SYSTEM all green source royalairmaroc.com queue 12,408 routes p99 latency 842ms dataflirt.com · scraper/royalairmaroc-com
RUN / 42 active pipelines / royalairmaroc.com live

Royal Air Maroc data,
at warehouse scale.

We extract flight schedules, dynamic pricing, fare classes, and availability from Royal Air Maroc. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Flights extracted
142K /day
Price updates
854K /24h
Route combinations
12.4K /run
Active pipelines
42
Uptime
99.94%
Data Dictionary

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

flight_numberorigindestinationdeparture_timearrival_timedurationaircraft_typeoperated_bydays_of_operation
flight_schedules
● 200 OK
"flight_number": "AT 200",
"origin": "CMN",
"destination": "JFK",
"departure_time": "2026-08-14T15:30:00Z",
"arrival_time": "2026-08-14T18:15:00Z",
"duration": "465",
"aircraft_type": "Boeing 787-9 Dreamliner"
# flight_numberorigindestinationdeparture_timearrival_timeduration
1
2
3

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

flight_numberdeparture_datecurrencyeco_essential_priceeco_classic_priceeco_flex_pricebusiness_pricetax_amounttotal_price
pricing_& fares
● 200 OK
"flight_number": "AT 200",
"departure_date": "2026-08-14",
"currency": "MAD",
"eco_essential_price": 5400.0,
"business_price": 18500.0,
"total_price": 5400.0
# flight_numberdeparture_datecurrencyeco_essential_priceeco_classic_priceeco_flex_price
1
2
3

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

origindestinationdateavailable_flightslowest_pricedirect_flights_countconnecting_flights_countlast_updated
route_availability
● 200 OK
"origin": "CMN",
"destination": "ORY",
"date": "2026-09-01",
"available_flights": 8,
"lowest_price": 1200.0,
"direct_flights_count": 6
# origindestinationdateavailable_flightslowest_pricedirect_flights_count
1
2
3

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

flight_numberfare_classcabin_bag_allowancechecked_bag_allowanceextra_bag_priceseat_selection_feemeal_includedrefund_policy
baggage_& extras
● 200 OK
"flight_number": "AT 200",
"fare_class": "Eco Essential",
"cabin_bag_allowance": "1x 10kg",
"checked_bag_allowance": "0kg",
"extra_bag_price": 600.0,
"meal_included": true
# flight_numberfare_classcabin_bag_allowancechecked_bag_allowanceextra_bag_priceseat_selection_fee
1
2
3

Complete list of extractable fields for Safar Flyer objects from royalairmaroc.com. All fields typed and schema-versioned.

flight_numberorigindestinationmiles_required_ecomiles_required_businessupgrade_eligibilitystatus_bonuspoints_earned
safar_flyer
● 200 OK
"flight_number": "AT 200",
"origin": "CMN",
"destination": "JFK",
"miles_required_eco": 35000,
"miles_required_business": 75000,
"upgrade_eligibility": true
# flight_numberorigindestinationmiles_required_ecomiles_required_businessupgrade_eligibility
1
2
3

Capabilities

Everything you need from Royal Air Maroc, nothing you don't

Our scraper handles the Royal Air Maroc booking engine: dynamic pricing, route combinations, fare families, and tax breakdowns, with JavaScript rendering and session management built in.

Full Schedule Extraction

Origin, destination, departure, arrival, duration, and aircraft type for all direct and connecting flights.

Real-Time Pricing

Track base fares, taxes, and total prices across Eco Essential, Classic, Flex, and Business classes.

Date Matrix Scraping

Extract flexible date grids to identify lowest fare trends and availability shifts across a 7 day window.

Baggage & Ancillaries

Capture cabin and checked baggage allowances, penalty fees, and seat selection costs per fare tier.

Multi-City & Layovers

Map complex itineraries including transit airports, layover durations, and equipment changes.

Safar Flyer Miles

Monitor reward flight availability and miles required for redemption across different cabin classes.

Multi-Currency

Extract pricing in MAD, EUR, USD, GBP, and other supported currencies based on point of sale.

High-Frequency Monitoring

Track volatile pricing on high-demand routes like CMN-ORY or RAK-JFK with hourly polling.

Anti-Bot Circumvention

Bypass Akamai and custom rate limits using residential proxies and human-like interaction patterns.

