SYSTEM all green source airpeace.com queue 12,408 routes p99 latency 318ms dataflirt.com · scraper/airpeace-com
RUN · 14 active pipelines · airpeace.com live

Air Peace flight data,
at warehouse scale.

We extract route schedules, live ticket prices, fare classes, and availability from Air Peace. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Flights extracted
42,194 /day
Fare updates
189K /24h
Route combinations
842 /run
Active pipelines
14
Uptime
99.98%
Data Dictionary

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

flight_numberorigin_codedestination_codedeparture_time_localarrival_time_localaircraft_typeflight_duration_minsstops_countoperating_carrier
flight_schedules
● 200 OK
"flight_number": "P4 7120",
"origin_code": "LOS",
"destination_code": "ABV",
"departure_time_local": "2026-10-14T07:00:00",
"arrival_time_local": "2026-10-14T08:10:00",
"aircraft_type": "Boeing 737",
"flight_duration_mins": 70,
"stops_count": 0
# flight_numberorigin_codedestination_codedeparture_time_localarrival_time_localaircraft_type
1
2
3

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

flight_numberfare_classbase_faretotal_taxestotal_farecurrencyseats_remainingrefundable_statusextraction_timestamp
ticket_pricing
● 200 OK
"flight_number": "P4 7120",
"fare_class": "Economy Flex",
"base_fare": 85000.0,
"total_taxes": 12500.0,
"total_fare": 97500.0,
"currency": "NGN",
"seats_remaining": 4,
"refundable_status": true
# flight_numberfare_classbase_faretotal_taxestotal_farecurrency
1
2
3

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

route_idorigin_airportdestination_airportregion_typedirect_flightweekly_frequencydistance_kmactive_statusseasonal_route
route_network
● 200 OK
"origin_airport": "Lagos (LOS)",
"destination_airport": "London (LGW)",
"region_type": "International",
"direct_flight": true,
"weekly_frequency": 7,
"active_status": true,
"seasonal_route": false
# route_idorigin_airportdestination_airportregion_typedirect_flightweekly_frequency
1
2
3

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

fare_classcabin_bag_kgchecked_bag_kgexcess_baggage_fee_per_kginfant_allowance_kgsporting_goods_alloweddimensions_cmcurrency
baggage_policies
● 200 OK
"fare_class": "Economy Non-Flex",
"cabin_bag_kg": 6,
"checked_bag_kg": 15,
"excess_baggage_fee_per_kg": 1000.0,
"infant_allowance_kg": 10,
"sporting_goods_allowed": true,
"currency": "NGN"
# fare_classcabin_bag_kgchecked_bag_kgexcess_baggage_fee_per_kginfant_allowance_kgsporting_goods_allowed
1
2
3

Complete list of extractable fields for Tax Breakdowns objects from airpeace.com. All fields typed and schema-versioned.

flight_numberfare_classpassenger_service_chargesecurity_chargefuel_surchargevat_amountticket_sales_chargetotal_taxes
tax_breakdowns
● 200 OK
"flight_number": "P4 7120",
"fare_class": "Economy Flex",
"passenger_service_charge": 2000.0,
"security_charge": 1500.0,
"fuel_surcharge": 4000.0,
"vat_amount": 5000.0,
"total_taxes": 12500.0
# flight_numberfare_classpassenger_service_chargesecurity_chargefuel_surchargevat_amount
1
2
3

Capabilities

Complete flight intelligence from Air Peace

Our Air Peace scraper navigates complex booking engines, manages stateful search sessions, and circumvents anti-bot systems to deliver pristine schedule and fare data.

Flight Schedule Extraction

Capture flight numbers, origin, destination, departure, arrival, and aircraft types across domestic and international routes.

Dynamic Fare Tracking

Extract base fares, itemised taxes, and total ticket prices across all available fare classes.

Multi-Currency Support

Retrieve pricing in NGN, USD, or GBP depending on the selected point of sale and regional settings.

Seat Availability Signals

Capture low stock warnings and sold-out statuses to model load factors and demand curves.

Route Network Mapping

Monitor the entire active route network to discover new destinations and frequency adjustments.

Fare Class Breakdown

Differentiate pricing and rules between Economy Non-Flex, Economy Flex, and Business class tickets.

Booking Engine Automation

Navigate multi-step search forms and manage stateful session tokens required to access live pricing.

Tax & Surcharge Parsing

Extract the itemised breakdown of passenger service charges, security fees, and fuel surcharges.

Continuous Pipeline Modes

Execute one-off bulk exports or configure continuous pipelines at hourly or daily 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 fare 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 airpeace.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, price-outlier detection, and sample schedules 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 Air Peace pipeline handles the hard parts

Airline booking engines utilise strict session management and rate limiting. Here is how we ensure reliable data extraction.

pipeline-monitor · airpeace.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
Booking engine sessions
Handling stateful flight searches

Air Peace search forms require sequential payload submissions with valid session tokens. Our pipeline manages these stateful sessions, ensuring search requests do not expire or return empty results.

