SYSTEM all green source visithungary.com queue 4,192 pages p99 latency 318ms dataflirt.com · scraper/visithungary-com
RUN · 12 active pipelines · visithungary.com live

Hungarian tourism data,
at warehouse scale.

We extract destination guides, event calendars, thermal bath directories, and gastronomy listings from visithungary.com. Delivered as clean JSON, CSV, or Parquet to S3 or BigQuery on your cadence.

Destinations extracted
1,248 /run
Events tracked
8,941 /week
Accommodation listings
5,302 /run
Active pipelines
12
Uptime
99.94%
Data Dictionary

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

destination_idnameregiondescriptioncategorybest_time_to_visitlatitudelongitudeimage_urlsrelated_attractions
destinations
● 200 OK
"destination_id": "DEST-8492",
"name": "Lake Balaton",
"region": "Transdanubia",
"category": "Nature & Outdoors",
"latitude": 46.8333,
"longitude": 17.7333,
"best_time_to_visit": "June to August"
# destination_idnameregiondescriptioncategorybest_time_to_visit
1
2
3

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

event_idtitlestart_dateend_datelocationcitycategoryticket_pricedescriptionbooking_url
events
● 200 OK
"event_id": "EVT-1039",
"title": "Sziget Festival",
"start_date": "2026-08-05",
"end_date": "2026-08-10",
"city": "Budapest",
"category": "Music Festival",
"ticket_price": "349 EUR"
# event_idtitlestart_dateend_datelocationcity
1
2
3

Complete list of extractable fields for Thermal Baths objects from visithungary.com. All fields typed and schema-versioned.

bath_idnamecitywater_typefacilitiesoperating_hoursadmission_feemedical_serviceswebsite_urlcoordinates
thermal_baths
● 200 OK
"bath_id": "BATH-042",
"name": "Széchenyi Thermal Bath",
"city": "Budapest",
"water_type": "Calcium, Magnesium, Hydro-carbonate",
"facilities": "['Indoor Pools', 'Outdoor Pools', 'Sauna', 'Massage']",
"admission_fee": "10500 HUF",
"medical_services": true
# bath_idnamecitywater_typefacilitiesoperating_hours
1
2
3

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

listing_idnametyperegionaddressspecialtiesmichelin_starredprice_rangecontact_infoopening_hours
gastronomy
● 200 OK
"listing_id": "GAST-912",
"name": "Onyx Restaurant",
"type": "Fine Dining",
"region": "Budapest",
"specialties": "['Modern Hungarian', 'Goulash Reimagined']",
"michelin_starred": true,
"price_range": "$$$$"
# listing_idnametyperegionaddressspecialties
1
2
3

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

itinerary_idtitleduration_daystarget_audienceroute_pointstotal_distancetransport_modehighlightsmap_urldifficulty
itineraries
● 200 OK
"itinerary_id": "ITIN-084",
"title": "Tokaj Wine Region Tour",
"duration_days": 3,
"target_audience": "Couples",
"route_points": "['Mád', 'Tarcal', 'Tokaj']",
"total_distance": "45 km",
"transport_mode": "Car / Bicycle"
# itinerary_idtitleduration_daystarget_audienceroute_pointstotal_distance
1
2
3

Capabilities

Extract the complete Hungarian tourism catalogue

Our scraper navigates the dynamic, multilingual structure of visithungary.com to pull structured data on destinations, seasonal events, and hospitality infrastructure.

Destination Intelligence

Extract regions, cities, historical context, and best-time-to-visit metadata across all primary tourism hubs.

Event & Festival Tracking

Capture start dates, end dates, ticket pricing, and location data for cultural events, concerts, and exhibitions.

Spa & Wellness Data

Directory extraction of thermal baths, including water composition, operating hours, and medical services.

Gastronomy & Wine Regions

Scrape restaurant listings, wine cellar directories, local specialties, and Michelin-star designations.

Multilingual Extraction

Pull data across English, German, Hungarian, and other supported language subdirectories with consistent schemas.

Itinerary & Route Mapping

Parse curated travel itineraries including waypoints, recommended transport modes, and duration estimates.

Accommodation Directories

Extract listings for hotels, campsites, and rural stays featured on the official board.

Geospatial Data Capture

Extract latitude and longitude coordinates from embedded interactive maps for downstream GIS systems.

Scheduled Updates

Run weekly or daily pipelines to keep event calendars and seasonal attraction operating hours fresh.

// engagement pipeline

From target regions to structured warehouse tables

Brief in. Clean data out.

Define Scope
d 0

Provide specific regions, event date ranges, or categories (e.g., thermal baths). We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers to handle visithungary.com's interactive maps and language toggles.

Validation & QA
d 4–6

Schema validation, null-rate checks, and geospatial 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 complex tourism portal infrastructure

Official tourism boards rely heavily on client-side rendering and interactive map widgets. Here is how we extract structured data from visual interfaces.

pipeline-monitor · visithungary.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
Multilingual routing
Handling language subdirectories

visithungary.com serves content across multiple languages. We map language-specific URL paths and ensure field keys remain normalised regardless of the source language, allowing you to build unified multilingual databases.

