We extract full article text, metadata, author profiles, and comment threads from clarin.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 Article Data objects from clarin.com. All fields typed and schema-versioned.
"url": "https://www.clarin.com/politica/example-article.html", "headline": "New economic measures announced", "author": "Juan Perez", "publish_date": "2026-05-12T09:14:00Z", "section": "Politica", "paywall_status": "free"
| # | url | headline | subheadline | author | publish_date | update_date |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Author Profiles objects from clarin.com. All fields typed and schema-versioned.
"author_id": "jperez_123", "name": "Juan Perez", "twitter_handle": "@jperez_news", "role": "Senior Editor", "article_count": 452, "latest_article_url": "https://www.clarin.com/politica/example-article.html"
| # | author_id | name | bio | twitter_handle | role | article_count |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Comments objects from clarin.com. All fields typed and schema-versioned.
"comment_id": "c_98765", "user_name": "lector_fiel", "comment_text": "This policy will have significant impact.", "timestamp": "2026-05-12T10:05:00Z", "upvotes": 34, "replies_count": 2
| # | comment_id | article_id | user_name | user_id | comment_text | timestamp |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Homepage & Sections objects from clarin.com. All fields typed and schema-versioned.
"section_name": "Ultimo Momento", "position": 1, "headline": "Breaking: Market opens higher", "url": "https://www.clarin.com/economia/market-open.html", "is_breaking": true, "scrape_timestamp": "2026-05-12T09:14:33Z"
| # | section_name | position | headline | url | is_breaking | scrape_timestamp |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Search Results objects from clarin.com. All fields typed and schema-versioned.
"keyword": "inflation rate", "position": 1, "headline": "Central bank releases inflation data", "url": "https://www.clarin.com/economia/inflation.html", "publish_date": "2026-05-11", "section": "Economia"
| # | keyword | position | headline | url | publish_date | snippet |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Clarin scraper handles every layer of the publication: breaking news alerts, deep article archives, author profiles, and comment sections - with JavaScript rendering and soft paywall circumvention built in.
Headline, subheadline, body text, tags, and embedded media links extracted cleanly without ads or boilerplate.
Real-time polling of the breaking news feed to capture headlines the second they are published.
Extract author bios, social handles, and historical article lists to track journalist focus areas.
Capture reader sentiment, upvotes, and nested replies across popular articles via dynamic rendering.
Navigate Clarin's sitemaps and search functions to build comprehensive datasets spanning years.
Track placement and prominence of articles across Politica, Economia, Deportes, and other key sections.
Monitor changes to headlines and subheadlines over time to track editorial shifts.
Automated session clearing and IP rotation to access standard metered articles reliably.
Run continuous pipelines at minute-level cadences for breaking news or daily for archival dumps.
Brief in. Clean data out.
Provide target sections, keywords, or historical date ranges. We design the extraction schema together.
We configure Scrapy crawlers, proxy rotation, session management, and DOM parsing logic for clarin.com.
Schema validation, null-rate checks, and text formatting verification before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
News sites employ strict caching, dynamic loading, and paywalls. Here is how we stay resilient.
Clarin employs soft paywalls based on article counts. Our crawlers use residential proxies and automated cookie clearing to ensure uninterrupted access to standard articles without triggering account blocks.
Comment sections and certain embedded media require JavaScript to load. We run full browser sessions to trigger lazy-loaded elements and capture the complete reader discourse.
Opinion pieces, breaking news, and standard articles use different DOM structures. Our selector strategy uses multiple fallback chains to ensure consistent text extraction across all formats.
News stories evolve. We maintain a hash index of last-seen values per article. Subsequent runs push diffs, capturing headline tweaks and text updates without redundant data.
Every run emits structured logs to our observability stack. We alert on null-rate spikes or schema drift if Clarin deploys a major site redesign.
PR firms and brands track mentions, sentiment, and narrative development across top-tier Argentine media.
Machine learning teams use high-quality Spanish editorial text to train language models and classifiers.
Quantitative funds extract macroeconomic news and policy announcements to inform trading algorithms.
Universities analyse historical archives for political science and sociological studies on public discourse.
Analysts mine comment threads to gauge public reaction to government policies and corporate announcements.
Rival publications track article velocity, section prominence, and author output.
"Clarin holds the definitive record of Argentine public discourse and breaking news, but analysing it requires transforming unstructured HTML into machine-readable text corpora."
Most teams underestimate the investment required: reliable news scraping requires handling soft paywalls, dynamic comment loading, continuous layout shifts, and real-time polling. DataFlirt absorbs that complexity so your engineers can focus on the analysis, not the infrastructure.
Everything supported by our clarin.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 for comments and dynamic content.
We maintain pools of residential ISP proxies. Rotation happens per-request to bypass rate limits and metered paywalls.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting.
Data delivered to where your team already works — no new tooling required.
About clarin.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available information is generally permissible. DataFlirt targets only public, non-authenticated news articles, author data, and public comments. We do not circumvent hard paywalls requiring paid subscriptions (Clarin 365). Clients should review terms of service and consult legal counsel for specific use cases.
We bypass soft, metered paywalls by rotating residential IP addresses and clearing cookies per session, simulating new anonymous readers. We do not access hard-paywalled Premium content.
Yes. We can traverse Clarin's sitemaps and search pagination to extract articles dating back years, depending on your required scope.
For sections like Ultimo Momento, we can configure pipelines to poll at sub-minute intervals and deliver updates via Webhook instantly.
Our smallest packages start at defined section monitoring or historical dumps of up to 50,000 articles. Contact us for a scoped quote based on volume.
Absolutely. We provide a sample run of up to 500 articles as part of the pre-engagement scoping process so you can validate schema fit and data quality.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a historical archive dump or a continuous breaking news feed - we scope, build, and operate the pipeline. Tell us what you need.
