SYSTEM all green source jamaicatourism.com queue 18,402 pages p99 latency 284ms dataflirt.com · scraper/jamaicatourism-com
RUN - 14 active pipelines - jamaicatourism.com live

Jamaica travel data,
structured for aggregators.

We extract accommodation listings, tour operator details, attraction coordinates, and event schedules from jamaicatourism.com. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Accommodations
4,291 total
Attractions
1,842 total
Event updates
450 /week
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from jamaicatourism.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 jamaicatourism.com. All fields typed and schema-versioned.

hotel_idnametypeparishaddresslatitudelongitudephoneemailwebsitestar_ratingamenitiesdescriptionimage_urls
accommodations
● 200 OK
"name": "Half Moon Resort",
"type": "Resort",
"parish": "St. James",
"address": "Rose Hall, Montego Bay",
"star_rating": 5.0,
"amenities": "['WiFi', 'Pool', 'Spa']"
# hotel_idnametypeparishaddresslatitude
1
2
3

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

attraction_idnamecategoryparishdescriptionentry_fee_usdopening_hoursdurationfamily_friendlylatitudelongitudeprovider_namecontact_info
attractions_& tours
● 200 OK
"name": "Dunn's River Falls",
"category": "Nature & Parks",
"parish": "St. Ann",
"entry_fee_usd": 25.0,
"duration": "3 hours",
"family_friendly": true
# attraction_idnamecategoryparishdescriptionentry_fee_usd
1
2
3

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

event_idtitlecategorystart_dateend_datevenue_nameparishdescriptionticket_urlorganizercontact_email
events_& festivals
● 200 OK
"title": "Reggae Sumfest",
"category": "Music Festival",
"start_date": "2026-07-18",
"venue_name": "Catherine Hall",
"parish": "St. James",
"organizer": "Downsound Entertainment"
# event_idtitlecategorystart_dateend_datevenue_name
1
2
3

Complete list of extractable fields for Local Businesses objects from jamaicatourism.com. All fields typed and schema-versioned.

business_idnamecategorysub_categoryaddressparishphoneoperating_hourswebsitedescriptionlatitudelongitude
local_businesses
● 200 OK
"name": "Rick's Cafe",
"category": "Dining",
"sub_category": "Bar & Restaurant",
"parish": "Westmoreland",
"phone": "+1 876-957-0380",
"operating_hours": "12:00 PM - 10:00 PM"
# business_idnamecategorysub_categoryaddressparish
1
2
3

Complete list of extractable fields for Travel Guides objects from jamaicatourism.com. All fields typed and schema-versioned.

guide_idtitleauthorpublish_dateparish_focuscontent_bodytagsfeatured_imagerelated_attractionstime_to_read
travel_guides
● 200 OK
"title": "Top 10 Beaches in Negril",
"author": "Jamaica Tourist Board",
"publish_date": "2025-11-04",
"parish_focus": "Westmoreland",
"tags": "['Beaches', 'Relaxation', 'Negril']",
"time_to_read": "5 mins"
# guide_idtitleauthorpublish_dateparish_focuscontent_body
1
2
3

Capabilities

Complete destination intelligence

Our scraper extracts the full catalogue of Jamaican tourism data: hotels, tours, events, and local guides, bypassing basic bot protection to deliver structured destination datasets.

Accommodation Extraction

Extract hotel names, addresses, star ratings, amenities, and contact information across all Jamaican parishes.

Geospatial Coordinate Mapping

Capture exact latitude and longitude data for attractions and businesses from embedded map widgets.

Event Schedule Tracking

Monitor seasonal festivals, music events, and local gatherings with start dates, venues, and ticket links.

Image Gallery Scraping

Download high-resolution image URLs for hotels and attractions, maintaining gallery order and metadata.

Category & Parish Taxonomy

Maintain the site's exact hierarchical structure, mapping every entity to its specific parish and category.

Operating Hours & Pricing

Extract structured opening times and baseline entry fees for tours, parks, and museums.

Travel Guide Content

Scrape full-text articles, itineraries, and blog posts published by the tourism board.

Tour Operator Details

Gather registered tour provider names, certification status, and direct contact details.

Scheduled Updates

Run weekly or monthly pipelines to capture new event listings and updated business contact details.

// engagement pipeline

From destination site to structured data

Brief in. Clean data out.

Define Scope
d 0

Provide category URLs, parishes, or event types. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, and map widget parsers.

Validation & QA
d 4–6

Schema validation, null-rate checks, location normalisation, and sample reviews before full launch.

