SYSTEM all green source primera-plus.com.mx queue 12,408 routes p99 latency 312ms dataflirt.com · scraper/primera-plus-com.mx
RUN · 14 active pipelines · primera-plus.com.mx live

Primera Plus data,
at warehouse scale.

We extract bus schedules, fare tiers, seat availability, and route metadata from Primera Plus. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Schedules extracted
142K /day
Price updates
380K /24h
Seat maps parsed
89K /run
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from primera-plus.com.mx

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

Complete list of extractable fields for Schedules & Routes objects from primera-plus.com.mx. All fields typed and schema-versioned.

route_idorigin_cityorigin_terminaldest_citydest_terminaldeparture_timearrival_timetravel_duration_minsdistance_kmbus_type
schedules_& routes
● 200 OK
"route_id": "PP-MEX-GDL-0830",
"origin_city": "Mexico City",
"origin_terminal": "Terminal Norte",
"dest_city": "Guadalajara",
"departure_time": "2026-10-14T08:30:00-06:00",
"arrival_time": "2026-10-14T15:45:00-06:00"
# route_idorigin_cityorigin_terminaldest_citydest_terminaldeparture_time
1
2
3

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

route_idbase_fareinternet_discount_pctfinal_pricecurrencystudent_fareinapam_farechild_farepromotion_codescraped_at
pricing_& fares
● 200 OK
"route_id": "PP-MEX-GDL-0830",
"base_fare": 1250.0,
"final_price": 1125.0,
"internet_discount_pct": 10,
"inapam_fare": 625.0,
"currency": "MXN"
# route_idbase_fareinternet_discount_pctfinal_pricecurrencystudent_fare
1
2
3

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

route_idbus_idtotal_seatsavailable_seatsoccupied_seatsseat_map_urlaisle_seats_availablewindow_seats_availabletimestamp
seat_availability
● 200 OK
"route_id": "PP-MEX-GDL-0830",
"total_seats": 30,
"available_seats": 12,
"occupied_seats": 18,
"window_seats_available": 4,
"timestamp": "2026-10-12T09:14:00Z"
# route_idbus_idtotal_seatsavailable_seatsoccupied_seatsseat_map_url
1
2
3

Complete list of extractable fields for Terminals & Stops objects from primera-plus.com.mx. All fields typed and schema-versioned.

terminal_idterminal_namecitystateaddresslatitudelongitudeoperating_hoursfacilitiescontact_number
terminals_& stops
● 200 OK
"terminal_id": "TERM-MEX-NTE",
"terminal_name": "Terminal Central de Autobuses del Norte",
"city": "Mexico City",
"state": "CDMX",
"latitude": 19.4792,
"longitude": -99.1411
# terminal_idterminal_namecitystateaddresslatitude
1
2
3

Complete list of extractable fields for Bus Fleet & Amenities objects from primera-plus.com.mx. All fields typed and schema-versioned.

bus_typeclass_nameseat_pitch_cmhas_wifihas_achas_screenshas_restroomcapacitymanufacturermodel
bus_fleet & amenities
● 200 OK
"bus_type": "Irizar i8",
"class_name": "Ejecutivo",
"has_wifi": true,
"has_ac": true,
"has_restroom": true,
"capacity": 30
# bus_typeclass_nameseat_pitch_cmhas_wifihas_achas_screens
1
2
3

Capabilities

Everything you need from Primera Plus - nothing you don't

Our Primera Plus scraper handles every layer of the booking platform: schedule listings, dynamic pricing grids, seat maps, and terminal intelligence - with JavaScript rendering and session management built in.

Full Schedule Extraction

Capture origins, destinations, departure times, arrival times, and total travel durations across all active routes.

Dynamic Fare Tracking

Extract base fares, internet purchase discounts, and final ticket prices in MXN. Timestamped per crawl.

Special Passenger Fares

Collect specific pricing tiers including INAPAM (senior), student, and child discounted rates.

Seat Map Parsing

Analyse exact bus layouts to determine total capacity, occupied seats, and available window or aisle options.

Terminal Intelligence

Extract exact terminal names, addresses, and geolocations for every origin and destination.

Bus Type & Amenities

Identify the exact fleet type assigned to a route, including Wi-Fi availability, AC, and individual screen setups.

Stopover & Route Segments

Map intermediate stops and segment durations for long-haul journeys across central Mexico.

Geoblocking Circumvention

Requests routed through Mexican residential proxy pools to bypass regional access restrictions.

High-Frequency Polling

Monitor critical routes at sub-hourly intervals to track rapid changes in seat availability during peak seasons.

Change Detection

Run continuous pipelines that only emit records when schedules or prices shift, reducing downstream processing.

// engagement pipeline

From route list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide origin-destination pairs, terminal lists, or date ranges. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy and Playwright crawlers, proxy rotation, session management, and CAPTCHA handling.

Validation & QA
d 4–6

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

Delivery
ongoing

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

Under the hood

How our Primera Plus pipeline handles the hard parts

Travel aggregators heavily protect their pricing data. Here is how we stay resilient and why teams choose managed infrastructure over DIY.

pipeline-monitor · primera-plus.com.mx · 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
Mexican residential proxies

Primera Plus restricts high-volume traffic from foreign data centres. Our crawlers use Mexican residential ISP proxies with realistic browser fingerprints and randomised request timing to maintain access.

