SYSTEM all green source srilanka.travel queue 8,104 pages p99 latency 189ms dataflirt.com · scraper/srilanka-travel
RUN - 14 active pipelines - srilanka.travel live

Sri Lanka tourism data,
at warehouse scale.

We extract official tourism listings, registered accommodations, certified guides, and event calendars from srilanka.travel. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Accommodations
4,218 /run
Certified Guides
1,842 /run
Destinations
340 /run
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from srilanka.travel

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

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

property_idnametypegradeaddressdistrictprovincephoneemailwebsitecoordinates
accommodations
● 200 OK
"property_id": "SLTDA-HTL-1042",
"name": "Cinnamon Grand Colombo",
"type": "Five Star Hotel",
"grade": "5 Star",
"district": "Colombo",
"phone": "+94 11 243 7437",
"coordinates": "6.9184, 79.8498"
# property_idnametypegradeaddressdistrict
1
2
3

Complete list of extractable fields for Certified Guides objects from srilanka.travel. All fields typed and schema-versioned.

guide_idnamelicense_numbercategorylanguages_spokencontact_numberemailregion_expertisestatusexpiry_date
certified_guides
● 200 OK
"guide_id": "G-4921",
"name": "Kamal Perera",
"license_number": "NTG/2021/492",
"category": "National Tour Guide",
"languages_spoken": "['English', 'German']",
"region_expertise": "All Island",
"status": "Active"
# guide_idnamelicense_numbercategorylanguages_spokencontact_number
1
2
3

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

destination_idnamecategoryregiondescriptionbest_time_to_visithighlightsdistance_from_cmbentry_fee_usdcoordinates
destinations
● 200 OK
"destination_id": "DEST-042",
"name": "Sigiriya Rock Fortress",
"category": "Heritage",
"region": "Central Province",
"best_time_to_visit": "January to April",
"distance_from_cmb": "175 km",
"entry_fee_usd": 30.0
# destination_idnamecategoryregiondescriptionbest_time_to_visit
1
2
3

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

event_idnamecategorystart_dateend_datelocationdescriptionorganizercontact_infowebsite
events_& festivals
● 200 OK
"event_id": "EVT-2026-08",
"name": "Kandy Esala Perahera",
"category": "Cultural Festival",
"start_date": "2026-08-10",
"end_date": "2026-08-20",
"location": "Kandy",
"organizer": "Sri Dalada Maligawa"
# event_idnamecategorystart_dateend_datelocation
1
2
3

Complete list of extractable fields for Tour Operators objects from srilanka.travel. All fields typed and schema-versioned.

operator_idagency_namelicense_numberaddresscontact_personphoneemailwebsiteregistration_statusfleet_size
tour_operators
● 200 OK
"operator_id": "TO-819",
"agency_name": "Ceylon Travel Dreams",
"license_number": "SLTDA/SQA/TA/0819",
"contact_person": "Ruwan Silva",
"phone": "+94 77 123 4567",
"registration_status": "Valid",
"website": "ceylontraveldreams.lk"
# operator_idagency_namelicense_numberaddresscontact_personphone
1
2
3

Capabilities

Official tourism intelligence, structured

Our srilanka.travel scraper handles the inconsistencies of government web portals: parsing legacy HTML tables, extracting data from embedded PDFs, and normalising regional taxonomy into clean warehouse records.

Accommodation Directory

Scrape registered hotels, homestays, and resorts with official SLTDA grading and contact metadata.

Certified Guide Verification

Extract guide databases including license numbers, spoken languages, and expiry dates.

Destination Metadata

Capture heritage sites, beaches, and wildlife reserves with geographic coordinates and entry requirements.

Event Calendars

Track cultural festivals, sports events, and exhibitions with precise dates and locations.

Travel Advisory Updates

Monitor official government advisories, visa requirements, and entry protocols.

Tour Operator Listings

Extract registered travel agencies and destination management companies.

Itinerary Extraction

Parse official suggested routes, transit times, and recommended durations.

Regional Categorisation

Map data across all 9 provinces and 25 districts of Sri Lanka using standard geospatial taxonomy.

Scheduled Updates

Run weekly or monthly pipelines to capture new registrations and flag expired licenses.

// engagement pipeline

From target URLs to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target categories, regional filters, or specific directories. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, PDF parsing modules, and proxy rotation for srilanka.travel.

