SYSTEM all green source exodus.co.uk queue 8,412 pages p99 latency 214ms dataflirt.com · scraper/exodus-co.uk
RUN | 31 active pipelines | exodus.co.uk live

Exodus trip data,
at warehouse scale.

We extract tour listings, daily itineraries, departure pricing, availability signals, and reviews from Exodus Travels. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Tours extracted
1,248 /run
Departure updates
14.2K /24h
Review records
42.1K /run
Active pipelines
31
Uptime
99.98%
Data Dictionary

Every field we extract from exodus.co.uk

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

Complete list of extractable fields for Tour Overview objects from exodus.co.uk. All fields typed and schema-versioned.

trip_codetitledestination_countryregionduration_daysactivity_levelmin_agegroup_size_mingroup_size_maxbase_pricecurrencyratingreview_counttour_url
tour_overview
● 200 OK
"trip_code": "TPA",
"title": "Amalfi Coast Walking",
"destination_country": "Italy",
"duration_days": 8,
"activity_level": "Level 3",
"base_price": 1499.0,
"currency": "GBP",
"rating": 4.8,
"review_count": 342
# trip_codetitledestination_countryregionduration_daysactivity_level
1
2
3

Complete list of extractable fields for Departures & Pricing objects from exodus.co.uk. All fields typed and schema-versioned.

trip_codedeparture_datereturn_datepricelist_pricecurrencyavailability_statusguaranteed_departureflight_includeddiscount_pctspaces_leftscraped_at
departures_& pricing
● 200 OK
"trip_code": "TPA",
"departure_date": "2026-05-14",
"return_date": "2026-05-21",
"price": 1499.0,
"availability_status": "Available",
"guaranteed_departure": true,
"flight_included": false,
"spaces_left": 4
# trip_codedeparture_datereturn_datepricelist_pricecurrency
1
2
3

Complete list of extractable fields for Daily Itinerary objects from exodus.co.uk. All fields typed and schema-versioned.

trip_codeday_numberday_titledescriptionaccommodationmeals_includedtransportoptional_activitieswalking_distance_kmascent_mdescent_m
daily_itinerary
● 200 OK
"trip_code": "TPA",
"day_number": 3,
"day_title": "Walk the Path of the Gods",
"accommodation": "Hotel Due Golfi",
"meals_included": "['Breakfast', 'Dinner']",
"walking_distance_km": 11.5,
"ascent_m": 450,
"descent_m": 600
# trip_codeday_numberday_titledescriptionaccommodationmeals_included
1
2
3

Complete list of extractable fields for Customer Reviews objects from exodus.co.uk. All fields typed and schema-versioned.

review_idtrip_codeauthortravel_datestar_ratingtitlebodyguide_ratingitinerary_ratinghelpful_votesverified_traveller
customer_reviews
● 200 OK
"review_id": "REV-89214",
"trip_code": "TPA",
"author": "Sarah Jenkins",
"travel_date": "2025-09-12",
"star_rating": 5,
"title": "Incredible views and great guide",
"guide_rating": 5,
"verified_traveller": true
# review_idtrip_codeauthortravel_datestar_ratingtitle
1
2
3

Complete list of extractable fields for Essential Info objects from exodus.co.uk. All fields typed and schema-versioned.

trip_codewhats_includedwhats_not_includedvisa_requirementsvaccination_reqspacking_listtransport_typesaccommodation_typescarbon_footprint_kglocal_payment_req
essential_info
● 200 OK
"trip_code": "TPA",
"transport_types": "['Minibus', 'Boat']",
"accommodation_types": "['Standard Hotel']",
"carbon_footprint_kg": 245,
"visa_requirements": "No visa required for UK citizens",
"local_payment_req": 0,
"whats_included": "['7 nights accommodation', 'All breakfasts', '5 dinners']"
# trip_codewhats_includedwhats_not_includedvisa_requirementsvaccination_reqspacking_list
1
2
3

Capabilities

Complete travel catalogue extraction

Our Exodus scraper handles the entire site structure: trip overview pages, complex departure date matrices, paginated reviews, and daily itinerary breakdowns. We map everything into a relational schema.

Full Itinerary Extraction

Day by day breakdown including titles, descriptions, included meals, accommodation details, and physical metrics like ascent or descent.

Departure Date Matrices

Capture every scheduled departure, return date, guaranteed status, and remaining availability for the next 24 months.

Dynamic Pricing Capture

Extract base prices, flight inclusive options, single supplement fees, and limited time discount percentages.

Activity Level Normalisation

Categorise trips by Exodus's specific Activity Level ratings, walking distances, and minimum age requirements.

Review & Rating Mining

Full review text, star ratings, travel dates, and verified traveller flags paginated across all trip pages.

Inclusions & Exclusions

Structured arrays of what is included, transport types, visa requirements, and carbon footprint metrics per trip.

Destination Mapping

Map trips to primary countries, regions, and specific geographic tags used in the Exodus navigation hierarchy.

Availability Tracking

Monitor spaces left on specific departures to track booking velocity and sell out rates.

Scheduled Diffs

Run continuous pipelines at daily cadences with change detection diffing for pricing and availability updates.

// engagement pipeline

From trip code to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target regions, activity types, or specific trip codes. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, proxy rotation, and session management for exodus.co.uk.

