We extract breaking news, live blog updates, match statistics, and Teletekst records from nos.nl. 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 News Articles objects from nos.nl. All fields typed and schema-versioned.
"article_id": "2501934", "title": "Kabinet presenteert nieuwe klimaatplannen", "published_at": "2026-05-12T09:14:00Z", "categories": "['Politiek', 'Binnenland']", "authors": "['NOS Nieuws']", "tags": "['Klimaat', 'Den Haag']"
| # | article_id | url | title | summary | body_text | published_at |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Live Blogs objects from nos.nl. All fields typed and schema-versioned.
"blog_id": "liveblog-849201", "status": "active", "post_id": "post-9921", "post_timestamp": "2026-05-12T10:05:22Z", "post_title": "Update vanuit de rechtbank", "is_pinned": false
| # | blog_id | title | status | last_update | post_id | post_timestamp |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for NOS Sport objects from nos.nl. All fields typed and schema-versioned.
"match_id": "voetbal-eredivisie-3921", "sport_type": "Voetbal", "tournament": "Eredivisie", "home_team": "Ajax", "away_team": "Feyenoord", "status": "finished"
| # | match_id | sport_type | tournament | home_team | away_team | score_home |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Teletekst objects from nos.nl. All fields typed and schema-versioned.
"page_number": 101, "sub_page": 1, "category": "Nieuws", "last_updated": "2026-05-12T10:15:00Z", "linked_pages": "[102, 103, 104]", "page_url": "https://nos.nl/teletekst#101"
| # | page_number | sub_page | content_text | category | last_updated | page_url |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Video Metadata objects from nos.nl. All fields typed and schema-versioned.
"video_id": "video-39201", "title": "Samenvatting Formule 1 Grand Prix", "duration_seconds": 345, "program_name": "NOS Sport", "broadcast_date": "2026-05-11T16:30:00Z", "format_type": "highlight"
| # | video_id | title | description | duration_seconds | broadcast_date | program_name |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our nos.nl scraper handles every data layer: static articles, real-time live blogs, legacy Teletekst structures, and dynamic sports scoreboards. Built with automated polling and schema normalisation.
Capture headlines, body text, publication timestamps, authors, and category tags from all NOS news sections.
Monitor breaking news live blogs with sub-minute polling. Extract individual posts, timestamps, and embedded media.
Extract structured text and navigation links from the NOS Teletekst web interface, converting legacy formats into clean JSON.
Track match scores, tournament standings, and minute-by-minute updates across football, cycling, Formula 1, and more.
Collect broadcast metadata, descriptions, durations, and program associations from NOS video players.
Extract and map internal NOS categories, regional tags, and topic clusters for accurate content classification.
Monitor articles for post-publication edits. Capture modification timestamps and text diffs across updates.
Aggregate regional broadcaster feeds surfaced on the NOS platform, tagged by province and municipality.
Configure pipelines for daily archival sweeps or real-time streaming for breaking news alerts.
Brief in. Clean data out.
Provide target sections, live blog URLs, or Teletekst pages. We design the extraction schema together.
We configure Scrapy crawlers, polling frequencies, and API interceptors for nos.nl dynamic content.
Schema validation, null-rate checks, and duplicate detection before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Modern news sites use a mix of static generation and real-time websockets. Here is how we extract structured data reliably.
NOS live blogs push updates via background API calls. We intercept these XHR requests directly, parsing the raw JSON payloads rather than scraping the DOM, ensuring zero latency on breaking news.
Teletekst relies on fixed-width character grids. Our parsers reconstruct these grids into structured text, mapping colour codes to semantic meaning and extracting valid page links.
News articles are frequently updated after initial publication. We maintain a hash index of article bodies, emitting new records only when the modified_at timestamp or content hash changes.
We extract high-resolution image URLs and video player metadata from the NOS content management system, linking media assets directly to their parent articles.
News layouts change during major events. We monitor selector success rates in real time, alerting our engineers to DOM shifts before they impact your data delivery.
PR agencies and corporate communications teams track brand mentions, political developments, and public sentiment across Dutch national news.
Machine learning teams ingest high-quality Dutch language corpora from NOS articles to train and fine-tune regional language models.
Analysts track Eredivisie scores, match statistics, and sports reporting for betting models and historical performance analysis.
Financial institutions monitor breaking news and live blogs for macro-economic events, natural disasters, or political shifts affecting European markets.
Academic researchers build historical datasets of Dutch public broadcasting output for sociological and political science studies.
Publishers monitor NOS editorial decisions, publication timing, and topic coverage to benchmark their own newsroom performance.
"The NOS platform holds the most authoritative real-time record of Dutch news and sports events, requiring sub-minute polling for live blogs."
Tracking breaking news across nos.nl requires handling heavily dynamic live blogs, legacy Teletekst structures, and rapid article updates. DataFlirt manages the polling frequency, deduplication, and schema normalisation so your data science teams receive clean, queryable JSON feeds rather than raw HTML.
Everything supported by our nos.nl 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 high-throughput article extraction. Playwright intercepts XHR requests for live blogs and handles dynamic video player rendering.
Redis-backed deduplication ensures that sub-minute polling on breaking news live blogs only emits new posts, preventing downstream data bloat.
Pipelines run on AWS Lambda for burst scaling during major news events. Airflow manages dependencies and delivery schedules.
Data delivered to where your team already works — no new tooling required.
About nos.nl scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available news articles, sports data, and Teletekst pages is generally permissible under web scraping precedents, provided it does not disrupt the host servers. DataFlirt targets only public, unauthenticated content. Clients must ensure their downstream use cases comply with copyright laws regarding journalistic content.
For targeted live blogs, we configure polling intervals down to 30 seconds. New posts are extracted, deduplicated, and pushed via Webhook within milliseconds of appearing on the NOS platform.
Yes. We can traverse NOS category archives and search results to build historical datasets spanning back to the limits of their public index.
Our parsers map the fixed-width character grids of the Teletekst web interface into structured JSON. We capture page numbers, sub-pages, text content, and valid navigation links.
We extract video metadata including titles, descriptions, broadcast dates, and thumbnails. We do not download or host the raw MP4 video files.
Engagements typically start with a defined daily extraction volume or specific category monitoring. Contact us with your target sections and latency requirements for a scoped quote.
Yes. We provide sample JSON extracts of news articles, live blogs, and Teletekst pages during the scoping phase so your engineering team can validate the schema.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a historical archive of Dutch news or real-time webhooks for live blog updates, we build and operate the pipeline. Tell us what you need.
