SYSTEM all green source omanair.com queue 12,491 routes p99 latency 214ms dataflirt.com · scraper/omanair-com
RUN * 42 active pipelines * omanair.com live

Oman Air data,
ready for analysis.

We extract flight schedules, dynamic pricing, fare classes, route networks, and baggage policies from omanair.com. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Flights extracted
84K /day
Price updates
312K /24h
Routes mapped
1,240 /run
Active pipelines
42
Uptime
99.94%
Data Dictionary

Every field we extract from omanair.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 omanair.com. All fields typed and schema-versioned.

flight_numberorigindestinationdeparture_timearrival_timedurationaircraft_typeoperating_carrierstatus
flight_schedules
● 200 OK
"flight_number": "WY 283",
"origin": "MCT",
"destination": "BLR",
"departure_time": "2026-10-12T08:45:00Z",
"arrival_time": "2026-10-12T13:30:00Z",
"duration": "285",
"aircraft_type": "Boeing 737 MAX 8",
"operating_carrier": "Oman Air"
# flight_numberorigindestinationdeparture_timearrival_timeduration
1
2
3

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

flight_numberfare_classpricecurrencytaxesbase_faresindbad_milesbooking_classprice_timestamp
pricing_& fares
● 200 OK
"flight_number": "WY 283",
"fare_class": "Economy Lite",
"price": 14250.0,
"currency": "INR",
"taxes": 3450.0,
"base_fare": 10800.0,
"sindbad_miles": 1200,
"price_timestamp": "2026-05-12T09:14:00Z"
# flight_numberfare_classpricecurrencytaxesbase_fare
1
2
3

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

origin_airportdestination_airportdirect_flightlayover_airportlayover_durationtotal_durationfrequencyseasondistance_miles
route_network
● 200 OK
"origin_airport": "LHR",
"destination_airport": "BKK",
"direct_flight": false,
"layover_airport": "MCT",
"layover_duration": "145",
"total_duration": "980",
"frequency": "Daily",
"distance_miles": 5940
# origin_airportdestination_airportdirect_flightlayover_airportlayover_durationtotal_duration
1
2
3

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

flight_numberfare_typecabin_baggagechecked_baggage_kgextra_baggage_feechange_feecancellation_feelounge_accesspriority_boarding
baggage_& policies
● 200 OK
"flight_number": "WY 283",
"fare_type": "Economy Prime",
"cabin_baggage": "7kg",
"checked_baggage_kg": 30,
"change_fee": 0.0,
"cancellation_fee": 5000.0,
"lounge_access": false,
"priority_boarding": false
# flight_numberfare_typecabin_baggagechecked_baggage_kgextra_baggage_feechange_fee
1
2
3

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

flight_numberdatecabin_classseats_remainingseat_map_urlexit_row_availablebassinet_availableupgrade_eligiblescraped_at
seat_availability
● 200 OK
"flight_number": "WY 283",
"date": "2026-10-12",
"cabin_class": "Business",
"seats_remaining": 4,
"exit_row_available": false,
"bassinet_available": true,
"upgrade_eligible": true,
"scraped_at": "2026-05-12T09:14:33Z"
# flight_numberdatecabin_classseats_remainingseat_map_urlexit_row_available
1
2
3

Capabilities

Everything you need from Oman Air

Our airline scraper handles every layer of the booking platform: flight schedules, dynamic pricing, fare classes, and route networks, with JavaScript rendering and anti-bot circumvention built in.

Full Schedule Extraction

Extract departure times, arrival times, durations, aircraft types, and operating carriers for all active routes.

Dynamic Fare Tracking

Capture base fares, taxes, and total prices across all cabin classes, timestamped per crawl.

Multi-Currency Support

Extract pricing in OMR, INR, GBP, EUR, and other supported currencies directly from the booking engine.

Cabin Class Details

Map Economy Lite, Economy Prime, Business, and First Class fare conditions and availability.

Sindbad Reward Pricing

Track miles required for redemption flights and upgrades across the network.

Code-Share Identification

Identify flights operated by partner airlines under Oman Air flight numbers.

Baggage Policy Mapping

Extract checked baggage allowances, cabin baggage limits, and excess baggage fees per fare type.

Aircraft Metadata

Log specific aircraft models assigned to routes for capacity and comfort analysis.

Scheduled + Streaming Modes

Run one-off bulk exports or configure continuous pipelines at hourly, daily, or real-time cadences.

// engagement pipeline

From route list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide origin-destination pairs, date ranges, and required currencies. We design the extraction schema together.

