SYSTEM all green source spain.info queue 18,492 pages p99 latency 314ms dataflirt.com · scraper/spain-info
RUN · 18 active pipelines · spain.info live

Spain tourism data,
at warehouse scale.

We extract destination profiles, cultural events, museum coordinates, and gastronomy guides from Spain.info. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

POIs extracted
24.1K /run
Events tracked
8.5K /month
Language variants
8
Active pipelines
18
Uptime
99.94%
Data Dictionary

Every field we extract from spain.info

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 spain.info. All fields typed and schema-versioned.

destination_idnameregionprovincedescriptionlatitudelongitudebest_time_to_visitnearby_airportsimage_urlspage_url
destinations
● 200 OK
"destination_id": "DEST_4921",
"name": "Granada",
"region": "Andalusia",
"province": "Granada",
"latitude": 37.1773,
"longitude": -3.5985,
"best_time_to_visit": "Spring, Autumn",
"nearby_airports": "['Federico Garcia Lorca Granada-Jaen Airport']"
# destination_idnameregionprovincedescriptionlatitude
1
2
3

Complete list of extractable fields for Cultural Events objects from spain.info. All fields typed and schema-versioned.

event_idtitlecategorystart_dateend_datelocation_namecityticket_priceofficial_websitedescription
cultural_events
● 200 OK
"event_id": "EVT_8832",
"title": "Festival de los Patios Cordobeses",
"category": "Festival",
"start_date": "2026-05-04",
"end_date": "2026-05-17",
"city": "Cordoba",
"ticket_price": "Free entry",
"official_website": "https://patios.cordoba.es"
# event_idtitlecategorystart_dateend_datelocation_name
1
2
3

Complete list of extractable fields for Museums & Culture objects from spain.info. All fields typed and schema-versioned.

poi_idnametypeaddresscityregionlatitudelongitudeopening_hoursadmission_feeaccessibility_features
museums_& culture
● 200 OK
"poi_id": "MUS_104",
"name": "Museo Nacional del Prado",
"type": "Museum",
"city": "Madrid",
"latitude": 40.4137,
"longitude": -3.6921,
"admission_fee": "15.00 EUR",
"accessibility_features": "['Wheelchair access', 'Audio guides']"
# poi_idnametypeaddresscityregion
1
2
3

Complete list of extractable fields for Routes & Itineraries objects from spain.info. All fields typed and schema-versioned.

route_idnameduration_daystransport_modetotal_distance_kmstopsdescriptionmap_urldifficulty
routes_& itineraries
● 200 OK
"route_id": "RT_55",
"name": "Camino de Santiago - French Way",
"duration_days": 35,
"transport_mode": "Walking",
"total_distance_km": 790,
"difficulty": "Moderate",
"stops": "['Roncesvalles', 'Pamplona', 'Logrono', 'Burgos', 'Leon', 'Santiago de Compostela']"
# route_idnameduration_daystransport_modetotal_distance_kmstops
1
2
3

Complete list of extractable fields for Beaches & Nature objects from spain.info. All fields typed and schema-versioned.

poi_idnametyperegionsand_typefacilitiesblue_flag_statusdescriptionlatitudelongitude
beaches_& nature
● 200 OK
"poi_id": "BCH_902",
"name": "Playa de Ses Illetes",
"type": "Beach",
"region": "Balearic Islands",
"sand_type": "White fine sand",
"blue_flag_status": true,
"latitude": 38.7554,
"longitude": 1.4363
# poi_idnametyperegionsand_typefacilities
1
2
3

Capabilities

Complete coverage of Spain's official tourism catalogue

Our Spain.info scraper extracts structured geographic, cultural, and event data across all language variants, handling dynamic maps and seasonal content updates automatically.

Destination Data Extraction

Extract comprehensive profiles for cities, towns, and regions including practical travel information, climate averages, and transport links.

Cultural Event Tracking

Monitor seasonal festivals, exhibitions, and concerts with exact dates, locations, ticket pricing, and official external links.

Geo-spatial Coordinate Mapping

Capture precise latitude and longitude coordinates for points of interest directly from embedded interactive maps.

Multi-language Support

Extract parallel datasets across English, Spanish, French, German, and other supported variants for global applications.

Route & Itinerary Parsing

Structure complex multi-day itineraries, hiking trails, and driving routes including sequential stops and distance metrics.

Gastronomy & Dining POIs

Catalogue regional dishes, wine routes, and notable culinary destinations featured across the tourism portal.

Beach & Nature Reserves

Extract environmental classifications, Blue Flag status, sand types, and facility lists for coastal and inland natural parks.

Practical Info & Transport

Gather data on local airports, train stations, visa requirements, and public transport infrastructure linked to destinations.

Scheduled + Streaming Modes

Run one-off bulk exports or configure continuous pipelines at weekly or monthly cadences to capture new events.

// engagement pipeline

From destination list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target regions, event categories, or specific POI types. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, handle language toggles, and parse dynamic map objects.

Validation & QA
d 4–6

Schema validation, null-rate checks, coordinate outlier detection, and sample exports 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 Spain.info pipeline handles the hard parts

Tourism portals rely heavily on interactive maps and dynamic content loading. Here is how we ensure reliable data extraction.

pipeline-monitor · spain.info · 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
Interactive map parsing
Extracting coordinates from dynamic map instances

Spain.info embeds POI locations within interactive web maps. We intercept the underlying GeoJSON and API network requests to extract precise latitude and longitude coordinates, rather than relying on unstructured text addresses.

