We extract attractions, dining spots, event schedules, and precinct guides from visitsingapore.com. 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 Attractions objects from visitsingapore.com. All fields typed and schema-versioned.
"name": "Gardens by the Bay", "category": "Nature & Wildlife", "precinct": "Marina Bay", "latitude": 1.2816, "longitude": 103.8636, "operating_hours": "05:00 to 02:00"
| # | id | name | category | precinct | description | address |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Dining objects from visitsingapore.com. All fields typed and schema-versioned.
"name": "Lau Pa Sat", "cuisine_type": "Local Hawker", "halal_certified": true, "price_tier": "$", "precinct": "CBD", "michelin_star": 0
| # | id | name | cuisine_type | michelin_star | halal_certified | price_tier |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Events objects from visitsingapore.com. All fields typed and schema-versioned.
"title": "Singapore Grand Prix", "event_type": "Sports", "start_date": "2026-09-18", "end_date": "2026-09-20", "venue": "Marina Bay Street Circuit", "ticket_price": "From SGD 128"
| # | id | title | event_type | start_date | end_date | venue |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Precincts objects from visitsingapore.com. All fields typed and schema-versioned.
"name": "Kampong Gelam", "vibe": "Heritage & Hipster", "nearest_mrt": "Bugis (EW12/DT14)", "key_attractions": "['Sultan Mosque', 'Haji Lane']", "history": "Historic seat of Malay royalty in Singapore.", "getting_there": "5 min walk from Bugis MRT."
| # | name | description | hero_image | key_attractions | getting_there | vibe |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Itineraries objects from visitsingapore.com. All fields typed and schema-versioned.
"title": "3 Days in Singapore", "duration_days": 3, "theme": "Family Fun", "day_number": 1, "stop_number": 2, "location_name": "Singapore Zoo", "time_spent": "4 hours"
| # | title | duration_days | target_audience | theme | day_number | stop_number |
|---|---|---|---|---|---|---|
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Our pipeline handles every layer of the platform: attraction listings, dynamic event calendars, precinct guides, and nested itineraries. We manage the client-side rendering and API interception.
Extract full metadata, coordinates, operating hours, and ticketing links for every listed point of interest.
Capture dates, venues, organizers, and ticket availability from the dynamic event portal.
Filter and extract restaurants by cuisine, halal certification status, and Michelin guide mentions.
Map neighborhood data, historical context, and nearest MRT stations for localized guides.
Flatten interactive day-by-day routing into relational tables with transit instructions.
Intercept map API payloads to extract precise latitude and longitude coordinates hidden from the DOM.
Extract and normalise content across English, Mandarin, Malay, and Tamil language variants.
Capture high-resolution image URLs and promotional video links associated with each listing.
Track event schedule changes, temporary attraction closures, and new precinct promotions.
Brief in. Clean data out.
Provide categories, precinct URLs, or event filters. We design the extraction schema together.
We configure Scrapy and Playwright crawlers, proxy rotation, and map API interception.
Schema validation, null-rate checks, and coordinate accuracy verification before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Tourism sites rely heavily on interactive maps, dynamic event calendars, and client-side rendering. We handle the complexity.
Attraction coordinates are often embedded in map widget initialization scripts rather than the DOM. We intercept map API payloads to extract precise latitude and longitude coordinates.
Event listings load via background XHR requests. Our pipeline intercepts these API calls directly, bypassing the UI to extract structured JSON payloads for upcoming events.
Singapore's official tourism site serves content in multiple languages. We normalise category taxonomies and precinct names across language subdirectories into a single unified schema.
Suggested itineraries use interactive timelines. We traverse these DOM structures to output flat, relational data: Itinerary to Day to Stop to Transit instructions.
Even public tourism boards implement rate limiting and basic WAF protection. We route requests through Singaporean residential IPs to maintain high concurrency without triggering blocks.
OTAs and metasearch engines enrich their own destination guides with official attraction operating hours and descriptions.
Transport apps ingest precinct and event data to forecast demand spikes and map popular pick-up zones.
Hotels integrate live event calendars and dining recommendations into guest-facing apps.
Researchers analyse official tourism promotion patterns and precinct focus areas over time.
Itinerary planning apps seed their databases with verified attraction coordinates and transit instructions.
Mall operators track promoted tourist zones and nearby events to estimate footfall.
"VisitSingapore holds the definitive baseline for the island's tourism infrastructure, but extracting its interactive maps and nested itineraries requires dedicated pipeline engineering."
Tourism boards increasingly build sites as single-page applications heavily reliant on client-side state and interactive widgets. Scraping visitsingapore.com means intercepting map API payloads, hydrating event calendars, and normalising complex itinerary structures. DataFlirt handles this extraction layer entirely.
Everything supported by our visitsingapore.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 orchestration and retry logic. Playwright executes JavaScript for map widgets and infinite-scroll event calendars.
We route traffic through Singapore-based residential proxies to ensure localized content delivery and bypass WAF rate limits.
Pipelines run on AWS Lambda and ECS. Airflow manages scheduling for daily event updates and weekly attraction refreshes.
Data delivered to where your team already works — no new tooling required.
About visitsingapore.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available tourism information is generally permissible. DataFlirt extracts only public attraction, event, and dining data. We do not bypass authentication for gated partner portals.
We intercept the underlying API payloads and JSON state objects that populate the map widgets, extracting precise latitude and longitude coordinates without relying on fragile DOM scraping.
Yes. The site serves content in Mandarin, Malay, Tamil, and other languages. We configure the pipeline to extract and map parallel language subdirectories into a unified schema.
Event calendars can be scraped daily to capture new announcements, ticket availability changes, and cancellations. Static attraction data is typically refreshed weekly or monthly.
We extract the high-resolution source URLs for images and promotional videos. We do not host the media files, but deliver the URLs alongside the structured text data.
We flatten complex visual itineraries into relational formats. A single itinerary yields a parent record, with child records for each day, and nested records for specific stops and transit instructions.
20-minute scoping call. Pilot dataset within the week. Production within two. From dynamic event calendars to precise attraction coordinates. We build and maintain the visitsingapore.com pipeline so you can focus on integration.
