SYSTEM all green source indonesia.travel queue 18,492 pages p99 latency 312ms dataflirt.com · scraper/indonesia-travel
RUN * 14 active pipelines * indonesia.travel live

Indonesian tourism data,
at warehouse scale.

We extract official destination guides, event calendars, curated itineraries, and travel advisories from indonesia.travel. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your schedule.

Destinations extracted
4,812 /run
Event listings
1,294 /month
Itineraries
843 /run
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from indonesia.travel

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 indonesia.travel. All fields typed and schema-versioned.

destination_idnameregionislanddescriptionhighlight_tagsbest_time_to_visitcoordinatesimage_urlsrelated_articles
destinations
● 200 OK
"name": "Raja Ampat",
"region": "West Papua",
"island": "Papua",
"best_time_to_visit": "October to April",
"coordinates": "-0.234, 130.516",
"highlight_tags": "['Diving', 'Nature']"
# destination_idnameregionislanddescriptionhighlight_tags
1
2
3

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

event_idtitlecategorystart_dateend_datelocationvenuedescriptionticket_urlorganizerimage_urls
events
● 200 OK
"title": "Bali Arts Festival",
"category": "Culture",
"start_date": "2024-06-15",
"end_date": "2024-07-13",
"location": "Denpasar",
"venue": "Taman Werdhi Budaya Arts Centre"
# event_idtitlecategorystart_dateend_datelocation
1
2
3

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

itinerary_idtitleduration_daystarget_audienceroute_mapday_by_day_guidetotal_distancerecommended_transportbudget_category
itineraries
● 200 OK
"title": "3 Days in Yogyakarta",
"duration_days": 3,
"target_audience": "Heritage Explorers",
"total_distance": "120km",
"recommended_transport": "Car rental",
"budget_category": "Mid-range"
# itinerary_idtitleduration_daystarget_audienceroute_mapday_by_day_guide
1
2
3

Complete list of extractable fields for Travel Regulations objects from indonesia.travel. All fields typed and schema-versioned.

policy_idcategorytitledescriptionlast_updatedapplicable_nationalitiesrequired_documentsofficial_links
travel_regulations
● 200 OK
"category": "Visa",
"title": "Visa on Arrival (VoA)",
"last_updated": "2024-01-12",
"applicable_nationalities": "['US', 'UK', 'IN', 'AU']",
"required_documents": "['Passport', 'Return Ticket']",
"official_links": "['https://molina.imigrasi.go.id']"
# policy_idcategorytitledescriptionlast_updatedapplicable_nationalities
1
2
3

Complete list of extractable fields for Articles & Guides objects from indonesia.travel. All fields typed and schema-versioned.

article_idheadlineauthorpublish_datecategorycontent_bodyread_time_minutestagsfeatured_imagerelated_destinations
articles_& guides
● 200 OK
"headline": "10 Must-Try Balinese Dishes",
"author": "Wonderful Indonesia Editorial",
"publish_date": "2023-11-04",
"category": "Culinary",
"read_time_minutes": 5,
"tags": "['Food', 'Bali']"
# article_idheadlineauthorpublish_datecategorycontent_body
1
2
3

Capabilities

Complete coverage of Wonderful Indonesia

Extract official tourism board data including regional guides, certified event schedules, and dynamic travel advisories without maintaining fragile scrapers.

Destination Mapping

Extract regional hierarchies, island groupings, and detailed point-of-interest descriptions from the official catalogue.

Event Tracking

Monitor upcoming festivals, cultural events, and exhibitions with venue details and date ranges.

Itinerary Extraction

Parse curated day-by-day travel plans, routing suggestions, and recommended transport modes.

Regulation Updates

Track changes to visa requirements, entry policies, and official advisories timestamped per run.

Article & Blog Scraping

Extract rich text content, author metadata, and categorised tags from cultural and culinary guides.

Geolocation Data

Capture embedded map coordinates (latitude and longitude) for precise POI plotting.

Multi-language Support

Scrape localised versions of the content including Bahasa Indonesia, English, and Japanese.

Media Asset Links

Collect high-resolution image and promotional video URLs associated with destinations.

Scheduled Diffing

Only extract content that changes between runs to minimise processing overhead.

Categorised Taxonomy

Maintain the official Wonderful Indonesia tag structure for consistent data modeling.

// engagement pipeline

From target URLs to warehouse records

Brief in. Clean data out.

Define Scope
d 0

Select destination regions, event categories, or article types. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, Playwright instances, and proxy rotation for indonesia.travel.

Validation & QA
d 4–6

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

Delivery
ongoing

JSON, CSV, or Parquet pushed to your S3 bucket or BigQuery dataset on schedule.

Under the hood

Handling government portal scraping challenges

Tourism portals often feature heavy JavaScript rendering, unpredictable DOM changes, and regional blocking. We manage the infrastructure.

pipeline-monitor · indonesia.travel · 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
JavaScript Hydration
Full Playwright execution for interactive maps

Modern tourism sites rely on client-side rendering for maps and dynamic itinerary components. We use Playwright to execute JavaScript and capture the fully rendered DOM.

