SYSTEM all green source polandtravel.org queue 12,491 pages p99 latency 214ms dataflirt.com · scraper/polandtravel-org
RUN : 14 active pipelines : polandtravel.org live

Polish tourism data,
structured and synced.

We extract destination metadata, event calendars, accommodation details, and practical travel guides from polandtravel.org. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake.

Attractions
14.2K total
Events
3.8K /month
Regions
16 voivodeships
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from polandtravel.org

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

Complete list of extractable fields for Attractions objects from polandtravel.org. All fields typed and schema-versioned.

attraction_idnameregioncitycategorydescriptionlatitudelongitudeopening_hoursticket_pricewebsiteimage_urls
attractions
● 200 OK
"attraction_id": "ATTR_8492",
"name": "Wawel Royal Castle",
"city": "Krakow",
"category": "Historical Site",
"latitude": 50.054,
"longitude": 19.935,
"ticket_price": "35 PLN",
"website": "https://wawel.krakow.pl"
# attraction_idnameregioncitycategorydescription
1
2
3

Complete list of extractable fields for Events objects from polandtravel.org. All fields typed and schema-versioned.

event_idtitlestart_dateend_datelocationvenuedescriptioncategoryadmission_feebooking_url
events
● 200 OK
"event_id": "EVT_1029",
"title": "Krakow Film Festival",
"start_date": "2026-05-24",
"end_date": "2026-05-31",
"city": "Krakow",
"category": "Festival",
"admission_fee": "Varies",
"venue": "Kijow Centrum"
# event_idtitlestart_dateend_datelocationvenue
1
2
3

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

hotel_idnametypestar_ratingaddresscityamenitiesphoneemailwebsite
accommodations
● 200 OK
"hotel_id": "ACC_4412",
"name": "Hotel Bristol",
"type": "Hotel",
"star_rating": 5,
"city": "Warsaw",
"amenities": "['WiFi', 'Spa', 'Pool', 'Restaurant']",
"phone": "+48 22 551 10 00",
"website": "https://www.hotelbristolwarsaw.pl"
# hotel_idnametypestar_ratingaddresscity
1
2
3

Complete list of extractable fields for Regions objects from polandtravel.org. All fields typed and schema-versioned.

region_idnamecapitaldescriptiontop_attractionspopulationarea_sq_kmclimatetransport_options
regions
● 200 OK
"region_id": "REG_06",
"name": "Lesser Poland",
"capital": "Krakow",
"area_sq_km": 15182,
"top_attractions": "['Wawel Castle', 'Auschwitz-Birkenau', 'Wieliczka Salt Mine']",
"population": 3400000,
"transport_options": "['Train', 'Bus', 'Airport']"
# region_idnamecapitaldescriptiontop_attractionspopulation
1
2
3

Complete list of extractable fields for Gastronomy objects from polandtravel.org. All fields typed and schema-versioned.

restaurant_idnamecuisine_typeaddresscityprice_rangemichelin_starsdescriptioncontact_info
gastronomy
● 200 OK
"restaurant_id": "GAS_992",
"name": "Atelier Amaro",
"cuisine_type": "Modern Polish",
"city": "Warsaw",
"price_range": "High",
"michelin_stars": 1,
"address": "Plac Trzech Krzyzy 10/14",
"contact_info": "+48 22 628 57 47"
# restaurant_idnamecuisine_typeaddresscityprice_range
1
2
3

Capabilities

Extract every layer of Polish tourism data

Our polandtravel.org scraper parses complex category trees, embedded map widgets, and multilingual routing to deliver clean, structured destination intelligence.

Attraction Directory Extraction

Extract names, descriptions, coordinates, and ticketing info for historical sites, museums, and national parks.

Event Calendar Sync

Monitor seasonal festivals, concerts, and exhibitions with precise start/end dates and venue details.

Accommodation Scraping

Pull hotel, hostel, and agrotourism listings including listed amenities and contact metadata.

Regional Guide Parsing

Structure content for all 16 voivodeships, capturing top attractions and local transport guides.

Gastronomy & Dining Data

Extract restaurant listings, cuisine types, and regional specialty recommendations.

Multilingual Support

Scrape parallel content structures across English, Polish, German, and other supported language variants.

Coordinate Extraction

Parse embedded map data to output raw latitude and longitude floats for spatial analysis.

Practical Info Tracking

Monitor visa requirements, currency exchange details, and emergency contact directories.

Scheduled Diffs

Run weekly or monthly pipelines to capture new events and updated opening hours without redundant loads.

// engagement pipeline

From destination URLs to warehouse records

Brief in. Clean data out.

