occupied_seats": 5,
"blocked_seats": 0,
"equipment_code": "73H"
# flight_numbercabintotal_seatsavailable_seatsoccupied_seatsblocked_seats
1
2
3

Complete list of extractable fields for Route Metadata objects from virginaustralia.com. All fields typed and schema-versioned.

origin_codedest_codedistance_kmoperating_carriermarketing_carrieron_time_performancedays_of_operationseasonal_schedule
route_metadata
● 200 OK
"origin_code": "SYD",
"dest_code": "MEL",
"distance_km": 713,
"operating_carrier": "Virgin Australia",
"marketing_carrier": "Virgin Australia",
"on_time_performance": 82.4,
"days_of_operation": "['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun']"
# origin_codedest_codedistance_kmoperating_carriermarketing_carrieron_time_performance
1
2
3

Capabilities

Extract Virgin Australia flight data at scale

Our scraper handles airline booking flows, bypassing anti-bot systems to extract schedules, dynamic pricing, and Velocity reward availability across domestic and international routes.

Flight Schedule Extraction

Capture departure times, arrival times, aircraft types, and flight durations across the entire Virgin Australia network.

Dynamic Fare Tracking

Monitor price fluctuations across Economy Lite, Economy Choice, Economy Flex, and Business class fares.

Velocity Points Data

Extract reward seat availability, points required, and cash surcharges for frequent flyer redemptions.

Ancillary & Baggage Fees

Parse baggage allowances, seat selection costs, and cancellation policies tied to specific fare rules.

Codeshare Identification

Distinguish between Virgin Australia operated flights and codeshares with partners like Qatar Airways or United.

Calendar Matrix Scraping

Extract 30-day fare matrices to identify the cheapest travel dates across specific route pairs.

High-Frequency Sweeps

Run scheduled pipelines at hourly or daily cadences to capture intra-day yield management adjustments.

Anti-Bot Evasion

Bypass Akamai and airline-specific rate limits using residential proxy pools and TLS fingerprinting.

Multi-City & Connecting Routes

Construct complex itineraries and extract layover durations, terminal changes, and combined fare totals.

// engagement pipeline

From route list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide origin-destination pairs, date ranges, and target cabin classes. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, session management, and CAPTCHA handling for virginaustralia.com.

Validation & QA
d 4–6

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

Delivery
ongoing

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

Under the hood

How our Virgin Australia pipeline handles the hard parts

Airlines invest heavily in scraping detection to protect their yield management systems. Here's how we stay resilient.

pipeline-monitor · virginaustralia.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
Akamai bypass
Residential proxy rotation + TLS spoofing

Virgin Australia uses Akamai to detect non-human traffic. Our crawlers use Australian residential ISP proxies with realistic browser fingerprints, randomised request timing, and full cookie session management.

Session state management
Handling complex booking flows

Airline pricing requires maintaining state across multiple steps (search, flight selection, fare family selection). We handle session tokens and cookies to ensure pricing renders correctly without session expiry errors.

API interception
Extracting raw JSON payloads

Rather than parsing unstable DOM elements, we intercept the underlying GraphQL and REST API calls made by the Virgin Australia frontend, ensuring schema stability and faster extraction.

Rate limiting
Distributed crawling architecture

Airlines throttle IPs that query too many routes. We distribute requests across thousands of nodes, ensuring we stay below threshold limits while maintaining high extraction throughput.

Monitoring & alerting
24/7 pipeline health with anomaly detection

Every run emits structured logs to our observability stack. We alert on null-rate spikes, price outliers, schema drift, and coverage drops — and respond before you notice.

Applications

Who uses Virgin Australia data — and how

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

01
OTA & Meta-Search Aggregation

Online travel agencies integrate direct pricing and schedule data to populate search results and verify availability.

02
Competitor Price Intelligence

Rival airlines and transport operators monitor Virgin Australia's yield management strategies and fare class adjustments.

03
Corporate Travel Management

Travel management companies audit negotiated corporate rates against public fares to ensure contract compliance.

04
Loyalty Program Analysis

Points aggregators track Velocity reward seat availability to alert users when premium cabin redemptions open up.

05
Revenue Management

Analysts correlate pricing changes with external events to optimise their own dynamic pricing models.

06
Disruption & Delay Tracking

Insurance and logistics firms monitor schedule changes, cancellations, and on-time performance metrics.

Why DataFlirt

"Airline pricing is the original dynamic market. Virgin Australia shifts fares and reward seat availability constantly — we capture every fluctuation before it disappears."

Extracting flight data requires bypassing aggressive bot mitigation and managing complex session states. DataFlirt handles the Akamai headers, proxy rotation, and payload interception so you receive clean JSON without fighting airline infrastructure.

Technical Spec

Virgin Australia scraper — technical capabilities

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

JavaScript rendering
Full Playwright sessions — required for booking flow initialization
Supported
Akamai bypass
Automated TLS fingerprinting and challenge solving
Supported
Residential proxy rotation
ISP-grade residential IPs from AU pools — rotated per request
Supported
Velocity reward seats
Extract points required and cash surcharges for redemptions
Supported
Fare class mapping
Extract Economy Lite, Choice, Flex, and Business pricing
Supported
Multi-city routing
Handle complex itineraries with multiple segments
Supported
Calendar matrix extraction
Extract 30-day fare grids for flexible date searches
Supported
API interception
Capture raw JSON payloads from frontend network requests
Supported
Passenger PNR retrieval
Requires passenger name and booking reference
Partial
Velocity member profile extraction
Gated data requires user authentication credentials
Partial
Infrastructure

Infrastructure powering the Virgin Australia 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 crawl orchestration, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across AU regions. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.

Cloud-Native Orchestration

Pipelines run on AWS Lambda (burst) and ECS (sustained). 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 — schema versioned per run
CSV
Flat file with typed columns — Excel/Sheets compatible
XLS
Legacy spreadsheet format for business analysts
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery — compatible with any data lake
Webhook
HTTP POST per record for real-time downstream processing
API
REST endpoints to query extracted dataset programmatically
BigQuery
Streamed directly into your dataset with schema auto-detect
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Virgin Australia legal?

Scraping publicly available flight schedules and pricing data is generally permissible. DataFlirt targets only public, non-authenticated route and fare data. We do not extract personal data or circumvent authentication walls. Clients should review airline ToS and consult legal counsel for specific use cases.

How do you handle Akamai bot protection?

We use Australian residential ISP proxies, full Playwright browser sessions with realistic TLS fingerprints, and request timing modelled on human behaviour. We manage session cookies carefully to prevent booking flow errors.

Can you scrape Velocity reward seat availability?

Yes. We extract the points required, cash taxes, and reward seat availability across different cabin classes for Velocity frequent flyer redemptions.

How frequently can you check fares?

Pipelines can be configured for daily, hourly, or sub-hourly sweeps depending on the number of route-date combinations required. High-frequency sweeps focus on narrow date windows to manage extraction volume.

Do you parse taxes and surcharges?

Yes. We intercept the pricing breakdown to separate base fares from airport taxes, carrier charges, and booking fees.

Can you track codeshare flights?

Yes. We capture both the operating carrier and marketing carrier, allowing you to filter out partner flights (e.g., Qatar Airways, United) if you only require Virgin Australia operated metal.

$ dataflirt scope --new-project --source=virginaustralia.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 route schedule dump or a continuous price-monitoring feed across 5,000 sectors — we scope, build, and operate the pipeline. Tell us what you need.

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