Validation & QA
d 4–6

Schema validation, null rate checks, price outlier detection, and sample itineraries before full launch.

Delivery
ongoing

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

Under the hood

Handling travel site complexity

Travel operators use complex JavaScript matrices for pricing and availability. We manage the rendering and normalisation so you get clean tables.

pipeline-monitor · exodus.co.uk · 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 rendering
Playwright for pricing matrices

Exodus loads departure dates, availability, and pricing dynamically via API calls and JavaScript. We use Playwright to execute these scripts, select different flight options, and extract the resulting DOM updates.

Data normalisation
Structuring unstructured itineraries

Day by day itineraries are often formatted inconsistently. We parse the HTML nodes to separate day numbers, titles, meal inclusions, and descriptive text into strict JSON arrays.

Change detection
Track booking velocity

By hashing departure date records, we identify when availability drops or prices change. This allows you to track booking velocity without storing redundant data across runs.

Anti-bot layer
UK residential proxies

We route requests through UK residential IPs to ensure we receive the correct GBP pricing and avoid geographic redirects or rate limiting from their CDN.

Schema stability
Resilient CSS and XPath selectors

Travel sites frequently update their booking engine UI. We use multiple fallback chains per field to ensure a minor layout change does not break your data pipeline.

Applications

Who uses Exodus data

Teams across industries use exodus.co.uk data to build competitive products and smarter operations.

01
Competitor Price Monitoring

Rival tour operators track Exodus pricing, single supplements, and discount strategies across specific regions to optimise their own margins.

02
Market Research & Product Development

Travel analysts evaluate itinerary structures, duration preferences, and activity levels to identify gaps in the adventure travel market.

03
Booking Velocity Analysis

By tracking changes in departure availability over time, analysts estimate sales volume and seasonal demand curves.

04
Review Sentiment Analysis

Aggregating customer reviews helps identify common complaints or highly praised guide behaviours to inform service improvements.

05
Aggregator Platforms

Specialist travel aggregators ingest Exodus catalogue data to display comprehensive search results for adventure holidays.

06
Sustainability Tracking

Analysts track carbon footprint metrics and transport methods published by operators to benchmark industry sustainability efforts.

Why DataFlirt

"Adventure travel pricing is highly dynamic. Without structured extraction, tracking availability and yield management strategies across thousands of departures is impossible."

Most teams struggle with the nested complexity of travel booking engines. Reliable extraction requires JavaScript rendering for pricing matrices, careful parsing of unstructured itineraries, and daily monitoring. DataFlirt handles this infrastructure so your analysts can focus on market intelligence.

Technical Spec

Exodus scraper technical specifications

Everything supported by our exodus.co.uk scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

JavaScript rendering
Playwright sessions required for departure matrices and dynamic pricing
Supported
Residential proxy rotation
UK based residential IPs to ensure correct local pricing
Supported
Itinerary parsing
Extraction of day by day segments into structured arrays
Supported
Review pagination
Full review corpus extraction across all pages per trip
Supported
Change detection
Hash based diffing for pricing and availability updates
Supported
Activity level mapping
Standardised extraction of physical requirements
Supported
Customer booking history
Requires authenticated access to user accounts
Partial
Exodus Collective loyalty points
Gated behind the user login portal
Partial
Infrastructure

Infrastructure powering the Exodus pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy & Playwright

Scrapy handles crawl orchestration and retry logic. Playwright handles JavaScript rendering for the complex booking matrices.

Proxy Infrastructure

We maintain pools of UK residential proxies to ensure consistent GBP pricing and avoid geographic redirects.

Cloud Orchestration

Pipelines run on AWS ECS. Airflow handles scheduling and dependency management. All state is stored in PostgreSQL.

Output & Delivery

Your data, your destination

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

JSON
Newline delimited or nested objects
CSV
Flat file with typed columns
XLS
Excel format for manual analysis
Parquet
Columnar format for data warehouses
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record
API
REST endpoints for querying extracted data
BigQuery
Streamed directly into your dataset
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About exodus.co.uk scraping, legality, and pipeline operations.

Ask us directly →
Is scraping Exodus Travels legal?

Scraping publicly available information is generally permissible. DataFlirt targets only public, non authenticated tour, pricing, and review data. We do not extract personal data or circumvent authentication walls.

How do you handle the dynamic pricing matrices?

We use Playwright to render the JavaScript booking engine, simulating user interaction to expose all available departure dates, flight options, and corresponding prices.

Can you track availability changes over time?

Yes. By running daily pipelines and extracting the remaining spaces per departure, we provide a time series dataset that reveals booking velocity.

Do you extract the daily itineraries?

Yes. We parse the itinerary sections into structured arrays, separating day numbers, descriptions, included meals, and accommodation details.

How fresh is the data?

We can configure pipelines to run daily or weekly depending on your requirements. A full catalogue refresh typically completes within a few hours.

Can I request a sample dataset?

Yes. We provide a sample run of up to 50 trip codes during the scoping process so you can validate the schema and data quality.

$ dataflirt scope --new-project --source=exodus.co.uk 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 dump or a continuous availability monitoring feed, we build and operate the pipeline. Tell us what you need.

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

More in tourism and travel guides

Services

Data Extraction for Every Industry

View All Services →