Pipeline Build
d 2–4

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

Validation & QA
d 4–6

Schema validation, null-rate checks, price-outlier detection, and sample payloads 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 airline pipeline handles the hard parts

Airlines invest heavily in scraping detection to protect pricing data. Here is how we stay resilient and why teams choose managed infrastructure over DIY.

pipeline-monitor · omanair.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
Anti-bot layer
Residential proxy rotation and fingerprint spoofing

Airline bot detection operates on TLS fingerprints, browser headers, and IP reputation. Our crawlers use residential ISP proxies with realistic browser fingerprints and full cookie session management.

JavaScript rendering
Full Playwright execution for SPA content

Oman Air booking flows are heavily JavaScript-rendered. We run full Playwright browser sessions with JavaScript execution and lazy-load triggering, capturing data that headless HTTP clients miss entirely.

Session management
Maintained search contexts

Flight searches require maintaining complex session states across multiple requests. We handle token negotiation and cookie persistence to ensure valid search results without triggering rate limits.

Change detection
Only re-scrape what has changed

For large route catalogues, we maintain a hash index of last-seen values per field. Subsequent runs only push diffs, reducing compute cost and downstream processing load.

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 Oman Air data and how

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

01
Price Intelligence

OTAs and competing airlines monitor pricing and fare class availability to optimise their own pricing strategies.

02
Route Optimisation

Network planners analyse frequency, aircraft deployment, and layover connections through the Muscat hub.

03
OTA Aggregation

Travel aggregators use direct scraping to supplement GDS feeds, capturing lower-tier fares and web-only promotions.

04
Travel Market Research

Analysts track route expansion, seasonal frequency adjustments, and capacity changes in the Middle East aviation market.

05
Demand Forecasting

Revenue management teams correlate seat availability signals and pricing curves with market demand models.

06
Competitive Analysis

Airlines benchmark baggage policies, change fees, and lounge access inclusions against Oman Air fare families.

Why DataFlirt

"Oman Air operates a critical network connecting the Middle East with Asia and Europe. Extracting this pricing data requires bypassing complex bot mitigation."

Most teams underestimate the investment required: reliable airline scraping requires residential proxies, full JavaScript rendering, CAPTCHA handling, daily selector maintenance, and anomaly monitoring. DataFlirt absorbs that complexity so your engineers can focus on the analysis, not the infrastructure.

Technical Spec

Oman Air scraper technical capabilities

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

JavaScript rendering
Full Playwright sessions required for dynamic booking flows and pricing widgets
Supported
CAPTCHA bypass
Automated 2Captcha and CapSolver integration with fallback to manual queue
Supported
Residential proxy rotation
ISP-grade residential IPs rotated per request to avoid IP bans
Supported
Multi-currency extraction
Extract fares in user-defined currencies directly from the booking engine
Supported
Fare class mapping
Detailed extraction of Economy Lite, Prime, Business, and First class conditions
Supported
Change detection (diffs)
Hash-based diff: only emit records with changed fields since last run
Supported
Sindbad member profiles
Gated loyalty data, tier status, and personal mileage balances
Partial
PNR booking management
Accessing existing passenger reservations requires Last Name and PNR
Partial
Infrastructure

Infrastructure powering the airline 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 global 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 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, 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 for on-demand data retrieval
PostgreSQL
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Oman Air legal?

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

How do you handle airline anti-bot systems?

We use residential ISP proxies, full Playwright browser sessions with realistic fingerprints, and request timing modelled on human behaviour. Our selectors have multi-layer fallback chains so DOM changes do not break the pipeline.

Can you extract prices in multiple currencies?

Yes. We can configure the pipeline to request pricing in OMR, INR, GBP, EUR, USD, or any other currency supported by the Oman Air booking engine.

How fresh is the data?

Real-time streaming pipelines achieve sub-60-minute latency for price and availability signals on a defined route set. Full network refreshes complete within a 4-8 hour window depending on size.

Can you track seat availability?

Yes. We extract remaining seat counts for specific cabin classes as displayed during the booking flow, providing signals for load factor estimation.

What is the minimum viable engagement?

Our smallest packages start at a defined route list with daily delivery. For larger networks or custom schema requirements, we price based on volume and delivery frequency. Contact us with your use case for a scoped quote.

$ dataflirt scope --new-project --source=omanair.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 export or a continuous price-monitoring feed across the entire network, we scope, build, and operate the pipeline. Tell us what you need.

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