Multi-language normalisation
Consistent schema across language variants

The portal serves content in multiple languages with varying URL structures. We map equivalent pages across languages, ensuring your dataset contains parallel translations tied to a single unified POI identifier.

Seasonal event management
Tracking expired vs upcoming events

Tourism sites constantly archive past events and publish new ones. Our pipelines detect date shifts and categorise events accurately, providing a clean feed of upcoming activities without historical clutter.

Change detection
Only re-scrape what has changed

For the static destination catalogue, we maintain a hash index of last-seen values per field. Subsequent runs only push diffs, reducing compute cost and downstream processing load.

Monitoring & alerting
24/7 pipeline health with anomaly detection

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

Applications

Who uses Spain.info data and how

Teams across industries use spain.info data to build competitive products and smarter operations.

01
Travel Aggregators & OTAs

Online travel agencies integrate official destination descriptions, event dates, and POI coordinates to enrich their booking platforms.

02
Mobility & Transport Planners

Transport companies cross-reference popular tourist routes and upcoming major events to forecast demand and adjust service schedules.

03
Event Management Companies

Agencies track the cultural calendar across Spanish provinces to identify scheduling conflicts or partnership opportunities.

04
Tourism Boards & Competitor Analysis

Regional tourism authorities monitor how their destinations are presented and track nationwide event density for strategic planning.

05
AI Travel Assistants

Machine learning teams use structured POI and itinerary data to train conversational agents for travel planning and recommendation engines.

06
Academic & Geographic Research

Researchers analyse the spatial distribution of cultural assets, Blue Flag beaches, and natural parks for urban and environmental planning.

Why DataFlirt

"Spain.info holds the definitive geographic and cultural index for one of the world's most visited countries, essential for any global travel application."

Extracting data from modern tourism portals involves navigating interactive maps, multi-language toggles, and unstructured text blobs. DataFlirt structures this geographic and cultural data into a queryable format, handling the extraction complexity so your team can build better travel products without managing infrastructure.

Technical Spec

Spain.info scraper technical capabilities

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

Interactive map coordinate extraction
Interception of map APIs to capture exact latitude and longitude for POIs
Supported
Multi-language scraping
Parallel extraction across ES, EN, FR, DE, and other available locales
Supported
Event date standardisation
Parsing natural language date ranges into ISO 8601 format
Supported
Image URL extraction
Capture of high-resolution hero images and gallery assets per destination
Supported
Change detection (diffs)
Hash-based diff to only emit records with changed fields since last run
Supported
Webhook delivery
HTTP POST per record or batch for real-time downstream processing
Supported
Residential proxy rotation
ISP-grade residential IPs from EU pools to prevent rate limiting
Supported
User saved itineraries
Extraction of private travel plans stored under user accounts
Partial
Tourist forum/private messages
Access to gated community interactions or direct messaging
Partial
Infrastructure

Infrastructure powering the Spain.info 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 renders dynamic map interfaces and interactive components to extract hidden geo-data.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across EU regions. Rotation happens per-request to ensure uninterrupted access to the catalogue.

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 array structures
CSV
Flat file with typed columns for simple ingestion
XLS
Excel compatible format 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 processing
API
RESTful endpoints to query extracted datasets
BigQuery
Streamed directly into your dataset with schema auto-detect
PostgreSQL
Upsert into your existing schema with conflict resolution
Snowflake
Stage and COPY INTO workflow for incremental updates
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About spain.info scraping, legality, and pipeline operations.

Ask us directly →
Is scraping Spain.info legal?

Scraping publicly available factual information, such as destination coordinates, event dates, and public transport links, is generally permissible. DataFlirt extracts only public, non-authenticated data. We do not extract personal data or bypass authentication walls. Clients should review terms of service and consult legal counsel for their specific commercial use cases.

How do you handle the interactive maps on the site?

We do not rely solely on HTML parsing for maps. We use Playwright to intercept the network requests that populate the map instances, extracting the raw GeoJSON or coordinate arrays directly from the API responses.

Can you extract data in multiple languages simultaneously?

Yes. We can configure the pipeline to iterate through the language toggles on each page, producing a unified dataset where a single POI has parallel fields for English, Spanish, French, and other available translations.

How fresh is the event data?

Event data pipelines are typically scheduled to run weekly or bi-weekly to capture newly announced festivals and exhibitions. We normalise the dates and flag events that have concluded since the last run.

Do you extract high-resolution images?

We extract the direct URLs to the highest resolution images available in the destination galleries. We do not host the image files, but provide the direct source links in the output dataset.

What is the minimum viable engagement?

Our minimum engagement starts with a full initial extraction of the core destination and POI catalogue. For continuous event tracking or multi-language parity, we price based on pipeline frequency and data volume.

Can I request a sample dataset before committing?

Yes. We provide a sample extraction of specific regions or event categories during the scoping phase. This allows your engineering team to validate the schema, coordinate accuracy, and language formatting before signing a contract.

$ dataflirt scope --new-project --source=spain.info 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 destination catalogue dump or a continuous event-monitoring feed across all regions, we scope, build, and operate the pipeline. Tell us what you need.

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