SYSTEM all green source tourismthailand.org queue 14,892 pages p99 latency 318ms dataflirt.com · scraper/tourismthailand-org
RUN · 32 active pipelines · tourismthailand.org live

Thai tourism data,
at warehouse scale.

We extract attraction details, event calendars, SHA-certified accommodation listings, and regional itineraries from tourismthailand.org. Delivered as clean JSON, CSV, or Parquet to S3 or BigQuery on your cadence.

Attractions extracted
84,102 /run
Event updates
3,419 /week
SHA+ listings
42,891 /run
Active pipelines
32
Uptime
99.94%
Data Dictionary

Every field we extract from tourismthailand.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 tourismthailand.org. All fields typed and schema-versioned.

attraction_idnameprovincecategorydescriptionoperating_hourscontact_numberwebsitelatitudelongitudeimage_urlssha_certified
attractions
● 200 OK
"attraction_id": "TAT-A-9012",
"name": "Wat Arun Ratchawararam",
"province": "Bangkok",
"category": "Temple",
"operating_hours": "08:00 - 18:00",
"latitude": 13.7437,
"sha_certified": true
# attraction_idnameprovincecategorydescriptionoperating_hours
1
2
3

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

event_idtitlestart_dateend_datelocation_nameprovincedescriptionevent_typeorganiser_infoticket_url
events_& festivals
● 200 OK
"event_id": "EVT-2026-04",
"title": "Songkran Water Festival 2026",
"start_date": "2026-04-13",
"end_date": "2026-04-15",
"province": "Chiang Mai",
"event_type": "Cultural Festival",
"ticket_url": "None"
# event_idtitlestart_dateend_datelocation_nameprovince
1
2
3

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

hotel_idnamesha_tieraddressprovincecontact_numberemailwebsitelatitudelongitudefacilities
accommodation
● 200 OK
"hotel_id": "ACC-8831",
"name": "Anantara Riverside Bangkok Resort",
"sha_tier": "SHA Extra Plus",
"province": "Bangkok",
"contact_number": "+66 2 476 0022",
"latitude": 13.7046,
"facilities": "['Pool', 'Spa', 'River View']"
# hotel_idnamesha_tieraddressprovincecontact_number
1
2
3

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

itinerary_idtitleduration_daystarget_audiencedestinations_includedtransport_modedescriptionauthorpublish_date
itineraries
● 200 OK
"itinerary_id": "ITN-304",
"title": "3 Days in Phuket",
"duration_days": 3,
"target_audience": "Families",
"destinations_included": "['Patong Beach', 'Big Buddha', 'Old Phuket Town']",
"transport_mode": "Car Rental",
"publish_date": "2025-11-12"
# itinerary_idtitleduration_daystarget_audiencedestinations_includedtransport_mode
1
2
3

Complete list of extractable fields for Travel Articles objects from tourismthailand.org. All fields typed and schema-versioned.

article_idtitlecategorypublish_dateauthorcontent_bodytagsfeatured_image_urlrelated_attractions
travel_articles
● 200 OK
"article_id": "ART-992",
"title": "A Guide to Isan Cuisine",
"category": "Food & Drink",
"publish_date": "2026-01-05",
"tags": "['Food', 'Isan', 'Culture']",
"related_attractions": "['TAT-A-4011', 'TAT-A-4015']"
# article_idtitlecategorypublish_dateauthorcontent_body
1
2
3

Capabilities

Extract Thai tourism data at scale

Our pipeline handles the complexities of tourismthailand.org, from multi-language routing to interactive map data extraction, delivering structured JSON or Parquet on your schedule.

Attraction Extraction

Capture names, descriptions, operating hours, contact details, and geo-coordinates for thousands of points of interest across all 77 provinces.

Event Calendar Tracking

Monitor upcoming festivals, exhibitions, and cultural events. We extract dates, locations, and organiser details as structured time-series data.

SHA Certification Mining

Extract official SHA, SHA Plus, and SHA Extra Plus certification tiers for hotels, restaurants, and transport operators.

Geo-Coordinate Normalisation

Parse embedded map data to extract accurate latitude and longitude coordinates for spatial analysis and OTA mapping.

Multi-Language Support

Extract content across Thai, English, and other supported language variants, maintaining consistent IDs across translations.

Image Gallery Extraction

Capture high-resolution image URLs for attractions and accommodations, ready for ingestion into your CMS.

Itinerary Parsing

Extract structured day-by-day travel plans, including included destinations, transport modes, and target demographics.

Incremental Updates

Maintain a hash index of previously scraped records. We only deliver new attractions, updated event dates, or changed SHA statuses.

Scheduled Delivery

Run extractions on your cadence. Receive weekly or monthly updates directly into your data warehouse.

// engagement pipeline

From province list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target provinces, categories, or specific data types like SHA listings. We design the extraction schema.

Pipeline Build
d 2–4

We configure Scrapy crawlers, session management, and language routing for tourismthailand.org.

Validation & QA
d 4–6

Schema validation, coordinate checks, and sample deliveries before full launch.

