We extract accommodation details, attraction operating hours, event schedules, and Quality Assurance gradings from VisitScotland. Delivered as clean JSON, CSV, or Parquet to S3 or BigQuery 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 Accommodation objects from visitscotland.com. All fields typed and schema-versioned.
"listing_id": "VS-ACC-84921", "name": "The Balmoral Hotel", "property_type": "Hotel", "region": "Edinburgh and The Lothians", "town": "Edinburgh", "quality_assurance_stars": 5, "price_from": 350.0, "latitude": 55.9531, "longitude": -3.189
| # | listing_id | name | property_type | region | town | quality_assurance_stars |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Attractions objects from visitscotland.com. All fields typed and schema-versioned.
"attraction_id": "VS-ATT-1023", "name": "Edinburgh Castle", "category": "Historic Site", "region": "Edinburgh and The Lothians", "admission_price": 19.5, "accessibility_features": "['Wheelchair Access', 'Hearing Loop']", "latitude": 55.9486, "longitude": -3.1999
| # | attraction_id | name | category | region | description | opening_hours |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Events objects from visitscotland.com. All fields typed and schema-versioned.
"event_id": "VS-EVT-5591", "name": "Royal Edinburgh Military Tattoo", "date_start": "2026-08-01", "date_end": "2026-08-24", "venue_name": "Edinburgh Castle Esplanade", "town": "Edinburgh", "price_guide": "From £35.00", "category": "Festival"
| # | event_id | name | date_start | date_end | venue_name | town |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Food & Drink objects from visitscotland.com. All fields typed and schema-versioned.
"listing_id": "VS-FD-3302", "name": "The Kitchin", "establishment_type": "Restaurant", "taste_our_best_award": true, "region": "Edinburgh and The Lothians", "dietary_options": "['Vegetarian', 'Gluten Free']", "phone_number": "+44 131 555 1755", "address_lines": "['78 Commercial Quay', 'Leith', 'Edinburgh']"
| # | listing_id | name | establishment_type | taste_our_best_award | region | description |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Tours & Itineraries objects from visitscotland.com. All fields typed and schema-versioned.
"tour_id": "VS-T-882", "name": "North Coast 500 Explorer", "duration_days": 7, "transport_type": "Car", "region": "Highlands", "operator_name": "Highland Tours Ltd", "route_stops": "['Inverness', 'Ullapool', 'Durness', "John o' Groats"]", "price_guide": "Self-guided"
| # | tour_id | name | duration_days | transport_type | region | route_stops |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our VisitScotland scraper handles dynamic map interfaces, complex taxonomy structures, and seasonal content shifts to deliver structured geospatial and grading data.
Hotels, B&Bs, and self-catering properties with full facility lists and official Quality Assurance star ratings.
Operating hours, seasonal closures, admission prices, and accessibility features for national attractions.
Dates, venues, ticket links, and descriptions for local and national Scottish events across all regions.
Extract food and drink listings with official VisitScotland culinary accreditations and dietary tags.
Latitude, longitude, and OS grid references for precise regional plotting and spatial analysis.
Direct booking URLs, phone numbers, and email addresses extracted for lead generation workflows.
Wheelchair access, hearing loops, and visual impairment support details mapped per venue.
Highlands, Fife, Scottish Borders, and island groupings mapped precisely to local authority boundaries.
Multi-day route extractions including stop coordinates, transport modes, and operator details.
Brief in. Clean data out.
Provide categories, regions, or specific listing types. We design the extraction schema together.
We configure Scrapy / Playwright crawlers, proxy rotation, and map-boundary pagination logic for visitscotland.com.
Schema validation, null-rate checks, coordinate verification, and sample datasets before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Tourism boards rely heavily on dynamic map rendering and complex filtering systems. Here is how we build resilient pipelines for VisitScotland data.
VisitScotland limits list-view pagination. We calculate overlapping geographical bounding boxes and pass these coordinates to the underlying search API, ensuring zero data loss across dense regions like Edinburgh or Glasgow.
Phone numbers and external booking URLs are often obfuscated or load asynchronously. We use Playwright to execute JavaScript and trigger interaction events, capturing the underlying contact data reliably.
Attraction opening times vary by month and Scottish public holidays. Our pipeline normalises unstructured text descriptions into structured JSON arrays representing distinct seasonal operating windows.
VisitScotland frequently updates its category taxonomy and regional definitions. We use fallback chains and LD+JSON structured data extraction to ensure pipeline stability during site redesigns.
To prevent 403 blocks during deep crawls of the accommodation directory, we route requests through UK-based residential IP pools with randomised delays mimicking human browsing behaviour.
Online Travel Agencies cross-reference their inventory against official Quality Assurance ratings to identify missing high-value properties.
Mobile application developers ingest structured attraction and event data to populate regional guides and itinerary builders.
B2B service providers extract accommodation and restaurant contact details to target hospitality businesses in specific Scottish regions.
Consultancies track the growth of specific property types and Taste Our Best awards to model regional economic development.
GIS analysts plot accommodation density against attraction locations to identify infrastructure gaps for local government planning.
Ticketing platforms and regional news outlets syndicate VisitScotland event schedules to maintain comprehensive local calendars.
"VisitScotland holds the definitive database of Scottish tourism assets, but extracting structured geospatial and grading data requires a resilient pipeline."
Most teams underestimate the investment required to scrape regional tourism boards. VisitScotland relies on dynamic map interfaces, complex taxonomy structures, and seasonal content shifts. DataFlirt absorbs that complexity so your engineers can focus on the analysis, not the infrastructure.
Everything supported by our visitscotland.com 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 crawl orchestration and deduplication. Playwright executes JavaScript to reveal obfuscated contact details and interact with map elements.
We maintain pools of UK residential ISP proxies to handle rate limits during deep directory crawls, ensuring high success rates.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling for weekly or monthly directory refreshes. All state stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About visitscotland.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available directory information is generally permissible under UK law. DataFlirt targets only public, non-authenticated accommodation, attraction, and event data. We do not extract personal user data or circumvent authentication walls.
VisitScotland restricts standard list pagination. We calculate geographical bounding boxes and query the underlying spatial API directly, ensuring we capture all listings in dense areas like Edinburgh without hitting result limits.
Yes. We extract the official star ratings, Taste Our Best awards, and Information Centre (iCentre) affiliations for every property and restaurant.
Event pipelines typically run on a weekly cadence to capture new additions and date changes. We can configure daily runs for specific regions if required.
Yes. We extract the exact latitude and longitude for each listing and map them to standard VisitScotland regions (e.g., Highlands, Fife, Dumfries & Galloway).
Our minimum engagement covers a full extraction of a specific primary category (e.g., all Accommodations or all Attractions) delivered as a one-off dataset or monthly feed. Contact us for a scoped quote.
Absolutely. We provide a sample run of up to 500 listings as part of the pre-engagement scoping process so you can validate schema fit and field completeness.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off export of Scottish accommodations or a continuous feed of national events — we scope, build, and operate the pipeline. Tell us what you need.
