We extract articles, author metadata, opinion columns, and political coverage from El Pais. 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 elpais.com. All fields typed and schema-versioned.
"article_id": "ep-2026-10492", "url": "https://elpais.com/economia/2026-05-12/ejemplo.html", "headline": "El Banco Central Europeo mantiene los tipos de interes", "author": "Maria Fernandez", "publish_date": "2026-05-12T08:30:00Z", "section": "Economia", "paywall_status": "free", "word_count": 842
| # | article_id | url | headline | subheadline | author | publish_date |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Authors objects from elpais.com. All fields typed and schema-versioned.
"author_id": "auth-8492", "name": "Maria Fernandez", "profile_url": "https://elpais.com/autor/maria-fernandez/", "twitter_handle": "@mariafernandez_ep", "bio": "Redactora jefe de economia cubriendo politica monetaria.", "article_count": 412, "role": "Redactora", "location": "Madrid"
| # | author_id | name | profile_url | twitter_handle | bio | article_count |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Opinion Columns objects from elpais.com. All fields typed and schema-versioned.
"column_id": "op-9942", "title": "La ilusion del crecimiento infinito", "author": "Carlos Gomez", "publish_date": "2026-05-11T18:00:00Z", "summary": "Un analisis sobre los limites de la politica monetaria actual.", "topics": "['Economia', 'Europa', 'Crecimiento']", "url": "https://elpais.com/opinion/2026-05-11/ejemplo.html", "series_name": "Tribuna Libre"
| # | column_id | title | author | publish_date | summary | body_text |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Multimedia objects from elpais.com. All fields typed and schema-versioned.
"media_id": "img-39211", "article_url": "https://elpais.com/economia/2026-05-12/ejemplo.html", "media_type": "image", "source_url": "https://imagenes.elpais.com/resizer/ejemplo.jpg", "caption": "Sede del Banco Central Europeo en Francfort.", "credit": "Reuters", "format": "jpeg", "width": 1920
| # | media_id | article_url | media_type | source_url | caption | credit |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Search Results objects from elpais.com. All fields typed and schema-versioned.
"keyword": "elecciones generales", "edition": "espana", "position": 1, "headline": "Resultados de las elecciones generales", "url": "https://elpais.com/espana/elecciones.html", "publish_date": "2026-05-10T22:15:00Z", "section": "Espana", "scraped_at": "2026-05-12T09:14:33Z"
| # | keyword | edition | position | headline | url | publish_date |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our El Pais scraper extracts structured data across multiple regional editions, handling cookie consent walls, paywall detection, and dynamic content loading.
Capture headlines, subheadlines, body text, and inline links from public articles across all sections.
Extract author names, biographies, social handles, and historical article counts from author profile pages.
Support for Espana, America, Mexico, and Colombia editions to track regional narratives and coverage.
Extract internal taxonomy, keywords, and section hierarchies used by El Pais editorial teams.
Capture both original publication times and last updated timestamps for timeline reconstruction.
Automatically flag articles behind the El Pais Premium paywall versus freely accessible content.
Extract comment counts and engagement metrics where publicly visible on article pages.
Extract high resolution image URLs, captions, photo credits, and embedded video metadata.
Query the El Pais internal search and historical archives for specific keywords or date ranges.
Brief in. Clean data out.
Provide search keywords, section URLs, or author profiles. We design the extraction schema together.
We configure Scrapy crawlers, proxy rotation, and cookie consent management for elpais.com.
Schema validation, null rate checks, and text encoding verification before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
News sites deploy strict anti bot measures and complex DOM structures. Here is how we ensure reliable data extraction.
El Pais uses strict European cookie consent walls (CMP) that block content until interacted with. Our Playwright sessions automatically negotiate these banners, accepting necessary cookies to expose the underlying article DOM.
Section pages and search results on elpais.com use infinite scroll. We simulate human scrolling behaviour to trigger XHR requests, capturing the full list of articles rather than just the initial server response.
El Pais operates a metered and hard paywall model. Our pipeline detects paywall triggers, extracting available preview text and accurately flagging the record as premium, preventing broken or truncated data from corrupting your dataset.
Spanish language text requires strict encoding management. We normalise all extracted text to UTF-8, preserving accents, tildes, and special characters across all delivery formats.
To prevent IP bans and ensure high throughput, we route requests through residential proxies located in Spain, mimicking legitimate local reader traffic.
PR agencies and corporate comms teams track brand mentions and sentiment across Spain's largest daily newspaper.
Machine learning teams use El Pais articles to build high quality Spanish language models and sentiment classifiers.
Think tanks and researchers analyse political discourse, topic frequency, and editorial bias over time.
Rival media organisations track publication velocity, author output, and section engagement metrics.
Linguists and sociologists extract historical archives to study language evolution and cultural trends.
Quantitative funds parse the business section to gauge macroeconomic sentiment and track corporate news events.
"El Pais provides the most comprehensive Spanish language news corpus available, essential for training regional NLP models and tracking Iberian market sentiment."
Building a reliable scraper for major news publications requires managing complex cookie consent flows, dynamic layouts, and strict rate limits. DataFlirt handles the infrastructure, delivering clean, normalised text datasets so your data science teams can focus on analysis, not HTML parsing.
Everything supported by our elpais.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, CMP banner interaction, and infinite scroll.
We maintain pools of residential ISP proxies located in Spain to ensure consistent access and avoid geo blocking restrictions.
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 elpais.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available news articles is generally permissible for non commercial or research purposes, provided it does not violate copyright law or bypass authentication systems. DataFlirt extracts only public data. Clients must ensure their specific use case complies with local regulations and El Pais terms of service.
Our Playwright integration automatically detects and interacts with the CMP banners on elpais.com, accepting necessary cookies to access the article content without manual intervention.
We do not bypass authentication or extract premium content that requires a paid subscription. Our pipeline detects paywalled articles, extracts the available public preview text, and flags the record accordingly.
Yes. We can configure pipelines to crawl the El Pais historical archives based on specific date ranges, keywords, or author names.
All text is strictly normalised to UTF-8 during extraction. This ensures that accents, tildes, and special characters are preserved correctly in the final JSON, CSV, or Parquet files.
Pipelines can be scheduled to run hourly, daily, or weekly depending on your requirements. Real time monitoring of specific sections is also available.
Yes. We provide a sample extraction of up to 500 articles based on your specified criteria to validate the schema and data quality before commencing a full engagement.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a historical archive dump or a continuous daily feed of specific sections, we scope, build, and operate the pipeline. Tell us what you need.