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

How our pipeline handles legacy portal architecture

Government websites present unique extraction challenges. Here is how we maintain data integrity against erratic DOM structures.

pipeline-monitor · srilanka.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
DOM structure inconsistencies
Resilient XPath fallback chains

Government sites often feature irregular HTML tables and nested legacy markup. Our selector strategy uses multiple fallback chains so a minor layout update does not break the pipeline.

PDF Data Extraction
Automated OCR and tabular parsing

Many official circulars and registered entity lists are embedded as PDFs. We run OCR and tabular data extraction pipelines to convert static documents into queryable JSON.

Anti-bot layer
Rate limit management via residential IPs

While not as aggressive as eCommerce platforms, government servers employ strict rate limiting. We use residential proxy rotation and controlled concurrency to maintain access.

Change detection
Hash-based diffing for registry updates

We maintain a hash index of last-seen values per entity. Subsequent runs only push diffs, tracking newly registered guides and expired hotel licenses efficiently.

Monitoring & alerting
24/7 pipeline health checks

We monitor for uptime drops or server timeouts on the source domain. Pipelines automatically pause and retry during scheduled maintenance windows.

Applications

Who uses Sri Lanka tourism data

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

01
Travel Aggregators

OTAs sync official SLTDA accommodation grades with their inventory to verify property standards.

02
Market Research

Analysts measure tourism infrastructure density across different Sri Lankan provinces to identify investment gaps.

03
Compliance & Verification

Destination management companies verify tour operator and guide licenses against the official registry.

04
Content Syndication

Travel blogs and mobile applications ingest official destination descriptions and cultural event calendars.

05
Demand Forecasting

Revenue managers correlate festival dates and event schedules with regional hotel booking velocity.

06
Competitor Analysis

Travel agencies monitor newly registered operators and emerging destination promotions.

Why DataFlirt

"Srilanka.travel holds the definitive registry of certified tourism infrastructure - but accessing it programmatically requires navigating legacy government web architecture."

Extracting data from official tourism boards involves handling inconsistent table structures, embedded PDFs, and unpredictable server uptime. DataFlirt normalises this erratic source data into clean, typed schemas so your engineering team receives reliable warehouse records, not HTML soup.

Technical Spec

Srilanka.travel scraper - technical capabilities

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

JavaScript rendering
Playwright sessions for dynamic maps and interactive destination guides
Supported
PDF extraction
Automated parsing of embedded PDF registry lists into structured tables
Supported
Residential proxy rotation
Geographically distributed IPs to bypass basic rate limiting
Supported
Change detection (diffs)
Hash-based diff to track license expirations and new registrations
Supported
Webhook delivery
HTTP POST per record or batch for downstream ingestion
Supported
Historical archiving
Maintain snapshots of registry states over time
Supported
B2B portal backend access
Internal SLTDA administrative dashboards and operator submission forms
Partial
User booking history
Private booking records requiring authenticated user sessions
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 + PDF Parser Stack

Scrapy handles crawl orchestration and retry logic. Custom Python modules process embedded PDFs and legacy HTML tables into normalised schemas.

Proxy Infrastructure

We route requests through proxy pools with controlled concurrency to respect government server rate limits and avoid connection drops.

Cloud-Native Orchestration

Pipelines run on AWS ECS. Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.

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
Excel spreadsheet format for non-technical stakeholders
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 endpoints to query your extracted datasets
PostgreSQL
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping srilanka.travel legal?

Scraping publicly available directories from government tourism boards is generally permissible for public data. DataFlirt targets only public, non-authenticated registry and destination data. We do not extract personal data beyond public contact info for registered businesses.

How do you handle PDF directories?

Many official lists are published as PDFs. We utilise automated OCR and tabular extraction libraries in Python to parse these documents and convert the data into structured JSON or CSV formats.

How fresh is the data?

We typically configure pipelines to run weekly or monthly, aligning with the update frequency of official government registries. Real-time streaming is not necessary for static directory data.

Can you track license expirations?

Yes. By maintaining a stateful database of all extracted entities, our change detection system flags when a tour guide or accommodation license status changes from active to expired.

What is the minimum viable engagement?

Our smallest packages start at a defined set of directories (e.g., all registered accommodations) with monthly delivery. Contact us with your specific data requirements for a scoped quote.

Can I request a sample dataset before committing?

Absolutely. We provide a sample run of up to 100 directory listings as part of the pre-engagement scoping process so you can validate schema fit and data quality.

$ dataflirt scope --new-project --source=srilanka.travel 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 registered accommodations or an ongoing feed of certified guides - we scope, build, and operate the pipeline. Tell us what you need.

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