SYSTEM all green source visitcostarica.com queue 1,492 pages p99 latency 184ms dataflirt.com · scraper/visitcostarica-com
RUN · 14 active pipelines · visitcostarica.com live

Costa Rica travel data,
structured for scale.

We extract official tourism records, regional guides, certified tour operators, and accommodation listings from VisitCostaRica. Delivered as clean JSON, CSV, or Parquet to your data warehouse.

Destinations extracted
142 /region
Tour operators
3,841 /total
Accommodations
2,194 /active
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from visitcostarica.com

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

Complete list of extractable fields for Destinations objects from visitcostarica.com. All fields typed and schema-versioned.

region_idnamedescriptionclimate_typebest_time_to_visittop_attractionsmap_coordinatesimage_urlspage_url
destinations
● 200 OK
"region_id": "REG-04",
"name": "Monteverde",
"climate_type": "Cloud Forest",
"best_time_to_visit": "December to April",
"top_attractions": "['Monteverde Cloud Forest Reserve', 'Santa Elena Reserve']",
"map_coordinates": "10.3000, -84.8167",
"page_url": "https://www.visitcostarica.com/en/costa-rica/where-to-go/monteverde"
# region_idnamedescriptionclimate_typebest_time_to_visittop_attractions
1
2
3

Complete list of extractable fields for Accommodations objects from visitcostarica.com. All fields typed and schema-versioned.

property_idnameproperty_typeregionaddresscontact_emailphone_numbersustainability_certificationamenitieswebsite_url
accommodations
● 200 OK
"property_id": "ACC-1029",
"name": "Arenal Observatory Lodge",
"property_type": "Eco-Lodge",
"region": "Northern Plains",
"sustainability_certification": "Level 5 CST",
"amenities": "['Pool', 'Spa', 'Guided Tours', 'Restaurant']",
"contact_email": "info@arenalobservatorylodge.com"
# property_idnameproperty_typeregionaddresscontact_email
1
2
3

Complete list of extractable fields for Tour Operators objects from visitcostarica.com. All fields typed and schema-versioned.

operator_idnameservice_typecertification_leveloperating_regionswebsitephoneemaillanguages_spoken
tour_operators
● 200 OK
"operator_id": "TO-4821",
"name": "Costa Rica Descents",
"service_type": "Adventure Tours",
"certification_level": "ICT Certified",
"operating_regions": "['Guanacaste', 'Arenal']",
"languages_spoken": "['English', 'Spanish']",
"phone": "+506 2479 7313"
# operator_idnameservice_typecertification_leveloperating_regionswebsite
1
2
3

Complete list of extractable fields for National Parks objects from visitcostarica.com. All fields typed and schema-versioned.

park_idnameregionarea_hectaresentry_fee_usdopening_hourswildlife_speciestrails_availableregulationsofficial_pdf_url
national_parks
● 200 OK
"park_id": "NP-08",
"name": "Manuel Antonio National Park",
"region": "Central Pacific",
"area_hectares": 1983,
"entry_fee_usd": 18.0,
"opening_hours": "07:00 - 16:00, Closed Tuesdays",
"wildlife_species": "['Sloth', 'Capuchin Monkey', 'Iguana']"
# park_idnameregionarea_hectaresentry_fee_usdopening_hours
1
2
3

Complete list of extractable fields for Itineraries objects from visitcostarica.com. All fields typed and schema-versioned.

itinerary_idtitleduration_daystarget_audiencedifficulty_levelincluded_destinationstransport_modeseasonality
itineraries
● 200 OK
"itinerary_id": "ITIN-22",
"title": "Volcanoes and Rainforests",
"duration_days": 7,
"target_audience": "Families",
"difficulty_level": "Moderate",
"included_destinations": "['San Jose', 'Arenal', 'Monteverde']",
"transport_mode": "Rental Car"
# itinerary_idtitleduration_daystarget_audiencedifficulty_levelincluded_destinations
1
2
3

Capabilities

Structured tourism data without the manual effort

Our VisitCostaRica scraper extracts official government tourism registries, regional guides, and certified operator lists. We handle the interactive map layers and dynamic content rendering.

Destination Mapping

Extract region descriptions, climate data, best times to visit, and top attractions across all Costa Rican provinces.

Accommodation Registries

Capture property names, types, addresses, contact details, and official sustainability certification levels.

Tour Operator Directories

Scrape ICT-certified tour operators, including their service types, operating regions, and contact information.

National Park Details

Extract entry fees, operating hours, trail maps, wildlife species, and official regulations for protected areas.

Geospatial Extraction

Parse interactive map layers to extract precise latitude and longitude coordinates for points of interest.

Itinerary Parsing

Extract multi-day travel itineraries, including duration, target audience, difficulty levels, and route details.

Document Parsing

Automatically identify and download official PDF guides, maps, and regulatory documents linked on the site.

Multi-Language Support

Extract content across English, Spanish, and French language variants to support international platforms.

Scheduled Updates

Run pipelines monthly or quarterly to capture seasonal schedule changes and new operator certifications.

// engagement pipeline

From target URLs to warehouse records

Brief in. Clean data out.

Define Scope
d 0

Provide specific categories, regions, or language variants. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy and Playwright crawlers to handle dynamic filters, map layers, and pagination.

