SYSTEM all green source clubmed.com queue 3,192 dates p99 latency 412ms dataflirt.com · scraper/clubmed-com
RUN · 14 active pipelines · clubmed.com live

Club Med data,
at warehouse scale.

We extract resort details, dynamic package pricing, room availability, and inclusions from Club Med. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Resorts tracked
84
Price updates
124K /24h
Availability checks
45K /run
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from clubmed.com

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

Complete list of extractable fields for Resort Details objects from clubmed.com. All fields typed and schema-versioned.

resort_idnametrident_ratingdestinationcountrydescriptionamenitiesactivitieskids_clubimage_urls
resort_details
● 200 OK
"resort_id": "VALC",
"name": "Val d'Isere",
"trident_rating": 5,
"destination": "French Alps",
"country": "France",
"kids_club": true
# resort_idnametrident_ratingdestinationcountrydescription
1
2
3

Complete list of extractable fields for Pricing & Packages objects from clubmed.com. All fields typed and schema-versioned.

resort_idcheck_incheck_outadultskidsdeparture_airporttotal_pricecurrencydiscount_amountpackage_type
pricing_& packages
● 200 OK
"resort_id": "VALC",
"check_in": "2026-01-10",
"check_out": "2026-01-17",
"adults": 2,
"total_price": 4250.0,
"currency": "EUR"
# resort_idcheck_incheck_outadultskidsdeparture_airport
1
2
3

Complete list of extractable fields for Room Types objects from clubmed.com. All fields typed and schema-versioned.

room_idresort_idroom_categorynamecapacitysize_sqmdescriptionbed_typeview_typeaccessibility
room_types
● 200 OK
"room_id": "RM-DELUXE-01",
"room_category": "Deluxe",
"name": "Deluxe Room - Village View",
"capacity": 2,
"size_sqm": 32,
"view_type": "Village"
# room_idresort_idroom_categorynamecapacitysize_sqm
1
2
3

Complete list of extractable fields for Activities & Sports objects from clubmed.com. All fields typed and schema-versioned.

activity_idresort_idcategorynameincludedminimum_ageleveldescriptionequipment_providedschedule
activities_& sports
● 200 OK
"activity_id": "ACT-SKI-01",
"category": "Winter Sports",
"name": "Alpine Skiing Lessons",
"included": true,
"minimum_age": 4,
"equipment_provided": false
# activity_idresort_idcategorynameincludedminimum_age
1
2
3

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

resort_iddateroom_categoryavailable_roomsmin_stay_nightsprice_per_nightcurrencystatuslast_updatedoccupancy_config
availability
● 200 OK
"resort_id": "VALC",
"date": "2026-01-10",
"room_category": "Superior",
"available_rooms": 5,
"status": "AVAILABLE",
"last_updated": "2026-05-12T09:14:00Z"
# resort_iddateroom_categoryavailable_roomsmin_stay_nightsprice_per_night
1
2
3

Capabilities

Everything you need from Club Med — nothing you don't

Our Club Med scraper handles the booking engine complexities: dynamic date searches, occupancy variations, regional pricing, and heavy JavaScript rendering — with anti-bot circumvention built in.

Resort Catalogue Extraction

Extract core resort details, Trident ratings, amenities, and high-resolution image URLs across all global destinations.

Dynamic Price Tracking

Capture package pricing based on exact check-in dates, length of stay, and occupancy configurations.

Room Availability Monitoring

Track inventory levels for specific room categories, identifying sold-out dates and minimum stay requirements.

Trident Rating & Reviews

Extract Club Med's proprietary Trident ratings and aggregated customer feedback scores.

Inclusions & Activities

Map included versus on-demand activities, ski pass inclusions, and equipment rental details per resort.

Multi-Region Pricing

Capture pricing variations across different regional Club Med domains (e.g., .co.uk vs .us vs .fr).

Departure Airport Variations

Track package prices including flights by iterating through different origin airports.

Kids Club & Family Data

Extract age-specific Kids Club availability, pricing, and operational hours.

Scheduled + Streaming Modes

Run daily availability sweeps or continuous pricing monitors for specific high-demand dates.

// engagement pipeline

From resort list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target resorts, date ranges, occupancy rules, and departure airports. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Playwright crawlers, proxy rotation, and session management for the Club Med booking engine.

Validation & QA
d 4–6

Schema validation, null-rate checks, and price-outlier detection 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 Club Med pipeline handles the hard parts

Travel booking engines invest heavily in rate-limiting and session tracking. Here's how we stay resilient.

pipeline-monitor · clubmed.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
Anti-bot layer
Residential proxy rotation + fingerprint spoofing

Travel sites monitor request velocity and IP reputation. Our crawlers use residential ISP proxies with realistic browser fingerprints and full cookie session management.