Delivery
ongoing

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

Under the hood

Handling travel site extraction challenges

Tourism portals rely on dynamic map widgets and seasonal content updates. We manage the extraction complexity.

pipeline-monitor · jamaicatourism.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
Map Widgets
Extracting hidden geospatial data

Location coordinates are often buried within JavaScript map initialization code rather than plain HTML. We parse the embedded JSON and Leaflet/Google Maps configuration objects to extract precise latitude and longitude.

Dynamic Galleries
Lazy-loaded image resolution

High-quality images load dynamically as the user scrolls. We use Playwright to simulate user interaction, triggering lazy-loading scripts to capture the complete array of high-resolution media URLs.

Event Expiry
Filtering stale seasonal content

Tourism sites frequently leave past events online. Our pipelines parse date strings into ISO-8601 formats and can filter out historical events at the pipeline level, delivering only future schedules.

Taxonomy Mapping
Normalising parish and region data

Location tags can be inconsistent across different pages. We normalise all location data into standard Jamaican parishes to ensure clean grouping in your database.

Bot Mitigation
Bypassing basic firewall rules

Even government and board tourism sites employ basic WAF protections. We route requests through residential proxies and throttle concurrency to avoid triggering rate limits or IP bans.

Applications

Who uses destination data

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

01
Online Travel Agencies (OTAs)

Enrich internal catalogues with official attraction descriptions, coordinates, and local business data.

02
AI Itinerary Builders

Train generative travel models on structured data covering Jamaican points of interest and event schedules.

03
Market Research

Analyse the distribution of accommodations and tour operators across different parishes.

04
Mapping Applications

Import verified coordinates and business details into custom GIS or consumer mapping tools.

05
Event Aggregators

Syndicate Jamaican music festivals, cultural events, and sporting schedules to global event platforms.

06
Hospitality Pricing Intelligence

Monitor baseline entry fees for local tours to optimise pricing strategies for competing services.

Why DataFlirt

"Structured destination data is the foundation of modern travel planning, but extracting it from dynamic tourism portals requires dedicated infrastructure."

Travel aggregators waste engineering cycles writing brittle scrapers for destination marketing sites. DataFlirt provides a managed pipeline that parses complex map widgets, normalises location taxonomy, and delivers clean JSON directly to your data warehouse.

Technical Spec

Extraction capabilities

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

Coordinate extraction
Parse latitude/longitude from embedded map scripts
Supported
Image gallery URLs
Capture all lazy-loaded high-resolution images
Supported
Parish normalisation
Map all locations to standard Jamaican parishes
Supported
Date parsing
Convert event text dates to standard ISO-8601 format
Supported
JavaScript rendering
Playwright execution for dynamic content and tabs
Supported
Incremental updates
Only deliver new or modified listings since last run
Supported
Contact detail parsing
Extract and format phone numbers and email addresses
Supported
B2B Partner Portal data
Internal documents and metrics for registered travel agents
Partial
User booking history
Private transaction data from the booking engine
Partial
Infrastructure

Infrastructure powering the pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheusBeautifulSoup
Scrapy + Playwright Stack

Scrapy handles crawl orchestration and deduplication. Playwright handles JavaScript rendering and map widget parsing. Combined via scrapy-playwright middleware.

Proxy Infrastructure

We maintain pools of residential proxies to bypass basic WAF protections. Rotation happens per-request to ensure uninterrupted extraction.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling and dependency management. All state is 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 arrays
CSV
Flat file with typed columns
XLS
Excel format for business teams
Parquet
Columnar format for BigQuery and Snowflake
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record
API
REST endpoint for on-demand queries
PostgreSQL
Direct database insert
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Can you extract data from the interactive maps on jamaicatourism.com?

Yes. We parse the underlying JavaScript objects and JSON configuration files that power the map widgets to extract precise latitude and longitude coordinates for all attractions.

How often can you refresh event schedules?

We typically run event pipelines weekly to capture new festival and concert announcements, though daily schedules are available if required.

Do you download the actual images or just the URLs?

We extract the direct URLs to the highest resolution images available in the galleries. If you require actual file downloads to an S3 bucket, we can configure a custom media pipeline.

Is it legal to scrape public tourism data?

Scraping publicly available factual data, such as business addresses, event dates, and attraction descriptions, is generally permissible. We do not bypass authentication walls or extract personal user data.

How do you handle inconsistent location data?

Our pipeline includes a normalisation step that maps varying location tags to the official Jamaican parish structure, ensuring clean geographic grouping in your dataset.

Can you scrape the private B2B travel agent portal?

No. We strictly extract publicly available information. We do not bypass login screens or extract gated commercial data meant for registered partners.

$ dataflirt scope --new-project --source=jamaicatourism.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 catalogue of accommodations or a weekly feed of local events, we scope, build, and operate the pipeline. Tell us what you need.

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