Define Scope
d 0

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

Pipeline Build
d 2–4

We configure Scrapy crawlers, proxy rotation, and session management for polandtravel.org.

Validation & QA
d 4–6

Schema validation, null-rate checks, and coordinate verification before full launch.

Delivery
ongoing

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

Under the hood

Navigating polandtravel.org infrastructure

Extracting structured data from government tourism portals requires handling fragmented regional subdomains and dynamic maps.

pipeline-monitor · polandtravel.org · 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
Multilingual routing
Handling locale-specific URL structures

We map URL structures across language variants, ensuring parallel data extraction across locales without duplicating primary keys in your database.

Map data extraction
Parsing embedded JavaScript objects

We execute map hydration scripts to extract clean latitude and longitude coordinates for spatial mapping tools, bypassing standard DOM limitations.

Event lifecycle management
Detecting modified dates and cancellations

For seasonal events, we use hash-based diffing to detect venue changes, updated schedules, or cancellations across runs.

Pagination traversal
Navigating nested category structures

We handle infinite scroll implementations and deeply nested taxonomy trees in the accommodation and gastronomy directories.

Monitoring & alerting
24/7 pipeline health

Every run emits structured logs to our observability stack. We alert on null-rate spikes and schema drift immediately.

Applications

Who uses Polish tourism data

Teams across industries use polandtravel.org data to build competitive products and smarter operations.

01
Travel Aggregator Population

OTAs and travel apps ingest attraction and regional data to populate their own destination guides.

02
Event Discovery Platforms

Local event aggregators sync festival and exhibition schedules to maintain accurate calendars.

03
Spatial Mapping & GIS

GIS analysts use extracted coordinates to map tourist density and infrastructure across Polish regions.

04
Market Research

Tourism boards and hospitality investors analyse accommodation distribution and regional popularity.

05
Content Localisation Models

NLP teams use parallel multilingual destination descriptions to train domain-specific translation models.

06
Travel Itinerary Generation

AI travel planners use structured attraction and gastronomy data to build automated routing suggestions.

Why DataFlirt

"Polandtravel.org contains the definitive catalogue of Polish tourism infrastructure, but extracting it requires navigating fragmented regional subdomains and dynamic maps."

Most teams underestimate the investment required: reliable tourism data scraping requires parsing embedded map coordinates, handling multilingual URL routing, and maintaining selectors across frequently updated event calendars. DataFlirt absorbs that complexity so your engineers can focus on the analysis, not the infrastructure.

Technical Spec

Polandtravel.org scraper technical capabilities

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

Attraction metadata
Names, descriptions, and categorisation
Supported
Geospatial coordinates
Latitude and longitude from embedded map widgets
Supported
Event scheduling
Start dates, end dates, and venue information
Supported
Multilingual content
Parallel scraping of English, Polish, and German variants
Supported
Accommodation directories
Hotel names, addresses, and listed amenities
Supported
Regional guides
Voivodeship-level overviews and practical information
Supported
Change detection (diffs)
Hash-based diff: only emit records with changed fields
Supported
Webhook delivery
HTTP POST per record or batch
Supported
User saved itineraries
Requires authenticated session to access user profiles
Partial
Direct booking transactions
Gated behind third-party partner portals and payment gateways
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. Playwright handles JavaScript rendering and map widget hydration.

Residential Proxy Infrastructure

We maintain pools of European residential proxies. Rotation happens per-request to prevent rate limiting.

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 arrays
CSV
Flat file with typed columns
XLS
Excel compatible format for business teams
Parquet
Columnar format for BigQuery and Snowflake
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record
API
Queryable REST endpoints for extracted data
PostgreSQL
Upsert into your existing schema
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About polandtravel.org scraping, legality, and pipeline operations.

Ask us directly →
Is scraping polandtravel.org legal?

Scraping publicly available tourism information is generally permissible. We do not extract personal data or circumvent authentication walls.

How do you handle multilingual content?

We map URL structures across language variants, ensuring primary keys remain consistent while extracting parallel text fields.

Can you extract precise map coordinates?

Yes. We parse the embedded JavaScript map configurations to extract exact latitude and longitude values for attractions and accommodations.

How frequently do you update event data?

Event calendars can be synced daily or weekly depending on your requirements, using hash-based diffing to detect cancellations or date changes.

Do you scrape third-party booking links?

We extract the outbound URLs provided on the listings, but we do not execute searches or scrape data from the external booking partners.

What is the minimum viable engagement?

Our smallest packages start at a defined set of regions or categories with monthly delivery. Contact us for a scoped quote.

$ dataflirt scope --new-project --source=polandtravel.org 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 or a continuous event calendar feed, we scope, build, and operate the pipeline. Tell us what you need.

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