Map rendering
Playwright for geospatial extraction

Many itineraries and attraction locations are only surfaced via interactive JavaScript maps. We use Playwright to render these widgets, intercept the underlying XHR requests, and extract clean latitude/longitude coordinates.

Dynamic pagination
Infinite scroll on event calendars

Event listings use infinite scroll rather than static pagination. Our crawlers simulate user scroll behaviour to trigger lazy-loaded content, ensuring complete extraction of the event catalogue without missing records.

Seasonal content shifts
Schema resilience against layout changes

Tourism sites frequently overhaul their UI for winter vs summer seasons. Our selector strategy uses fallback chains and JSON-LD metadata extraction to maintain pipeline stability when front-end layouts change.

Change detection
Only update modified events

We maintain a hash index of last-seen events and destinations. Subsequent runs only push diffs — such as changed operating hours or updated ticket prices — reducing downstream processing load.

Applications

Who uses Hungarian tourism data — and how

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

01
Travel Aggregation & OTA

Online travel agencies ingest official destination guides and thermal bath directories to enrich their own platform content.

02
Event & Festival Planning

Tour operators monitor upcoming cultural events and festivals to build timely travel packages around major dates.

03
Tourism Market Research

Analysts track regional attraction density and event frequency to understand tourism flows and regional popularity.

04
Transport & Logistics Routing

Mobility companies map official itineraries and destinations against local transport links to optimise route planning.

05
Hospitality Investment

Real estate and hospitality investors identify regions with high attraction density but low accommodation supply.

06
AI Travel Assistant Training

LLM developers feed accurate, official Hungarian tourism data into travel-focused AI agents to prevent hallucination.

Why DataFlirt

"Hungary's official tourism portal holds the definitive dataset for thermal baths, wine regions, and cultural events — but extracting it requires navigating dynamic maps and multilingual structures."

Most teams underestimate the complexity of scraping modern tourism boards. visithungary.com relies on client-side rendering for itineraries, interactive maps, and infinite-scroll event calendars. DataFlirt manages the JavaScript execution and state management so you receive clean, structured location data.

Technical Spec

VisitHungary scraper — technical capabilities

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

JavaScript rendering
Full Playwright sessions — required for interactive maps and lazy-loaded events
Supported
Multilingual extraction
Support for EN, DE, HU, and other language subdirectories
Supported
Geospatial coordinates
Extraction of latitude and longitude from embedded map widgets
Supported
Event date normalisation
Parsing natural language dates into standard ISO 8601 format
Supported
Image URL resolution
Capture of high-resolution media links for destinations and attractions
Supported
Change detection (diffs)
Hash-based diff: only emit records with changed fields since last run
Supported
Webhook delivery
HTTP POST per record or batch — useful for real-time event updates
Supported
User saved itineraries
Gated data requiring personal account login and session persistence
Partial
Direct booking confirmations
Transactional data handled by third-party external portals
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 for interactive maps and infinite scroll event calendars.

Geospatial Data Parsing

Custom middleware to intercept XHR requests from Mapbox/Leaflet instances, extracting clean JSON coordinate data before it renders to the DOM.

Cloud-Native Orchestration

Pipelines run on AWS Lambda (burst) and ECS (sustained). Airflow handles scheduling, dependency management, and SLA alerting.

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
Legacy spreadsheet format for non-technical 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
REST endpoint to query your extracted dataset
PostgreSQL
Upsert into your existing schema with conflict resolution
BigQuery
Streamed directly into your dataset with schema auto-detect
Snowflake
Stage + COPY INTO workflow — incremental or full-replace
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping visithungary.com legal?

Scraping publicly available tourism information is generally permissible. DataFlirt targets only public, non-authenticated destination, event, and directory data. We do not extract personal data or circumvent authentication walls.

Do you support multilingual data extraction?

Yes. We can configure the pipeline to extract content from specific language subdirectories (e.g., /en, /de, /hu) or pull all available languages into a single normalised schema.

Can you extract data from the interactive maps?

Yes. We use Playwright to execute the client-side JavaScript, intercepting the underlying data payloads to extract latitude, longitude, and map pin metadata.

How fresh is the event data?

We typically configure event pipelines to run weekly or daily, ensuring that newly announced festivals, date changes, and ticket pricing updates are captured promptly.

Do you provide the images or just the URLs?

By default, we extract the high-resolution image URLs. If required, we can configure a media pipeline to download these assets directly to your S3 bucket.

What is the minimum viable engagement?

Our minimum engagement scopes a defined pipeline, such as a complete extraction of the thermal bath directory or a continuous feed of Budapest events. Contact us for specific volume pricing.

Can I request a sample dataset before committing?

Absolutely. We provide a sample run of up to 50 destinations or events as part of the pre-engagement scoping process to validate schema fit and coordinate accuracy.

$ dataflirt scope --new-project --source=visithungary.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 complete dump of thermal baths or a continuous feed of Budapest events — we scope, build, and operate the pipeline. Tell us what you need.

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