We extract destination directories, MOTAC-licensed travel agents, registered tour guides, accommodation ratings, and official event calendars from tourism.gov.my. Delivered as clean JSON, CSV, or Parquet to your warehouse.
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 tourism.gov.my. All fields typed and schema-versioned.
"destination_id": "DEST-4921", "name": "Batu Caves", "state": "Selangor", "category": "Cultural Heritage", "admission_fee": "Free", "operating_hours": "07:00 - 21:00", "coordinates": "3.2379, 101.6833", "official_website": "null"
| # | destination_id | name | state | category | description | operating_hours |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Licensed Agents objects from tourism.gov.my. All fields typed and schema-versioned.
"license_no": "KPK/LN 8392", "company_name": "Borneo Eco Tours Sdn Bhd", "status": "Active", "expiry_date": "2026-12-31", "state": "Sabah", "contact_number": "+6088438300", "email": "info@borneoecotours.com", "website": "borneoecotours.com"
| # | license_no | company_name | status | registration_date | expiry_date | address |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Tour Guides objects from tourism.gov.my. All fields typed and schema-versioned.
"guide_id": "TG-99214", "name": "Ahmad bin Abdullah", "license_type": "City Guide", "languages_spoken": "['English', 'Malay', 'Mandarin']", "state": "Kuala Lumpur", "badge_colour": "Blue", "validity_period": "2025-08-15", "contact_info": "Available on request"
| # | guide_id | name | license_type | languages_spoken | state | validity_period |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Events objects from tourism.gov.my. All fields typed and schema-versioned.
"event_id": "EVT-2025-041", "title": "Rainforest World Music Festival", "start_date": "2025-06-20", "end_date": "2025-06-22", "location": "Sarawak Cultural Village", "state": "Sarawak", "organizer": "Sarawak Tourism Board", "contact_email": "stb@sarawaktourism.com"
| # | event_id | title | start_date | end_date | location | state |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Accommodations objects from tourism.gov.my. All fields typed and schema-versioned.
"motac_id": "ACC-5821", "property_name": "Shangri-La Kuala Lumpur", "star_rating": 5, "category": "Hotel", "state": "Kuala Lumpur", "total_rooms": 662, "facilities": "['Pool', 'Gym', 'Spa', 'Conference Room']", "contact_number": "+60320322388"
| # | motac_id | property_name | star_rating | category | address | state |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our scraper handles the legacy architecture of official government portals. We extract structured directories, resolve pagination limits, and parse embedded PDF documents.
Capture coordinates, operating hours, admission fees, and descriptive metadata for thousands of registered tourist sites.
Extract the complete registry of licensed travel agents, including license numbers, expiry dates, and contact details.
Monitor state and national event calendars for festival dates, locations, and official organiser information.
Scrape official MOTAC star ratings for hotels and resorts, ensuring OTA inventory matches government classifications.
Extract text and tables from official visa guidelines, travel advisories, and promotional brochures hosted as PDFs.
Normalise location data across all states and federal territories into standard latitude and longitude formats.
Extract content available in both Bahasa Malaysia and English, maintaining language associations per record.
Custom retry logic and exponential backoff profiles designed specifically for slow-responding government web servers.
Run monthly or quarterly pipelines to detect newly registered agents, revoked licenses, or updated event schedules.
Brief in. Clean data out.
Select target datasets: destination directories, MOTAC registries, or event calendars. We map the extraction schema.
We configure Scrapy crawlers, set up Malaysia-based proxy routing, and build PDF parsing modules.
Schema validation, null-rate checks, and data normalisation to ensure consistent state and category naming.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Scraping tourism.gov.my requires handling slow response times, inconsistent DOM structures, and embedded documents. We manage the infrastructure so you get clean data.
Government servers often experience high latency or drop connections under minimal load. Our crawlers implement aggressive exponential backoff, deep retry queues, and low-concurrency pacing to ensure complete extraction without triggering firewall blocks.
Critical information like visa updates or detailed agent registries are sometimes published only as PDF attachments. We integrate automated PDF parsing into the pipeline, converting unstructured document text into queryable JSON fields.
To avoid geo-blocking and ensure we receive the correct localised content, all requests are routed through Malaysia-based residential IPs. This guarantees consistent access to domestic-facing directories and portals.
Legacy CMS platforms often produce inconsistent data entry, such as varying state names or address formats. We apply post-extraction normalisation rules to standardise locations, dates, and contact numbers before delivery.
For agent and guide registries, we maintain historical state. When a license expires or is revoked, our change-detection system flags the status update rather than simply dropping the record.
Online travel agencies cross-reference their hotel listings against official MOTAC star ratings to ensure compliance and accuracy.
Tour operators and airlines verify the license status of local travel agents before establishing commercial partnerships.
Consultancies analyse destination density and infrastructure development across different Malaysian states.
Travel tech startups ingest destination coordinates, operating hours, and event calendars to train automated trip planners.
Real estate developers track accommodation clusters and official tourist footfall statistics to identify high-yield investment zones.
Media outlets and ticketing platforms aggregate official state and national events to populate local discovery feeds.
"Malaysia's official tourism portal holds the authoritative registry of licensed operators and destinations, but extracting it requires navigating legacy government infrastructure."
Government websites present unique scraping challenges: slow response times, inconsistent DOM structures, and heavily nested PDF directories. DataFlirt handles the proxy routing, timeout logic, and document parsing so your team gets clean, normalised destination and licensing data without fighting legacy web architecture.
Everything supported by our tourism.gov.my scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
Scrapy handles the broad crawl and deep retry logic required for slow servers, while Playwright manages interactive elements and dynamic DOM hydration.
We maintain pools of Malaysia-specific residential proxies. This prevents geographic redirects and ensures access to all domestic-facing content.
Pipelines run on AWS ECS with Airflow managing scheduling and dependency execution. All state and historical license data is stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About tourism.gov.my scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available registries, such as licensed travel agents and destination directories, is generally permissible for factual extraction. DataFlirt targets only public, non-authenticated directories. We do not attempt to bypass login portals or extract personal citizen data. Clients should consult legal counsel regarding their specific commercial use of government data.
We implement low-concurrency pacing, extended timeout thresholds (up to 60 seconds), and exponential backoff retry policies. This ensures we capture the complete dataset without overwhelming the target infrastructure.
Yes. Our pipeline includes automated document parsing. We download target PDFs, extract the text and embedded tables, and map the output into structured JSON fields alongside the standard web data.
Government directories typically update on a weekly or monthly cycle. We recommend scheduling pipelines to run weekly to capture new agent registrations, license expirations, and event calendar additions.
Yes. We maintain a hash index of all previously seen records. If an agent's license status changes from Active to Expired, we emit a diff record detailing the change and the timestamp.
Our selectors use multi-layer fallback chains. If a DOM update breaks the primary extraction path, our alerting stack notifies our engineering team, and we deploy a patch to restore the pipeline.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a full extraction of MOTAC licensed agents or a continuous feed of destination updates, we build and operate the pipeline. Tell us your requirements.
