SYSTEM all green source visitseychelles.com queue 4,192 pages p99 latency 184ms dataflirt.com · scraper/visitseychelles-com
RUN · 14 active pipelines · visitseychelles.com live

Seychelles tourism data,
at warehouse scale.

We extract certified accommodations, dive operators, island logistics, and attraction metadata from visitseychelles.com. Delivered as clean JSON, CSV, or Parquet to S3 or BigQuery on your cadence.

Accommodations
1,428 listings
Tour Operators
315 profiles
Attractions
842 locations
Events tracked
156 /year
Uptime
99.98%
Data Dictionary

Every field we extract from visitseychelles.com

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 visitseychelles.com. All fields typed and schema-versioned.

property_idnameproperty_typeislandregioncontact_emailphone_numberwebsite_urlcertification_statuscapacity
accommodations
● 200 OK
"name": "Constance Ephelia",
"property_type": "Resort",
"island": "Mahe",
"region": "Port Launay",
"certification_status": "Certified",
"capacity": 313
# property_idnameproperty_typeislandregioncontact_email
1
2
3

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

operator_idnamelicense_numberservices_offeredisland_baselanguages_spokencontact_emailphone_numberwebsite_url
tour_operators
● 200 OK
"name": "Mason's Travel",
"license_number": "TO-042",
"services_offered": "['Transfers', 'Excursions', 'Island Hopping']",
"island_base": "Mahe",
"languages_spoken": "['English', 'French', 'German']",
"contact_email": "info@masonstravel.com"
# operator_idnamelicense_numberservices_offeredisland_baselanguages_spoken
1
2
3

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

attraction_idnamecategoryislanddescriptionlatitudelongitudeopening_hoursentry_fee
attractions
● 200 OK
"name": "Vallee de Mai",
"category": "Nature Reserve",
"island": "Praslin",
"latitude": -4.3333,
"longitude": 55.7333,
"entry_fee": "350 SCR"
# attraction_idnamecategoryislanddescriptionlatitude
1
2
3

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

event_idnamestart_dateend_datelocationislandorganizercontact_emailticket_url
events
● 200 OK
"name": "Creole Festival",
"start_date": "2026-10-24",
"end_date": "2026-10-31",
"location": "Victoria",
"island": "Mahe",
"organizer": "Creative Seychelles Agency"
# event_idnamestart_dateend_datelocationisland
1
2
3

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

provider_idnametransport_typeroutes_servedfrequencycontact_emailphone_numberbooking_url
transport
● 200 OK
"name": "Cat Cocos",
"transport_type": "Ferry",
"routes_served": "['Mahe to Praslin', 'Praslin to La Digue']",
"frequency": "Daily",
"contact_email": "info@catcocos.com",
"booking_url": "https://www.catcocos.com/book"
# provider_idnametransport_typeroutes_servedfrequencycontact_email
1
2
3

Capabilities

Extract the complete Seychelles tourism directory

Our scraper handles the fragmentation of visitseychelles.com, turning unstructured operator listings, dynamic event calendars, and scattered attraction details into queryable relational data.

Accommodation Directory

Extract hotels, guesthouses, and self-catering properties with full metadata including certification status, capacity, and direct contact details.

Certified Operator Tracking

Capture data on licensed dive centres, boat charters, and tour guides to ensure your platform only lists verified local operators.

Attraction & Beach Metadata

Map out national parks, heritage sites, and beaches with geospatial coordinates, descriptions, and entry requirements.

Event Schedule Extraction

Monitor the cultural calendar for festivals, sports events, and exhibitions with exact dates, locations, and organizer contacts.

Transport & Logistics Data

Parse ferry schedules, domestic flight operators, and ground transport providers to map out island-hopping logistics.

Geospatial Coordinate Mapping

Extract and normalise latitude and longitude points for trails and remote beaches hidden within unstructured description text.

Contact Information Parsing

Bypass basic obfuscation to extract clean email addresses, phone numbers, and official website URLs for local businesses.

Certification Status Monitoring

Track changes to operator licenses and sustainability certifications to maintain compliance on your own platform.

Multi-Island Categorisation

Normalise location data across Mahe, Praslin, La Digue, and the outer islands into a consistent regional schema.

// engagement pipeline

From tourism portal to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Specify the categories you need: accommodations, operators, attractions, or events. We map the extraction schema.

Pipeline Build
d 2–4

We configure crawlers to navigate the directory structure, parse unstructured text, and resolve geospatial data.

Validation & QA
d 4–6

Schema validation, null-rate checks on contact fields, and location normalisation before full launch.

Delivery
ongoing

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

Under the hood

How our pipeline handles directory extraction

Extracting data from government and tourism portals requires handling inconsistent formatting and unstructured text. Here is how we ensure data quality.

pipeline-monitor · visitseychelles.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
Text normalisation
Structuring inconsistent data entry

Tourism portals often feature manual data entry with inconsistent formatting. We apply regex and NLP pipelines to normalise phone numbers, standardise island names, and extract structured amenities from free-text descriptions.

