We extract package holiday pricing, hotel metadata, flight schedules, and availability from First Choice. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Package Holidays objects from firstchoice.co.uk. All fields typed and schema-versioned.
"package_id": "FC-99281A", "title": "Holiday Village Atlantica Kos", "destination": "Marmari, Kos, Greece", "duration_nights": 7, "price_per_person": 849.0, "total_price": 1698.0, "board_basis": "All Inclusive", "departure_date": "2026-07-14"
| # | package_id | title | destination | departure_airport | duration_nights | price_per_person |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Hotel Metadata objects from firstchoice.co.uk. All fields typed and schema-versioned.
"hotel_id": "HTL-4492", "name": "Holiday Village Atlantica Kos", "location": "Kos, Greece", "star_rating": 4.5, "tripadvisor_rating": 4.0, "distance_to_beach": "Beachfront", "family_friendly": true
| # | hotel_id | name | location | star_rating | tripadvisor_rating | amenities |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Flight Data objects from firstchoice.co.uk. All fields typed and schema-versioned.
"flight_id": "TOM-4492", "airline": "TUI Airways", "origin": "London Gatwick (LGW)", "destination": "Kos (KGS)", "departure_time": "2026-07-14T06:15:00Z", "flight_duration": "4h 05m", "is_direct": true
| # | flight_id | airline | origin | destination | departure_time | arrival_time |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Pricing & Availability objects from firstchoice.co.uk. All fields typed and schema-versioned.
"package_id": "FC-99281A", "date_scraped": "2026-05-12T10:15:00Z", "available_rooms": 3, "total_price": 1698.0, "discount_applied": 150.0, "deposit_required": 0.0, "currency": "GBP"
| # | package_id | date_scraped | available_rooms | total_price | discount_applied | deposit_required |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Reviews & Ratings objects from firstchoice.co.uk. All fields typed and schema-versioned.
"review_id": "REV-88392", "hotel_id": "HTL-4492", "rating": 5, "date_posted": "2026-04-10", "traveller_type": "Family", "source": "TripAdvisor", "review_text": "Excellent facilities for children and great food options."
| # | review_id | hotel_id | author | rating | date_posted | review_text |
|---|---|---|---|---|---|---|
| 1 | ||||||
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| 3 |
Our First Choice scraper handles complex search flows, dynamic pricing, and availability tracking with JavaScript rendering and session management built in.
Capture total price, per person breakdown, and deposit requirements across all available dates and durations.
Extract operating airlines, departure times, arrival times, and baggage rules linked to each holiday package.
Aggregate amenities, official star ratings, descriptions, and high-resolution image URLs for every property.
Track sold out statuses and low inventory warnings to model demand and booking velocity.
Extract pricing variations for All Inclusive, Half Board, Bed and Breakfast, and Self Catering configurations.
Map regional UK airport availability to specific destinations and track regional price variations.
Capture promotional banners, strike-through prices, and online discount codes applied to final totals.
Extract integrated TripAdvisor scores and native customer feedback embedded within First Choice listings.
Run continuous pipelines at daily or hourly cadences with change-detection diffing for price alerts.
Brief in. Clean data out.
Provide destination lists, departure airports, or specific hotel IDs. We design the extraction schema together.
We configure Playwright crawlers, session management, and rate-limit handling for firstchoice.co.uk.
Schema validation, null-rate checks, and price-outlier detection before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Travel sites rely heavily on session state and dynamic rendering. Here is how we maintain stable data flows.
First Choice relies on complex session tokens to load pricing and availability. We maintain valid search sessions and handle cookie lifecycles to ensure accurate price rendering without triggering bot protections.
Search results and dynamic price calendars are heavily JavaScript-rendered. We run full Playwright browser sessions to trigger lazy-loaded content and hydrate pricing widgets accurately.
Travel aggregators block data centre IPs aggressively. Our crawlers use UK residential ISP proxies with realistic browser fingerprints to ensure consistent access to regional pricing.
We use multiple fallback chains per field, including JSON data object extraction, so minor frontend layout changes do not break your data pipeline.
For large route networks, we maintain a hash index of last-seen prices. Subsequent runs only push diffs, reducing compute cost and downstream processing load.
Travel agencies and tour operators track First Choice pricing to adjust their own margins and promotional offers.
Airlines and hoteliers monitor package prices to understand how their inventory is being bundled and sold to consumers.
Analysts track destination popularity, average duration trends, and seasonal price fluctuations across the UK outbound market.
Meta-search engines integrate structured First Choice data to provide comprehensive comparison tools for holidaymakers.
Supply chain teams correlate sold-out indicators and price increases with regional demand to forecast travel volume.
Competitors track the availability of specific room types and flight routes to identify supply shortages in the market.
"First Choice holds critical pricing signals for the UK outbound travel market, but extracting accurate package totals requires executing complex search flows."
Most teams underestimate the complexity of travel scraping. Extracting accurate pricing from firstchoice.co.uk requires maintaining session state, rendering dynamic search results, and handling strict rate limits. DataFlirt manages this infrastructure so your engineers can focus on pricing models and market analysis.
Everything supported by our firstchoice.co.uk scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
Scrapy handles orchestration and retry logic. Playwright manages complex search flows, cookie sessions, and JavaScript rendering.
We maintain pools of UK residential ISP proxies to ensure accurate localized pricing and avoid data centre blocking.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting.
Data delivered to where your team already works — no new tooling required.
About firstchoice.co.uk scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available pricing and availability information is generally permissible. DataFlirt targets only public, non-authenticated data. We do not extract personal data or circumvent authentication walls. Clients should review terms of service and consult legal counsel for specific use cases.
Our infrastructure uses full Playwright browser sessions to execute the exact search flows a human would. We maintain the required session cookies and tokens to ensure the prices extracted reflect accurate, bookable totals.
Yes. We can configure the pipeline to search for packages originating from specific UK regional airports to map price variations across different departure points.
Pipelines can be configured for daily refreshes across a broad set of destinations, or higher frequency hourly checks for specific high-value routes or hotels.
Yes. We extract the pricing increments for All Inclusive, Half Board, and Self Catering options where available for a given property.
Our smallest packages start at a defined list of destinations or hotels with daily delivery. We price based on search volume and delivery frequency.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a daily extract of Mediterranean package prices or continuous monitoring of specific hotel inventory, we scope, build, and operate the pipeline. Tell us what you need.
