SYSTEM all green source latamairlines.com queue 18,492 routes p99 latency 890ms dataflirt.com · scraper/latamairlines-com
RUN · 61 active pipelines · latamairlines.com live

LATAM flight data,
at warehouse scale.

We extract flight schedules, dynamic pricing, LATAM Pass points, cabin availability, and route metadata. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Flights tracked
142K /day
Price updates
1.8M /24h
Routes monitored
4,192 /run
Active pipelines
61
Uptime
99.94%
Data Dictionary

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

flight_numberorigindestinationdeparture_timearrival_timedurationstopslayover_airportsaircraft_typeoperating_carrier
flight_schedules
● 200 OK
"flight_number": "LA800",
"origin": "SCL",
"destination": "SYD",
"departure_time": "2024-08-12T23:55:00Z",
"duration": "14h 20m",
"stops": 0,
"aircraft_type": "Boeing 787-9"
# flight_numberorigindestinationdeparture_timearrival_timeduration
1
2
3

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

flight_idcabin_classfare_brandbase_pricetaxestotal_pricecurrencypoints_requiredseats_remainingscraped_at
pricing_& fares
● 200 OK
"flight_id": "LA800_SCL_SYD_20240812",
"cabin_class": "Premium Economy",
"fare_brand": "Plus",
"total_price": 1450.0,
"currency": "USD",
"seats_remaining": 4,
"scraped_at": "2024-05-12T09:14:00Z"
# flight_idcabin_classfare_brandbase_pricetaxestotal_price
1
2
3

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

origin_codedestination_codedistance_kmroute_typeoperating_dayscodeshare_partnersaverage_delay_minsseasonal_status
route_intelligence
● 200 OK
"origin_code": "GRU",
"destination_code": "MIA",
"route_type": "International",
"operating_days": "['Mon', 'Wed', 'Fri']",
"codeshare_partners": "['Delta Air Lines']",
"average_delay_mins": 15
# origin_codedestination_codedistance_kmroute_typeoperating_dayscodeshare_partners
1
2
3

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

fare_brandcabin_bags_allowedchecked_bags_allowedchecked_bag_weight_kgseat_selection_feechange_feecancellation_feeboarding_priority
baggage_& ancillaries
● 200 OK
"fare_brand": "Light",
"cabin_bags_allowed": 1,
"checked_bags_allowed": 0,
"seat_selection_fee": 15.0,
"change_fee": 100.0,
"cancellation_fee": "None"
# fare_brandcabin_bags_allowedchecked_bags_allowedchecked_bag_weight_kgseat_selection_feechange_fee
1
2
3

Complete list of extractable fields for LATAM Pass Points objects from latamairlines.com. All fields typed and schema-versioned.

flight_numberorigindestinationcabin_classpoints_requiredtaxes_cashcurrencyredemption_tieravailability_status
latam_pass points
● 200 OK
"flight_number": "LA800",
"origin": "SCL",
"destination": "SYD",
"points_required": 120000,
"taxes_cash": 85.5,
"currency": "USD",
"redemption_tier": "Standard"
# flight_numberorigindestinationcabin_classpoints_requiredtaxes_cash
1
2
3

Capabilities

Everything you need from LATAM Airlines

Our LATAM scraper handles every layer of the booking engine: flight schedules, dynamic pricing matrices, LATAM Pass redemption rates, and ancillary fees. We manage the session cookies and anti-bot systems automatically.

Real-Time Fare Extraction

Extract Base, Plus, Top fares across Economy, Premium Economy, and Premium Business cabins.

LATAM Pass Redemption Rates

Track points required and cash tax components for reward flights across all routes.

Dynamic Seat Availability

Monitor low-stock warnings and block-seat inventory signals per cabin class.

Multi-Segment Itineraries

Parse complex layovers, connection times, and mixed-carrier codeshare flights.

Ancillary Pricing Data

Capture baggage allowances, seat selection fees, and cancellation policies per fare tier.

Aircraft & Operator Metadata

Extract equipment types, operating carriers, and Wi-Fi availability flags.

Currency Normalisation

Extract native currencies and normalise pricing schemas across LATAM regional domains.

High-Frequency Polling

Query critical routes at sub-hourly intervals to capture dynamic yield management shifts.

Anti-Bot Circumvention

Bypass Akamai and Datadome protections using residential IPs and TLS fingerprinting.

// engagement pipeline

From route list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide O&D pairs, date ranges, and cabin classes. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, and session management for latamairlines.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, and price-outlier detection 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 LATAM pipeline handles airline anti-bot systems

Airlines aggressively protect pricing data to prevent OTA scraping. Here is how we maintain steady extraction rates.

pipeline-monitor · latamairlines.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
TLS fingerprinting and cookie management

LATAM relies on strict WAF rules. We spoof TLS signatures and manage session cookies to mimic legitimate browser behaviour.

