We extract event schedules, City Card inclusions, museum metadata, neighbourhood guides, and expat directories from Iamsterdam. Delivered as clean JSON, CSV, or Parquet to S3 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 Events & Agenda objects from iamsterdam.com. All fields typed and schema-versioned.
"event_id": "EVT-89321", "title": "Amsterdam Light Festival", "date_start": "2026-11-28", "date_end": "2027-01-19", "location_name": "City Centre Canals", "price_min": 26.5, "category": "Festival", "ticket_url": "https://tickets.iamsterdam.com/light-festival"
| # | event_id | title | date_start | date_end | location_name | price_min |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Venues & Museums objects from iamsterdam.com. All fields typed and schema-versioned.
"venue_id": "VEN-104", "name": "Rijksmuseum", "address": "Museumstraat 1, 1071 XX Amsterdam", "latitude": 52.3599, "longitude": 4.8852, "admission_fee": 22.5, "city_card_included": true, "website": "https://www.rijksmuseum.nl"
| # | venue_id | name | address | latitude | longitude | opening_hours |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for City Card Offers objects from iamsterdam.com. All fields typed and schema-versioned.
"offer_id": "CC-902", "offer_title": "Free Canal Cruise", "discount_type": "FREE_ENTRY", "discount_value": 100, "venue_name": "Stromma Netherlands", "category": "Transport", "valid_until": "2026-12-31", "url": "https://www.iamsterdam.com/city-card/offers/stromma"
| # | offer_id | offer_title | discount_type | discount_value | venue_name | valid_until |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Expat Guides objects from iamsterdam.com. All fields typed and schema-versioned.
"article_id": "EXP-441", "title": "Registering with the municipality", "category": "Formalities", "publish_date": "2025-08-12", "tags": "['BSN', 'Relocation', 'Municipality']", "author": "IN Amsterdam", "url": "https://www.iamsterdam.com/en/living/take-care-of-official-matters/registration"
| # | article_id | title | category | publish_date | content_text | related_links |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Neighbourhoods objects from iamsterdam.com. All fields typed and schema-versioned.
"neighbourhood_id": "NBH-12", "name": "De Pijp", "description": "A vibrant district known for the Albert Cuyp Market and diverse dining.", "key_attractions": "['Albert Cuyp Market', 'Heineken Experience', 'Sarphatipark']", "transit_options": "['Tram 3', 'Tram 12', 'Metro 52']", "atmosphere_tags": "['Trendy', 'Culinary', 'Bustling']", "url": "https://www.iamsterdam.com/en/explore/neighbourhoods/zuid/de-pijp"
| # | neighbourhood_id | name | description | key_attractions | transit_options | atmosphere_tags |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Iamsterdam scraper navigates dynamic event calendars, interactive map layers, and multi-language directories to deliver structured tourism data.
Dates, times, ticketing links, and categorisation for all cultural events across the city calendar.
Coordinates, opening hours, accessibility tags, and contact details for museums and attractions.
Monitor which venues offer free entry or discounts via the official I amsterdam City Card.
Capture housing, healthcare, and schooling guides published for relocation agencies and new residents.
Extract localised guides, transit links, and attraction density metrics per district.
Track fluctuating admission fees and seasonal pricing models for major venues.
Extract content across Dutch, English, German, and French localisations of the portal.
Capture high-resolution URLs for venue galleries, event posters, and neighbourhood photography.
Run daily or weekly pipelines to keep event calendars and pricing accurate in your database.
Brief in. Clean data out.
Provide categories, event date ranges, or language variants. We design the extraction schema together.
We configure Scrapy / Playwright crawlers, handle multi-language routing, and manage pagination.
Schema validation, null-rate checks, and coordinate verification before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Iamsterdam relies heavily on dynamic loading for events and interactive map layers. Here is how we maintain data integrity.
The event agenda relies on client-side JavaScript to load dates and filter results. We use full Playwright sessions to trigger API calls and render the complete calendar before extraction.
The site structure shifts between Dutch and English versions. Our pipelines normalise the DOM structure, mapping translated fields into a single unified schema regardless of the source language.
Venue locations are often embedded in interactive map layers rather than plain text. We intercept the underlying JSON payloads to extract precise latitude and longitude coordinates.
Museum pages differ significantly from restaurant listings. We deploy multi-layered XPath and CSS selectors to ensure contact details and opening hours are captured accurately across varying templates.
For ongoing pipelines, we maintain a hash index of event details. Subsequent runs only push updates for cancelled events, changed times, or new additions, reducing processing load.
Incorporate real-time local event calendars and museum metadata into booking platforms.
Aggregate municipal guides, housing rules, and registration procedures for corporate relocation packages.
Populate local discovery applications with accurate, categorised cultural agendas and ticketing links.
Analyse event density, pricing trends, and neighbourhood popularity to forecast tourism demand.
Sync official restaurant and venue listings to maintain accurate opening hours and contact details.
Monitor City Card inclusions and competitor admission fees to adjust independent tour pricing.
"Iamsterdam holds the definitive, real-time pulse of the city's cultural calendar and tourism infrastructure, but extracting it requires navigating complex multi-language DOMs."
Most teams underestimate the investment required to scrape municipal portals. Iamsterdam utilises dynamic event rendering, interactive map layers, and frequent layout updates. DataFlirt absorbs that complexity so your engineers can focus on the analysis, not the infrastructure.
Everything supported by our iamsterdam.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 handles JavaScript rendering and interactive map payload interception.
We maintain pools of residential ISP proxies across NL regions. Rotation happens per-request to prevent rate limiting from municipal firewalls.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About iamsterdam.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available municipal and tourism information is generally permissible. DataFlirt targets only public, non-authenticated event, venue, and expat data. We do not extract personal data or circumvent authentication walls.
Yes. We use Playwright to execute the JavaScript required to load pagination, date filters, and category selections, ensuring no events are missed.
We can target any supported localisation on the site. Most clients request the English (EN) or Dutch (NL) versions, but we can extract both simultaneously and map them to a unified schema.
We typically configure event pipelines to run daily or weekly, capturing new additions and flagging cancelled or rescheduled events via our change detection system.
Yes. While coordinates are not always visible in plain text, we intercept the interactive map data payloads to extract precise latitude and longitude for venues and attractions.
Yes. We monitor the City Card sections to flag which venues offer free entry or specific percentage discounts, tracking validity dates and terms.
Our smallest packages start with a defined category set (e.g., all events and museums) with weekly delivery. Contact us for a scoped quote based on your volume requirements.
Yes. We provide a sample run of up to 100 events or venues during the scoping process so you can validate the schema and field completeness before committing.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off venue export or a continuous event agenda feed — we scope, build, and operate the pipeline. Tell us what you need.
