We extract news articles, author metadata, publication timestamps, and comment threads from spiegel.de. 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 spiegel.de. All fields typed and schema-versioned.
"url": "https://www.spiegel.de/politik/example-article", "headline": "Bundesregierung plant neue Richtlinien", "author": "Markus Becker", "published_at": "2026-05-12T08:30:00Z", "category": "Politik", "is_premium": false
| # | url | headline | subheadline | author | published_at | updated_at |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Frontpage objects from spiegel.de. All fields typed and schema-versioned.
"position": 1, "section": "Top News", "headline": "Wirtschaftswachstum übertrifft Erwartungen", "url": "https://www.spiegel.de/wirtschaft/example", "is_breaking": true, "scraped_at": "2026-05-12T09:14:33Z"
| # | position | section | headline | url | image_url | badge |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Comments objects from spiegel.de. All fields typed and schema-versioned.
"comment_id": "c_987654321", "user_name": "BerlinReader88", "timestamp": "2026-05-12T10:05:12Z", "text": "Das ist eine sehr interessante Entwicklung.", "upvotes": 42, "downvotes": 3
| # | comment_id | article_url | user_name | user_id | timestamp | text |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Authors objects from spiegel.de. All fields typed and schema-versioned.
"author_id": "a_12345", "name": "Markus Becker", "profile_url": "https://www.spiegel.de/impressum/autor-12345", "article_count": 342, "role": "Redakteur", "bio": "Berichtet über Technologie und Wissenschaft."
| # | author_id | name | profile_url | bio | twitter_handle | article_count |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Multimedia objects from spiegel.de. All fields typed and schema-versioned.
"article_url": "https://www.spiegel.de/panorama/example", "image_url": "https://cdn.prod.www.spiegel.de/images/example.jpg", "caption": "Demonstration in der Innenstadt", "copyright": "DPA / Reuters", "format": "image/jpeg", "width": 1920
| # | article_url | image_url | caption | copyright | width | height |
|---|---|---|---|---|---|---|
| 1 | ||||||
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| 3 |
Our Spiegel scraper handles the entire news platform: frontpage hierarchies, historical article archives, author profiles, and paginated comment threads, with strict anti-bot circumvention built in.
Headline, intro, body paragraphs, and blockquotes parsed cleanly into structural JSON.
Capture bylines, publication dates, modification timestamps, and assigned categories.
Track article placement, section prominence, and breaking news badges over time.
Extract paginated user comments, timestamps, and upvote metrics for sentiment analysis.
Map articles to Spiegel internal taxonomy and keyword tags.
Crawl historical sitemaps to build comprehensive German language datasets.
Identify Spiegel+ premium articles and flag them in the metadata schema.
Capture image URLs, captions, copyright credits, and embedded video metadata.
Run continuous pipelines at 5-minute cadences for breaking news or daily for archives.
Brief in. Clean data out.
Provide target sections, author URLs, or search terms. We design the extraction schema together.
We configure Scrapy crawlers, proxy rotation, session management, and parsing logic for spiegel.de.
Schema validation, null-rate checks, text-encoding verification, and sample datasets before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
News sites employ aggressive caching and bot mitigation. Here is how we stay resilient, and why teams choose managed infrastructure over DIY.
Spiegel employs rate limiting and bot detection. Our crawlers use German residential ISP proxies with realistic browser fingerprints and randomised request timing.
Comment sections load dynamically via JavaScript. We run full Playwright browser sessions with JavaScript execution to capture user discussions.
Spiegel feature articles use custom layouts. Our selector strategy uses multiple fallback chains per field so a layout change does not break your data pipeline.
We maintain a hash index of last-seen values for article text. Subsequent runs push diffs, allowing you to track editorial changes post-publication.
We detect paywalled content automatically, extracting available metadata and previews without triggering authentication blocks or crawler traps.
PR teams track brand mentions, executive coverage, and crisis events across primary news sections.
Quantifying public reaction via comment threads on political and economic articles.
Building high-quality German language models using editorial text and verified grammar.
Rival publishers analyse Spiegel content strategy, publication cadence, and author output.
Researchers monitor election coverage, narrative framing, and tag frequencies.
Hedge funds parse business news for macroeconomic indicators and corporate announcements.
"Der Spiegel represents the pinnacle of German editorial content, a critical corpus for any serious European media monitoring or NLP initiative."
Extracting news at scale requires more than basic HTTP requests. You must navigate aggressive edge caching, dynamic comment loading, varied article templates, and strict rate limits. DataFlirt manages this complexity so your engineering team receives structured text, not HTML errors.
Everything supported by our spiegel.de 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, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.
We maintain pools of residential ISP proxies across DE regions. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.
Pipelines run on AWS Lambda (burst) and ECS (sustained). 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 spiegel.de scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available information from spiegel.de is generally permissible under applicable law. DataFlirt targets only public, non-authenticated article and metadata. We do not extract personal data, circumvent authentication walls, or violate GDPR.
No. We detect Spiegel+ articles and extract the publicly available headline, intro, and metadata, but we do not circumvent the paywall to access premium body text.
Yes. We extract paginated user comments including upvotes, downvotes, timestamps, and usernames using headless browser automation.
Real-time streaming pipelines achieve sub-5-minute latency for frontpage tracking and new article detection.
We primarily extract the German language corpus, but we also support the Spiegel International English section using the same schema.
Yes. Every pipeline run produces timestamped snapshots. We maintain a hash of the article text and can deliver diffs when editorial changes occur post-publication.
We extract the image URLs, captions, copyright metadata, and video embed links. We do not download the binary media files to your warehouse.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a historical archive dump or a continuous frontpage monitoring feed, we scope, build, and operate the pipeline. Tell us what you need.