Dynamic API interception
XHR parsing over DOM scraping

Instead of parsing brittle HTML, we intercept the underlying GraphQL and REST responses powering the flight search interface.

Regional proxy routing
Geo-targeted residential IPs

Flight prices vary by origin IP. We route requests through residential nodes in Brazil, Chile, or the US to capture localised pricing.

Stateful session flows
Multi-step search execution

LATAM booking flows require stateful tokens. Our Playwright scripts handle the full sequence from origin selection to fare display.

Concurrency limits
Rate-limit evasion

We distribute requests across thousands of IPs with randomised delays to stay below volumetric rate limits.

Applications

Who uses LATAM data and how

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

01
Competitor Price Monitoring

OTAs and rival airlines track LATAM fare adjustments on overlapping routes to optimise their own yield management.

02
Travel Aggregation

Metasearch engines ingest schedule and pricing data to provide comprehensive flight comparisons.

03
Loyalty Program Valuation

Analysts track LATAM Pass redemption rates against cash fares to calculate point valuations over time.

04
Route Profitability Analysis

Aviation consultants monitor flight frequencies, aircraft types, and sold-out cabins to estimate route performance.

05
Corporate Travel Optimisation

Enterprise travel managers track historical pricing trends to negotiate better corporate discount rates.

06
Dynamic Packaging

Tour operators combine real-time LATAM flight data with hotel inventory to sell dynamic holiday packages.

Why DataFlirt

"Flight pricing is the ultimate dynamic dataset. LATAM adjusts fares constantly based on yield curves - capturing this requires infrastructure that never sleeps."

Airline websites deploy aggressive bot mitigation to protect their inventory data. Reliable extraction from latamairlines.com requires managing stateful booking flows, intercepting encrypted API traffic, and rotating residential proxies across South American regions. DataFlirt handles this complexity so your analysts can focus on pricing intelligence.

Technical Spec

LATAM Airlines scraper - technical capabilities

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

XHR/API interception
Direct extraction from LATAM backend search APIs
Supported
Multi-region pricing
Capture fares as seen from BR, CL, PE, or US IP addresses
Supported
Residential proxy rotation
ISP-grade IPs to bypass Akamai and Datadome
Supported
LATAM Pass point extraction
Capture reward flight availability and tax components
Supported
Complex itineraries
Support for multi-city and mixed-carrier codeshare flights
Supported
Cabin class matrices
Extract Base, Plus, Top fares simultaneously
Supported
Historical fare tracking
Time-series storage of price changes per route
Supported
Change detection (diffs)
Only emit records when fares or availability change
Supported
Passenger PNR data
Extraction of specific booking details or passenger manifests
Partial
Logged-in LATAM Pass accounts
Access to user-specific tier pricing or private promotions
Partial
Infrastructure

Infrastructure powering the LATAM pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
API Interception Stack

Playwright routes capture raw JSON responses from LATAM backend, bypassing brittle DOM parsing and reducing payload size.

Geo-Distributed Proxies

We route requests through ISP proxies in specific Latin American countries to ensure accurate local pricing and avoid geo-blocks.

Cloud-Native Orchestration

Airflow schedules polling intervals per route, while AWS Lambda handles burst capacity during high-frequency fare tracking.

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
Formatted spreadsheet delivery for analyst teams
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
Queryable REST endpoints for direct integration
BigQuery
Streamed directly into your dataset with schema auto-detect
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Can you extract prices in different currencies?

Yes. We can target specific regional domains or use geo-targeted proxies to extract fares in BRL, CLP, PEN, USD, or EUR.

How do you handle LATAM bot protection?

We use Playwright to manage TLS fingerprints and execute required JavaScript challenges, backed by residential proxies to distribute request volume.

Do you extract LATAM Pass reward flights?

Yes. We extract the points required, the cash tax component, and the availability status for reward bookings across all cabin classes.

How frequently can you poll a route?

For critical O&D pairs, we can configure pipelines to poll at sub-hourly intervals to capture dynamic yield management adjustments.

Can you extract baggage and ancillary fees?

Yes. We capture the rules and fees associated with each fare brand including baggage allowances and seat selection costs.

What inputs do I need to provide?

Provide a list of Origin-Destination airport codes, date ranges, and desired cabin classes. We handle the search permutations.

Is passenger data extracted?

No. We only extract publicly available flight schedules, pricing, and availability. We do not extract PII or authenticated booking data.

$ dataflirt scope --new-project --source=latamairlines.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 daily schedule updates or high-frequency fare monitoring across thousands of routes - we scope, build, and operate the pipeline. Tell us what you need.

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