We extract news articles, author metadata, opinion pieces, and financial reporting from nrc.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 Articles objects from nrc.nl. All fields typed and schema-versioned.
"url": "https://www.nrc.nl/nieuws/2026/05/12/example-article", "headline": "Dutch economy shows signs of recovery", "author": "Jeroen Bos", "publish_date": "2026-05-12T08:30:00Z", "category": "Economie", "is_premium": true
| # | url | headline | subheadline | author | publish_date | update_date |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Authors objects from nrc.nl. All fields typed and schema-versioned.
"author_id": "auth_8492", "name": "Jeroen Bos", "role": "Financial Reporter", "article_count": 412, "twitter_handle": "@jeroenbos_nrc", "bio": "Covers macroeconomics and Dutch financial markets."
| # | author_id | name | profile_url | role | article_count | latest_article_url |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Frontpage News objects from nrc.nl. All fields typed and schema-versioned.
"position": 1, "headline": "Elections yield unexpected coalition", "section": "Politiek", "is_breaking": true, "summary": "The formation of the new cabinet took an unexpected turn yesterday.", "timestamp": "2026-05-12T09:15:22Z"
| # | position | headline | url | section | timestamp | is_breaking |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Podcasts objects from nrc.nl. All fields typed and schema-versioned.
"episode_id": "pod_1029", "title": "De Dag: The future of energy", "show_name": "NRC Vandaag", "duration": "24:15", "publish_date": "2026-05-11T06:00:00Z", "audio_url": "https://audio.nrc.nl/vandaag/ep1029.mp3"
| # | episode_id | title | show_name | duration | publish_date | audio_url |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Opinion & Columns objects from nrc.nl. All fields typed and schema-versioned.
"columnist_name": "Caroline de Gruyter", "headline": "Europe must find its own voice", "topic": "Europa", "publish_date": "2026-05-10T14:00:00Z", "url": "https://www.nrc.nl/nieuws/2026/05/10/europe-column", "comment_count": 142
| # | columnist_name | headline | url | publish_date | topic | body_text |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our NRC scraper handles every layer of the platform: article extraction, author mapping, paywall detection, and cookie consent bypass. We deliver clean text ready for NLP pipelines.
Headline, subheadline, author, body text, and publication dates scraped cleanly.
Accurately flags premium content versus free articles without triggering block rules.
Maps journalists to their entire publication history across the nrc.nl domain.
Extracts and structures tags, categories, and internal link graphs.
Handles European GDPR consent banners automatically via Playwright sessions.
Captures embedded audio links, episode descriptions, and runtime metrics.
Tracks article positioning and duration on the main landing page.
Runs at hourly or daily cadences to capture breaking news.
Strips HTML boilerplate, ads, and navigation elements from the article body.
Brief in. Clean data out.
Provide category URLs, author profiles, or keyword sets. We design the extraction schema.
We configure Scrapy crawlers, proxy rotation, and cookie consent handlers for nrc.nl.
Schema validation, null-rate checks, and article body formatting tests before launch.
JSON, CSV, or Parquet pushed to your S3 bucket or warehouse on agreed cadence.
Media extraction requires sophisticated session management. Here is how we bypass blocks and deliver clean text.
nrc.nl enforces strict GDPR consent walls. We manage session cookies and accept-states via Playwright to ensure uninterrupted access to article content.
Differentiating between free and premium articles requires DOM inspection. We flag gated content accurately without triggering security blocks.
We use residential proxies and realistic browser fingerprints to prevent IP bans during high-volume archive scrapes.
News articles contain varied formatting, embedded tweets, and images. We parse this into flat, readable text suitable for NLP models.
We track headline updates and article revisions over time using hash indexing, delivering a clean changelog of editorial updates.
Track brand mentions, PR impact, and crisis communications across Dutch journalism.
Feed high-quality Dutch language text into LLMs and sentiment analysis engines.
Extract corporate mentions and economic reporting for algorithmic trading signals.
Monitor election coverage, policy debates, and public sentiment trends.
Analyse publication frequency, topic coverage, and author output against competing outlets.
Build historical corpuses of Dutch media narratives for sociological studies.
"NRC provides the most rigorous journalism in the Netherlands, but turning their digital archive into a structured NLP dataset requires bypassing complex cookie walls and dynamic content rendering."
Media extraction requires more than simple HTTP requests. You need to handle aggressive cookie consent banners, detect premium paywalls accurately, and parse unstructured HTML into clean body text. DataFlirt manages proxy rotation, session state, and DOM parsing so your data science team receives clean, machine readable text ready for analysis.
Everything supported by our nrc.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 crawl orchestration and deduplication. Playwright handles JavaScript rendering and cookie sessions.
We maintain pools of residential ISP proxies across NL regions. Rotation happens per request to avoid rate limits.
Pipelines run on AWS Lambda. Airflow handles scheduling and dependency management. All state stored in Postgres.
Data delivered to where your team already works — no new tooling required.
About nrc.nl scraping, legality, and pipeline operations.
Ask us directly →Scraping public news metadata and free article text is generally permissible for non-copyright-infringing use cases. We do not bypass authentication to steal premium content.
We extract the publicly available metadata including headline, author, summary, and tags, and flag the is_premium boolean. We do not extract gated body text.
Yes. Our Playwright instances automatically interact with the consent iframe to establish a valid session before extracting data.
We strip all advertisements, navigation elements, embedded scripts, and boilerplate HTML, returning pure paragraph text.
Streaming pipelines can monitor the frontpage and RSS feeds, delivering new article payloads within 5 minutes of publication.
Yes. We can paginate through author profiles and category archives to extract historical articles dating back years.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a historical archive dump or a continuous news monitoring feed, we scope, build, and operate the pipeline. Tell us what you need.