JavaScript rendering
Full Playwright execution for seat maps

Seat selection maps and dynamic pricing grids rely heavily on client-side rendering. We run full Playwright browser sessions to trigger the necessary XHR requests and hydrate the DOM before extraction.

Session management
Handling token expiration

Search queries on Primera Plus generate temporary session tokens. We maintain active cookie jars and automatically refresh expired tokens to ensure multi-step extractions complete successfully.

Schema stability
Resilient selectors with fallback chains

Travel booking interfaces update frequently. Our selector strategy uses multiple fallback chains per field, combining CSS selectors, XPath, and API payload interception to prevent pipeline breakages.

Monitoring & alerting
24/7 pipeline health

Every run emits structured logs to our observability stack. We alert on null-rate spikes, missing routes, and coverage drops, responding before you notice.

Applications

Who uses Primera Plus data - and how

Teams across industries use primera-plus.com.mx data to build competitive products and smarter operations.

01
Competitor Price Monitoring

Other Mexican bus operators track Primera Plus fare adjustments to optimise their own pricing strategies.

02
OTA Aggregation

Online travel agencies integrate structured schedule data into their booking portals to offer comprehensive ground transport options.

03
Yield Management

Analysts monitor seat fill rates against time-to-departure to model demand elasticity and optimise revenue.

04
Route Optimisation

Transport planners identify high-demand, low-supply corridors by tracking sold-out frequencies across specific times.

05
Dynamic Packaging

Tour operators combine real-time bus ticket availability with hotel inventory for all-inclusive travel packages.

06
Travel Analytics

Mobility researchers model passenger flow volumes across central Mexico using schedule density and capacity data.

Why DataFlirt

"Primera Plus operates the primary ground transport arteries of central Mexico. Capturing their schedule and pricing data requires navigating strict session controls and dynamic seat maps."

Extracting reliable bus data goes beyond simple HTTP requests. Primera Plus employs session tokens, CAPTCHAs, and complex JavaScript rendering for seat selection. DataFlirt manages the residential proxies and browser automation required to deliver clean transport data, allowing your engineering team to focus on analytics rather than pipeline maintenance.

Technical Spec

Primera Plus scraper - technical capabilities

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

JavaScript rendering
Full Playwright sessions required for seat maps and dynamic fare grids
Supported
CAPTCHA bypass
Automated 2Captcha and CapSolver integration for search blocks
Supported
Mexican residential proxies
ISP-grade residential IPs from MX pools to bypass geoblocking
Supported
Dynamic pricing capture
Extracts base fare, internet discount, and final price separately
Supported
Seat map parsing
Calculates available versus occupied seats from graphical layouts
Supported
INAPAM/Student fare extraction
Captures all discounted pricing tiers available on the route
Supported
Terminal geolocation
Maps station names to exact latitude and longitude coordinates
Supported
Change detection (diffs)
Hash-based diff to only emit records with changed fields since last run
Supported
Passenger PNR details
Requires user authentication and violates privacy standards
Partial
Corporate negotiated rates
Gated behind authenticated B2B login portals
Partial
Infrastructure

Infrastructure powering the Primera Plus 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 and deduplication. Playwright handles JavaScript rendering, session tokens, and XHR interception for seat maps.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies specifically targeting Mexican regions to prevent IP blocks and ensure continuous access.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling and dependency management. 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 array formats
CSV
Flat file with typed columns for quick analysis
XLS
Excel format for business analyst teams
Parquet
Columnar format optimised for BigQuery and Snowflake
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 your extracted data on demand
PostgreSQL
Direct database upsert with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About primera-plus.com.mx scraping, legality, and pipeline operations.

Ask us directly →
Is scraping Primera Plus legal?

Scraping publicly available schedule and pricing information is generally permissible. DataFlirt targets only public, non-authenticated transport data. We do not extract personal passenger data, circumvent authentication walls, or violate privacy regulations.

How do you handle session timeouts during searches?

We use Playwright to manage active browser sessions, intercepting and refreshing necessary authentication tokens automatically to ensure multi-step extractions complete without failure.

Can you scrape real-time seat availability?

Yes. We can configure high-frequency polling pipelines that monitor specific high-demand routes at sub-hourly intervals, parsing the seat map graphics to return available versus occupied counts.

Do you capture INAPAM and student discounts?

Yes, our extraction schema includes all available fare tiers, separating base fares from internet discounts, INAPAM rates, and student pricing.

How fresh is the schedule data?

Real-time streaming pipelines achieve sub-15-minute latency for tracked routes. Full schedule refreshes across all origin-destination pairs typically complete within a 4-hour window.

Do you need a Mexican IP address?

Yes. Primera Plus heavily throttles traffic from foreign data centres. We route all requests through our Mexican residential proxy pools to ensure consistent access and avoid geoblocking.

What is the minimum viable engagement?

Our packages start at a defined list of origin-destination pairs with daily delivery. For comprehensive network extraction or sub-hourly polling, we price based on volume and delivery frequency.

$ dataflirt scope --new-project --source=primera-plus.com.mx 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 schedule dump or continuous price monitoring across thousands of Mexican bus 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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