IP rate limiting
Residential proxies for WAF bypass

Frequent searches from a single IP trigger Web Application Firewalls. We utilise residential proxies with realistic routing to distribute requests and prevent IP bans.

Dynamic payload generation
Reverse engineering XHR requests

We bypass heavy UI rendering by targeting the underlying API endpoints directly where possible, constructing valid XHR payloads to retrieve JSON responses faster and more reliably.

Schema stability
Resilient selectors for UI updates

Airline websites update promotional banners and layout structures frequently. Our extraction logic relies on multiple fallback selectors to ensure uninterrupted data flow.

Monitoring & alerting
Detecting empty search results

We monitor pipelines for sudden drops in flight availability or unexpected zero-price returns, alerting our engineering team immediately to investigate booking engine anomalies.

Applications

Who uses Air Peace data — and how

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

01
OTA Price Parity

Online Travel Agencies compare direct Air Peace prices against their own platforms to ensure competitive parity.

02
Competitor Intelligence

Rival airlines track NGN and USD fare fluctuations on overlapping West African routes to adjust their own pricing.

03
Route Profitability Analysis

Aviation analysts monitor seat availability signals and flight frequencies to estimate load factors and route profitability.

04
Travel Aggregation

Metasearch engines ingest live schedule and pricing data to display accurate Air Peace flight options to users.

05
Market Research

Consultancies study West African aviation trends, tracking Air Peace network expansion and capacity deployment.

06
Corporate Travel Planning

Travel management companies automate schedule ingestion to optimise booking workflows for corporate clients.

Why DataFlirt

"Air Peace controls the largest aviation network in West Africa. Accessing their live schedule and pricing data is critical for regional travel aggregators."

Extracting data from airline booking engines requires stateful session management, complex form submissions, and IP rotation to avoid search lockouts. DataFlirt manages this infrastructure so your team can focus on fare analysis and route mapping rather than pipeline maintenance.

Technical Spec

Air Peace scraper — technical capabilities

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

Stateful search sessions
Maintains required cookies and tokens across multi-step booking forms
Supported
Multi-city itineraries
Extracts pricing for complex multi-leg journeys
Supported
Currency selection
Forces POS changes to extract NGN, USD, or GBP pricing
Supported
Tax & fee itemisation
Separates base fare from specific government and airport taxes
Supported
Residential proxy rotation
ISP-grade residential IPs rotated to prevent search rate limiting
Supported
CAPTCHA bypass
Automated solver integration for WAF challenges
Supported
Webhook delivery
HTTP POST per record or batch for real-time integration
Supported
Change detection (diffs)
Only emit records with changed prices or schedules since last run
Supported
Passenger manifest access
Gated data containing personally identifiable information (PII)
Partial
Peace Advantage account data
Requires user authentication and frequent flyer credentials
Partial
Infrastructure

Infrastructure powering the Air Peace pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Booking Engine Automation

Playwright handles complex JavaScript rendering and stateful token management required to navigate the Air Peace search interface reliably.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies to distribute search requests, preventing WAF blocks and IP rate limiting.

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
Parquet
Columnar format for BigQuery, Snowflake, Athena
S3
Direct bucket delivery — compatible with any data lake
BigQuery
Streamed directly into your dataset with schema auto-detect
Webhook
HTTP POST per record for real-time downstream processing
Postgres
Upsert into your existing schema with conflict resolution
API
RESTful endpoints to query extracted schedule data on demand
// faq

Common questions.

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

Ask us directly →
Is scraping Air Peace legal?

Scraping publicly available flight schedules and pricing data is generally permissible. DataFlirt targets only public, non-authenticated booking engine data. We do not extract personal passenger data, circumvent authentication walls for frequent flyer accounts, or violate GDPR. Clients should review the airline's ToS and consult legal counsel for specific use cases.

How do you handle booking engine timeouts?

We manage session state precisely, submitting payloads within the required time windows and refreshing tokens automatically. If a search session drops, our retry policies initiate a fresh search context.

Can you extract prices in NGN and USD?

Yes. We configure the crawlers to select specific currencies or points of sale prior to executing the search, allowing us to capture fares in NGN, USD, or GBP.

How fresh is the fare data?

For continuous pipelines targeting specific high-value routes, we can achieve sub-60-minute latency. Full network sweeps typically run on a daily cadence.

Do you parse tax breakdowns?

Yes. We extract the itemised breakdown of taxes, including passenger service charges, security fees, and fuel surcharges, rather than just the total ticket price.

What is the minimum viable engagement?

Our smallest packages start at a defined list of origin-destination pairs with daily delivery. For full network monitoring or real-time streaming, we price based on volume and frequency.

Can I request a sample dataset before committing?

Absolutely. We provide a sample run of up to 50 route combinations as part of the pre-engagement scoping process to validate schema fit and data quality.

$ dataflirt scope --new-project --source=airpeace.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 full route network dump or continuous fare monitoring across specific corridors, we scope, build, and operate the pipeline. Tell us what you need.

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