Validation & QA
d 4–6

Schema validation, null-rate checks, and geospatial data normalisation 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

Handling dynamic tourism portals

Modern tourism boards use interactive maps and dynamic filtering. Here is how we extract clean data from VisitCostaRica.

pipeline-monitor · visitcostarica.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
Dynamic maps
Extracting data from interactive layers

VisitCostaRica uses interactive JavaScript maps to display attractions and operators. Our Playwright integration intercepts the underlying API calls to extract precise coordinate data and structured metadata that is not present in the static HTML.

Multi-language
Synchronised locale extraction

Tourism content exists in multiple languages. We traverse the locale switcher for each record, ensuring that descriptions, amenities, and titles are extracted and mapped correctly across English, Spanish, and other available languages.

PDF parsing
Handling unstructured documents

Many official regulations and detailed trail maps are only available as PDF downloads. Our pipeline identifies these assets, downloads them, and can optionally parse text content for downstream indexing.

Pagination
Navigating complex directory filters

The tour operator and accommodation directories use complex AJAX filtering and pagination. We replicate these state changes in headless browsers to ensure 100% coverage of the directory without missing records.

Change detection
Tracking seasonal updates

Tourism data changes seasonally. We maintain a hash index of last-seen values per record. Subsequent runs only push diffs, allowing you to easily identify new certified operators or updated national park hours.

Applications

Who uses VisitCostaRica data

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

01
Travel Aggregators

Online travel agencies integrate official destination descriptions and certified operator lists into their Central American inventory.

02
Eco-Tourism Platforms

Niche booking sites filter accommodations and operators based on the official Certification for Sustainable Tourism (CST) levels.

03
Travel Agent Software

B2B platforms provide travel agents with up-to-date national park hours, entry fees, and regional itineraries for client planning.

04
Market Research

Analysts track the growth of certified operators and accommodation density across different Costa Rican provinces.

05
Mapping Applications

Geospatial platforms ingest precise coordinates for national park boundaries, trails, and certified attractions.

06
Government & Policy

Regional authorities monitor the public representation of their districts and track compliance with national tourism standards.

Why DataFlirt

"VisitCostaRica holds the definitive registry of certified eco-tourism operators and national park data, essential for travel aggregators building Central American inventory."

Extracting this data requires parsing interactive map layers, dynamic AJAX filters, and multi-language content variants. DataFlirt handles the JavaScript rendering and geospatial data normalisation so your engineering team can focus on product development instead of maintaining web scrapers.

Technical Spec

VisitCostaRica scraper — technical capabilities

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

JavaScript rendering
Full Playwright sessions required for interactive maps and dynamic directory filters
Supported
Multi-language extraction
Synchronised extraction across English, Spanish, and French site variants
Supported
Map coordinate extraction
Capture latitude and longitude from underlying map API responses
Supported
PDF discovery and download
Identify, capture, and store official trail maps and regulation documents
Supported
Operator email discovery
Extract contact information from deeply nested operator profile pages
Supported
Change detection
Hash-based diffing to identify new operators or updated park hours
Supported
Webhook delivery
HTTP POST per record for real-time integration into your CMS
Supported
User account itineraries
Saved trip plans tied to individual user authentication
Partial
B2B partner portal data
Gated industry resources requiring official government credentials
Partial
Infrastructure

Infrastructure powering the tourism 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, map interactions, and AJAX directory filters.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies to ensure consistent access and avoid rate limits during large-scale directory extractions.

Cloud-Native Orchestration

Pipelines run on AWS ECS. Airflow handles scheduling for seasonal updates. All state and diff histories are stored in managed Postgres.

Output & Delivery

Your data, your destination

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

JSON
Nested structures ideal for complex itinerary and amenity data
CSV
Flat file with typed columns for simple directory imports
Parquet
Columnar format for data warehouse ingestion
S3
Direct bucket delivery of data and downloaded PDF assets
BigQuery
Streamed directly into your dataset
Webhook
HTTP POST per record for CMS integration
Postgres
Upsert into your existing relational schema
API
REST endpoints to query your extracted dataset
// faq

Common questions.

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

Ask us directly →
Is scraping VisitCostaRica legal?

Scraping publicly available directory and tourism information is generally permissible. DataFlirt targets only public, non-authenticated destination, operator, and accommodation data. We do not attempt to bypass credentialed partner portals. Clients should review the site terms of service and consult legal counsel for their specific use case.

How do you handle the interactive maps?

We use Playwright to execute the JavaScript required to render the maps. We then intercept the background API responses to extract the raw geospatial data, providing precise coordinates rather than attempting to scrape the visual map interface.

Can you extract data in multiple languages?

Yes. We can configure the pipeline to traverse the site using the built-in locale switchers, extracting parallel datasets for English, Spanish, and French content.

How fresh is the data?

Tourism data is relatively static. We typically run these pipelines on a weekly or monthly cadence to capture seasonal updates, new operator certifications, and changes to national park hours.

Do you download the PDF guides?

Yes. We can identify official PDFs linked on the site, download them to an S3 bucket, and provide the direct S3 URI alongside the structured metadata in your delivery payload.

What is the minimum viable engagement?

Our smallest packages cover full extraction of the operator and accommodation directories with monthly updates. Contact us for a scoped quote based on your specific requirements.

Can I request a sample dataset?

Absolutely. We provide a sample run of up to 100 directory records or specific regional guides as part of the pre-engagement scoping process to validate schema fit.

$ dataflirt scope --new-project --source=visitcostarica.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 extraction of certified operators or a continuous feed of national park updates — we scope, build, and operate the pipeline. Tell us what you need.

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