Regional Proxies
Indonesian residential IPs

To bypass geo-fencing or regional rate limits, our crawlers route traffic through authentic Indonesian residential IP addresses.

DOM Volatility
Resilient fallback selectors

Government CMS platforms update templates frequently. We deploy multi-layer fallback selectors to ensure schema stability during layout changes.

Incremental Crawling
Hash-based diffing

We track newly published events or updated visa rules by comparing content hashes, delivering only the changed records to your warehouse.

Pipeline Observability
Automated alerting

We monitor null-rates for critical fields like coordinates and dates, repairing schema drift before it impacts your downstream applications.

Applications

Who uses Indonesian tourism data

Teams across industries use indonesia.travel data to build competitive products and smarter operations.

01
Travel Aggregators

Enrich OTA platforms with official destination descriptions, verified imagery, and coordinate data.

02
Itinerary Planners

Feed AI travel assistants with curated multi-day routes and authentic point-of-interest suggestions.

03
Event Discovery Apps

Populate global event calendars with verified Indonesian cultural festivals and exhibitions.

04
Visa & Compliance Services

Monitor official channels for real-time entry requirement updates and travel advisories.

05
Market Research

Analyse tourism board focus areas and promotional campaign content to gauge regional investment.

06
Content Syndication

Provide publishers with localised travel guides, cultural insights, and culinary articles.

Why DataFlirt

"Official tourism portals hold the definitive ground truth for destination marketing, but extracting structured spatial and temporal data requires dedicated infrastructure."

Relying on manual data entry for travel platforms introduces lag and human error. DataFlirt automates the extraction of dynamic event schedules, regulatory updates, and rich destination content from indonesia.travel, allowing your engineering team to focus on product development rather than scraper maintenance.

Technical Spec

indonesia.travel scraper technical specifications

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

JavaScript rendering
Playwright sessions required for interactive maps and dynamic filtering
Supported
Multi-language scraping
Extracting EN, ID, JP variants of articles and guides
Supported
Incremental updates
Hash-based diffing to isolate new events and modified regulations
Supported
Media extraction
Capture of high-resolution image URLs and promotional video links
Supported
Coordinate parsing
Extracting latitude and longitude from embedded map components
Supported
Residential proxies
ID region proxy rotation to mimic local user behaviour
Supported
Automated retries
Exponential backoff handling for intermittent 502 gateway errors
Supported
Webhook delivery
HTTP POST for real-time regulatory updates
Supported
Partner portal data
B2B travel agent gated pricing and exclusive trade resources
Partial
User account itineraries
Saved trips and personal profiles requiring user authentication
Partial
Infrastructure

Infrastructure powering the extraction

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Orchestrates complex crawls while rendering dynamic map components and client-side routing.

Geo-targeted Proxies

Maintains access via Indonesian residential IPs to prevent blocking and ensure localised content delivery.

Cloud-Native Orchestration

Runs on AWS ECS with Airflow for predictable daily scheduling and strict SLA adherence.

Output & Delivery

Your data, your destination

Data delivered to where your team already works — no new tooling required.

JSON
Nested structures ideal for complex itineraries and articles
CSV
Flat files for event lists and destination directories
XLS
Spreadsheets formatted for non-technical editorial teams
Parquet
Columnar format optimized for data lakes and analytics
AWS S3
Direct bucket delivery on a scheduled cadence
Webhook
HTTP POST payloads for immediate regulatory updates
API
REST endpoint for on-demand querying of extracted data
PostgreSQL
Direct database insertion with conflict resolution
BigQuery
Streamed directly into your dataset
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About indonesia.travel scraping, legality, and pipeline operations.

Ask us directly →
Is scraping indonesia.travel legal?

Public tourism data is generally open for extraction. We target non-authenticated content, respect rate limits, and focus strictly on public domain information. Clients should consult legal counsel for their specific commercial applications.

Can you extract embedded map coordinates?

Yes, we parse the interactive map components and underlying JavaScript objects to extract precise latitude and longitude values for points of interest.

How often do you check for event updates?

Pipelines are typically configured for daily or weekly runs to capture new festival announcements and date modifications promptly.

Do you support languages other than English?

Yes, we can scrape the Bahasa Indonesia, Japanese, or other localised versions of the site by passing appropriate headers and locale parameters.

How do you handle changes to the website layout?

We use multi-layer fallback selectors (CSS, XPath, text matching) and monitor null-rates to repair schema drift rapidly when the government CMS updates.

Can you download the actual images?

We extract the high-resolution image URLs by default. Direct binary download to your S3 bucket can be configured as an add-on service.

$ dataflirt scope --new-project --source=indonesia.travel ready

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Stop manually copying event dates and destination guides. We build and maintain the infrastructure to deliver structured Indonesian tourism data directly to your warehouse.

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