Delivery
ongoing

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

Under the hood

Handling tourismthailand.org infrastructure

Extracting data from a national tourism portal requires navigating multi-language routing, dynamic maps, and pagination limits.

pipeline-monitor · tourismthailand.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
Dynamic maps
Extracting coordinates from interactive elements

Many location coordinates are embedded within interactive map scripts rather than plain HTML. We use Playwright to execute page scripts and intercept network requests to capture precise latitude and longitude data.

Multi-language routing
Consistent IDs across language variants

The site serves content in multiple languages via URL parameters and subdirectories. Our pipeline maps equivalent records across Thai and English versions, ensuring you do not receive duplicate entries for the same attraction.

Pagination limits
Deep crawling large category lists

Category pages often feature infinite scroll or complex pagination. We manage session state and execute sequential requests to extract the complete catalogue without triggering rate limits.

Schema volatility
Adapting to seasonal site updates

National tourism boards frequently redesign their portals for major campaigns. We monitor schema drift and update selectors within 24 hours to ensure continuous data delivery.

Rate limiting
Polite crawling with proxy rotation

To avoid disrupting public infrastructure, we implement strict concurrency limits and rotate requests through regional proxy pools, maintaining high success rates without aggressive scraping.

Applications

Who uses Thai tourism data

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

01
OTA Inventory Enrichment

Online Travel Agencies append official descriptions, operating hours, and SHA certification data to their existing hotel and attraction listings.

02
Travel Aggregator Sync

Aggregators ingest event calendars and festival dates to alert users to seasonal travel opportunities in specific provinces.

03
Market Research

Consultancies analyse the distribution of SHA-certified businesses to assess regional tourism readiness and infrastructure development.

04
Geo-spatial Analysis

Mapping providers extract coordinate data to verify and update their points of interest databases for Southeast Asia.

05
Event Planning Platforms

MICE platforms monitor official event schedules to avoid date clashes and identify venue availability.

06
Content Syndication

Travel publishers ingest official itineraries and articles to bootstrap their own regional guides and content portals.

Why DataFlirt

"Tourismthailand.org holds the definitive dataset for Thai tourism, but mapping its regional hierarchies and event calendars requires dedicated infrastructure."

Extracting accurate travel data requires managing multi-language content, embedded map coordinates, and seasonal website redesigns. DataFlirt handles the extraction logic, proxy management, and schema maintenance, delivering structured destination data directly to your systems.

Technical Spec

Tourismthailand.org scraper technical capabilities

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

Interactive map data extraction
Capture latitude and longitude from embedded map components
Supported
Multi-language content routing
Extract parallel data for Thai and English language variants
Supported
SHA certification tier verification
Extract specific SHA, SHA+, and SHA Extra Plus statuses
Supported
Geo-coordinate normalisation
Standardise location data into standard decimal formats
Supported
Incremental event updates
Only deliver new or modified event entries since the last run
Supported
High-resolution image scraping
Extract source URLs for full-size gallery images
Supported
User account saved itineraries
Requires authenticated user session to access private lists
Partial
Direct booking transaction data
Internal booking metrics and availability are not public
Partial
Infrastructure

Infrastructure powering the pipeline

Open-source tooling on proven cloud infra — no vendor lock-in, full observability.

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Scrapy manages crawl orchestration and deduplication. Playwright handles JavaScript rendering for interactive maps and dynamic content loading.

Proxy Infrastructure

We utilise residential ISP proxies to distribute request volume, ensuring polite crawling behaviour that respects target site stability.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow manages scheduling and dependencies, with all pipeline state stored in managed PostgreSQL.

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 format for non-technical teams
Parquet
Columnar format for data warehouse ingestion
AWS S3
Direct delivery to your cloud storage
Webhook
HTTP POST for real-time event updates
API
Queryable REST endpoints for specific records
PostgreSQL
Direct database insertion
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping tourismthailand.org legal?

Scraping publicly available factual data, such as attraction details, addresses, and event dates, is generally permissible. We do not extract personal user data or bypass authentication. Clients must ensure their subsequent use of the data complies with relevant copyright and database rights.

How do you extract map coordinates?

We use Playwright to execute the JavaScript rendering the interactive maps, intercepting the underlying data structures to extract accurate latitude and longitude values for each point of interest.

Can you handle both Thai and English content?

Yes. Our pipeline can be configured to scrape specific language subdirectories or extract multiple languages simultaneously, maintaining a consistent ID structure across translations.

How often is the data updated?

We recommend weekly or monthly runs for attraction data, and daily or weekly runs for event calendars. Delivery cadences are fully configurable based on your requirements.

Do you download the images?

We extract the high-resolution image URLs. If required, we can configure a secondary pipeline to download the actual image files directly to your S3 bucket.

How do you manage site redesigns?

Tourism boards frequently update their portals. We monitor pipeline health using Grafana and Prometheus. If selectors fail due to a DOM change, we update the extraction logic to restore data flow.

$ dataflirt scope --new-project --source=tourismthailand.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 complete export of Thai attractions or continuous tracking of event calendars, we build and operate the pipeline. Tell us your requirements.

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