Contact extraction
Resolving obfuscated details

Emails and phone numbers are frequently embedded in images, protected by simple JavaScript, or formatted inconsistently. We use headless browsers and pattern matching to extract pristine contact records.

Geospatial parsing
Extracting hidden coordinates

Location data is often buried in embedded map iframes or unstructured text. We parse the underlying DOM to extract exact latitude and longitude coordinates for attractions and businesses.

Change detection
Only re-scrape what changes

We maintain a hash index of last-seen values per listing. Subsequent runs only push diffs, providing a clean changelog of new operators, revoked certifications, or updated event dates.

Monitoring
Detecting schema drift

Government sites undergo unannounced redesigns. Our observability stack monitors null-rate spikes and schema drift, alerting our engineers to update selectors before your downstream pipelines fail.

Applications

Who uses Visitseychelles data

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

01
OTA Inventory Enrichment

Online travel agencies cross-reference their listings with official certification statuses to ensure compliance and quality.

02
Travel Aggregator Sync

Aggregators build comprehensive directories of local dive centres, boat charters, and guides with accurate contact details.

03
Market Research

Analysts track the growth of certified accommodations and tourism operators across different islands to identify investment trends.

04
Tourism Competitor Analysis

Destination marketing organizations monitor the Seychelles' attraction portfolio and event calendar for competitive benchmarking.

05
Geospatial Mapping

Navigation and mapping applications ingest coordinates for remote beaches and trails to improve local routing.

06
Local Directory Building

B2B service providers extract operator contact details to build targeted outreach lists for the hospitality sector.

Why DataFlirt

"The official Seychelles tourism portal holds the most accurate directory of certified operators, but extracting it requires constant schema maintenance."

Aggregating travel data relies on pristine source material. Visitseychelles.com provides authoritative certification statuses and contact details for local operators. DataFlirt extracts this fragmented directory structure into normalised relational tables, handling the scraping infrastructure so your engineering team can focus on product development rather than proxy rotation.

Technical Spec

Visitseychelles scraper technical capabilities

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

JavaScript rendering
Full Playwright sessions to load dynamic event calendars and embedded maps
Supported
CAPTCHA bypass
Automated 2Captcha integration for rate-limit challenges
Supported
Residential proxy rotation
ISP-grade residential IPs to prevent IP blocking during full directory crawls
Supported
Geospatial data extraction
Parsing embedded map iframes for exact latitude and longitude
Supported
Change detection (diffs)
Hash-based diff to only emit records with changed fields since last run
Supported
Email obfuscation bypass
Resolving JavaScript-protected or encoded contact information
Supported
Webhook delivery
HTTP POST per record for real-time downstream processing
Supported
Operator login portal
Gated B2B operator portal requiring local business registration credentials
Partial
Direct booking API access
Internal booking systems and payment gateways are not accessible via public scraping
Partial
Infrastructure

Infrastructure powering the pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheusFastAPICelery
Scrapy + Playwright Stack

Scrapy handles crawl orchestration and retry logic. Playwright handles JavaScript rendering for dynamic event calendars and embedded maps.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies to ensure consistent access during full directory crawls without triggering rate limits.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling and dependency management. 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 array structures
CSV
Flat file with typed columns for easy import
XLS
Excel 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 processing
API
REST endpoint to query the latest extracted dataset
PostgreSQL
Upsert into your existing schema with conflict resolution
BigQuery
Streamed directly into your dataset
Snowflake
Stage and COPY INTO workflow
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping visitseychelles.com legal?

Scraping publicly available directory information is generally permissible. DataFlirt targets only public, non-authenticated accommodation, operator, and attraction data. We do not attempt to bypass login portals or extract personal data beyond public business contacts.

How do you handle unstructured data entry?

Tourism portals often have inconsistent formatting. We apply regex and NLP pipelines during the extraction phase to normalise phone numbers, standardise island names, and map unstructured amenities to boolean fields.

Can you extract hidden contact emails?

Yes. We use headless Playwright browsers to execute JavaScript and resolve obfuscated contact details, ensuring you receive clean email addresses and phone numbers.

How fresh is the data?

We typically run directory crawls on a weekly or monthly cadence depending on your requirements, as tourism data changes relatively slowly. Event calendars can be monitored daily.

Do you extract geospatial coordinates for beaches and trails?

Yes. Where visitseychelles.com embeds maps or provides location data, we parse the underlying DOM or API requests to extract exact latitude and longitude coordinates.

What is the minimum viable engagement?

Our minimum engagement covers a full initial extraction of the core directories (accommodations, operators, attractions) with scheduled monthly diff updates. Contact us for a scoped quote based on your delivery frequency.

$ dataflirt scope --new-project --source=visitseychelles.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 one-off directory dump or a continuous monitor for new certified operators, we scope, build, and operate the pipeline. Tell us what you need.

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