JavaScript rendering
Full Playwright execution for booking flows

The Club Med search interface is heavily JavaScript-rendered. We run full Playwright browser sessions to interact with date pickers and occupancy selectors.

Session state management
Maintaining state across multi-step searches

Extracting final package prices requires navigating a multi-step funnel. We maintain cookie jars and session tokens across requests to reach the final quote.

Change detection
Only re-scrape what's changed

For large date ranges, we maintain a hash index of last-seen values per field. Subsequent runs only push diffs, reducing downstream processing load.

Monitoring & alerting
24/7 pipeline health with anomaly detection

Every run emits structured logs to our observability stack. We alert on null-rate spikes and price outliers, responding before you notice.

Applications

Who uses Club Med data — and how

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

01
Competitor Price Monitoring

Other all-inclusive operators monitor Club Med pricing to adjust their own seasonal rates and promotional offers.

02
Market Research & Trends

Analysts track resort availability patterns to understand macro travel demand for ski and sun destinations.

03
Travel Aggregation

OTAs and meta-search engines integrate Club Med package data into wider travel comparison platforms.

04
Yield Management

Revenue managers correlate Club Med sell-out dates with broader market capacity to optimise their own inventory pricing.

05
AI Training Data

ML teams use structured resort and amenity descriptions to train travel recommendation engines.

06
Investment Due Diligence

PE firms track resort expansion, pricing power, and occupancy indicators to evaluate the hospitality sector.

Why DataFlirt

"Club Med's dynamic pricing engine holds critical market signals for the all-inclusive sector — but it requires complex session management to extract at scale."

Most teams underestimate the investment required: reliable Club Med scraping requires residential proxies, full JavaScript rendering for the booking flow, CAPTCHA handling, daily selector maintenance, and anomaly monitoring. DataFlirt absorbs that complexity so your engineers can focus on the analysis — not the infrastructure.

Technical Spec

Club Med scraper — technical capabilities

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

JavaScript rendering
Full Playwright sessions required for date pickers and dynamic pricing
Supported
CAPTCHA bypass
Automated 2Captcha + CapSolver integration
Supported
Residential proxy rotation
ISP-grade residential IPs rotated to prevent rate limiting
Supported
Multi-region pricing
Extract prices from different regional domains (e.g., .fr, .co.uk)
Supported
Date-range iteration
Automated sweeps across 365-day booking windows
Supported
Occupancy variations
Iterate through different adult/child mix configurations
Supported
Change detection (diffs)
Hash-based diff: only emit records with changed fields since last run
Supported
Webhook delivery
HTTP POST per record or batch
Supported
Great Members loyalty pricing
Requires authenticated user sessions with specific tier status
Partial
User booking history
Gated behind individual user account authentication
Partial
Infrastructure

Infrastructure powering the Club Med pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Scrapy handles crawl orchestration and retry logic. Playwright handles JavaScript rendering and interaction flows for the booking engine.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies. Rotation happens per-request with sticky sessions required for multi-step pricing funnels.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and 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 format for business analyst teams
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 endpoint to query latest extracted records
BigQuery
Streamed directly into your dataset with schema auto-detect
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Club Med legal?

Scraping publicly available pricing and availability information is generally permissible under applicable law. DataFlirt targets only public, non-authenticated resort and pricing data. We do not extract personal data or circumvent authentication walls.

How do you handle Club Med's anti-bot systems?

We use residential ISP proxies, full Playwright browser sessions with realistic fingerprints, and precise session cookie management to navigate the booking flow without triggering blocks.

Can you extract prices for different departure airports?

Yes. We configure pipelines to iterate through specific origin airports to capture the full package price including flights.

How fresh is the availability data?

Pipelines can be configured to run daily sweeps across entire seasons, or hourly checks for highly specific dates and resorts.

Can you track prices over time?

Yes. Every pipeline run produces timestamped snapshots. We maintain a time-series record for pricing and availability from the date your pipeline starts.

What is the minimum viable engagement?

Our smallest packages start at a defined set of resorts and date ranges with weekly delivery. We price based on search volume and delivery frequency.

Can I request a sample dataset before committing?

Absolutely. We provide a sample run for specific resorts and dates as part of the pre-engagement scoping process to validate schema fit and data quality.

$ dataflirt scope --new-project --source=clubmed.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 resort catalogue dump or continuous price-monitoring across all ski seasons — we scope, build, and operate the pipeline. Tell us what you need.

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