// engagement pipeline

From route list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide origin-destination pairs, date ranges, and 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 royalairmaroc.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 Royal Air Maroc pipeline handles the hard parts

Airlines invest heavily in scraping detection to protect their pricing engines. Here is how we stay resilient.

pipeline-monitor · royalairmaroc.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

Airline booking engines block datacenter IPs. We use residential ISP proxies from African and European pools with realistic browser fingerprints.

JavaScript rendering
Full Playwright execution

Flight search results load via heavy SPA frameworks. We run full Playwright browser sessions to execute JavaScript and hydrate pricing tables.

Session management
Stateful search flows

Royal Air Maroc requires sequential API calls and valid session cookies to retrieve pricing. Our crawlers maintain state across the booking funnel.

Schema stability
Resilient selectors

Airline DOMs change during promotions. We use multiple fallback chains per field to ensure layout changes do not break your data pipeline.

Monitoring & alerting
24/7 pipeline health

Every run emits structured logs. We alert on null-rate spikes, price outliers, and coverage drops. SLA uptime is contractual.

Applications

Who uses Royal Air Maroc data and how

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

01
OTA & Metasearch Aggregation

Online travel agencies ingest schedules and pricing to feed their own search engines and cache layers.

02
Competitor Price Intelligence

Competing airlines monitor RAM pricing on key North African and European routes to adjust their own revenue management models.

03
Route Profitability Analysis

Aviation analysts track flight frequency, aircraft deployment, and fare fluctuations to model route yield.

04
Corporate Travel Optimisation

Large enterprises track historical pricing on frequently flown routes to negotiate better corporate rates.

05
Disruption & Delay Tracking

Travel insurance providers monitor schedule changes and cancellations to model risk and trigger payouts.

06
Reward Seat Availability

Points aggregators monitor Safar Flyer redemption inventory to alert users when business class seats open up.

Why DataFlirt

"Airline pricing is the ultimate dynamic dataset. Royal Air Maroc adjusts fares constantly based on load factors, making stale data entirely useless."

Most teams underestimate the investment required: reliable airline scraping requires residential proxies, full JavaScript rendering for booking engines, session state management, and anomaly monitoring. DataFlirt absorbs that complexity so your engineers can focus on the analysis.

Technical Spec

Royal Air Maroc scraper: technical capabilities

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

JavaScript rendering
Full Playwright sessions required for flight search SPA
Supported
Residential proxy rotation
ISP-grade residential IPs from EU and Africa pools
Supported
Multi-currency extraction
Force point of sale to extract local pricing
Supported
Date matrix extraction
Capture flexible date grids across a 7 day window
Supported
Tax & fee breakdown
Extract base fare, YQ surcharges, and government taxes
Supported
Safar Flyer public availability
Check miles required for specific flights
Supported
Change detection (diffs)
Hash-based diff: only emit records with changed prices
Supported
Webhook delivery
HTTP POST per record or batch
Supported
Passenger PNR details
Gated data requiring booking reference and passenger name
Partial
Safar Flyer account balances
Gated data requiring user authentication
Partial
Infrastructure

Infrastructure powering the Royal Air Maroc 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. Playwright handles JavaScript rendering and flight search interactions.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies. Rotation happens per-request with sticky sessions for the booking flow.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling and dependency management.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested
CSV
Flat file with typed columns
XLS
Excel compatible format for analyst teams
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record for real-time downstream processing
API
REST API endpoints for on-demand query access
PostgreSQL
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Royal Air Maroc legal?

Scraping publicly available flight schedules and pricing is generally permissible. We target only public, non-authenticated data. We do not extract personal passenger data or circumvent authentication walls.

How do you handle airline anti-bot systems?

We use residential ISP proxies, full Playwright browser sessions, and human-like interaction patterns to navigate the booking engine without triggering Akamai blocks.

Can you extract data in different currencies?

Yes. We can configure the crawler point of sale to extract pricing in MAD, EUR, USD, or any other supported currency.

Do you extract the full tax breakdown?

Yes. We extract the base fare along with the itemised list of taxes, airport fees, and carrier-imposed surcharges.

How fresh is the pricing data?

Real-time streaming pipelines achieve sub-15-minute latency for specific route monitoring. Full matrix refreshes complete within agreed SLAs.

Can you track Safar Flyer reward availability?

Yes. We can monitor specific routes for reward seat availability and the miles required for redemption.

What is the minimum viable engagement?

Our smallest packages start at a defined route list (typically 100-500 origin and destination pairs) with daily delivery.

$ dataflirt scope --new-project --source=royalairmaroc.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 itineraries, we scope, build, and operate the pipeline. Tell us what you need.

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