We extract article text, publication metadata, author profiles, and comment sections from La Vanguardia across Spanish and Catalan editions. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake.
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 lavanguardia.com. All fields typed and schema-versioned.
"article_id": "8934125", "headline": "El Gobierno aprueba el nuevo decreto económico", "author_name": "Juan Carlos Merino", "publish_date": "2023-10-24T08:30:00Z", "category": "Política", "language": "es", "is_premium": false, "comment_count": 142
| # | article_id | url | headline | subheadline | author_name | publish_date |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Authors objects from lavanguardia.com. All fields typed and schema-versioned.
"author_id": "A-4592", "name": "Enric Juliana", "profile_url": "https://www.lavanguardia.com/autores/enric-juliana.html", "role": "Director adjunto", "twitter_handle": "@EnricJuliana", "article_count": 3412, "recent_articles": "['8934125', '8934101']"
| # | author_id | name | profile_url | role | bio | twitter_handle |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Comments objects from lavanguardia.com. All fields typed and schema-versioned.
"comment_id": "C-992314", "article_id": "8934125", "user_name": "lector_bcn", "comment_text": "Una medida necesaria dadas las circunstancias actuales.", "timestamp": "2023-10-24T09:15:22Z", "upvotes": 45, "downvotes": 3, "is_subscriber": true
| # | comment_id | article_id | user_name | user_id | comment_text | timestamp |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Categories objects from lavanguardia.com. All fields typed and schema-versioned.
"section_name": "Economía", "url": "https://www.lavanguardia.com/economia", "parent_section": "Home", "article_count_24h": 84, "last_updated": "2023-10-24T10:05:00Z", "edition": "es", "trending_topics": "['Inflación', 'BCE', 'Tipos de interés']"
| # | section_id | section_name | url | parent_section | top_articles | trending_topics |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Search Results objects from lavanguardia.com. All fields typed and schema-versioned.
"keyword": "elecciones generales", "rank": 1, "article_id": "8934001", "headline": "Resultados definitivos de la jornada electoral", "publish_date": "2023-07-24T02:00:00Z", "author": "Redacción", "scraped_at": "2023-10-24T10:15:33Z"
| # | keyword | rank | article_id | headline | snippet | publish_date |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our La Vanguardia scraper navigates dynamic paywalls, bilingual site structures, and complex pagination to deliver clean text corpora and metadata, ready for NLP training or media monitoring.
Extract complete article bodies, subheadlines, and embedded media captions, stripped of ads and navigation boilerplate.
Map journalists to their articles, extracting bios, social handles, and historical publication frequencies.
Extract user comments, timestamps, upvote/downvote ratios, and subscriber badges across heavily paginated discussion threads.
Normalised extraction across both Spanish (.com) and Catalan (.com/encatala) editions with cross-referenced article IDs.
Capture taxonomy data including categories, subcategories, keyword tags, and publication/update timestamps.
Monitor the homepage at high frequency to track article placement, headline changes, and editorial prioritisation over time.
Identify and flag 'Club Vanguardia' premium content versus open-access articles accurately.
Traverse sitemaps and date-based archives to extract decades of historical news records for longitudinal analysis.
Track stealth edits to headlines and article bodies by hashing text blocks and emitting diffs on subsequent crawls.
Brief in. Clean data out.
Provide target categories, date ranges, or author lists. We design the extraction schema together.
We configure crawlers, handle CDN caching layers, and build selectors for La Vanguardia's specific DOM.
Schema validation, null-rate checks, and text-encoding verification before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
News sites deploy aggressive caching and dynamic loading to serve high traffic while blocking bots. Here is how we maintain reliable extraction.
La Vanguardia uses JavaScript-based paywalls for Club Vanguardia content. We execute full Playwright sessions to correctly identify premium flags and extract the available free text or metadata without triggering anti-bot blocks.
Frontpage elements are heavily cached by CDNs. We use cache-busting headers and strategic endpoint targeting to ensure we capture real-time headline updates and breaking news without delay.
Comments are loaded dynamically via separate API calls as users scroll. Our pipeline intercepts these XHR requests directly, allowing us to extract thousands of comments per article efficiently without rendering the entire DOM.
Articles often exist in both Spanish and Catalan. We map the `hreflang` tags and internal identifiers to link the two versions, providing a unified dataset for multilingual NLP training.
News DOMs are cluttered with inline ads, related article links, and social widgets. We maintain strict XPath rules to isolate the core article body, stripping out boilerplate to deliver clean, contiguous text blocks.
AI labs ingest decades of high-quality Spanish and Catalan editorial text to train foundational language models.
PR agencies and corporate communications teams track brand mentions, sentiment, and narrative development in major Spanish media.
Researchers analyse opinion pieces, editorial bias, and comment section sentiment during election cycles.
Other publishers monitor publication velocity, author output, and category focus to benchmark their own editorial strategies.
Fact-checking organisations monitor stealth edits to headlines and article bodies to track narrative shifts over time.
Hedge funds extract macroeconomic news and corporate reporting from the Economía section to feed quantitative trading models.
"La Vanguardia holds decades of Catalan and Spanish historical record, but extracting structured text requires navigating dynamic paywalls and bilingual DOM trees."
News publishers deploy aggressive caching, dynamic paywalls, and complex pagination to restrict automated access. DataFlirt manages the proxy rotation, session handling, and selector maintenance required to extract clean article text and metadata at high frequency, delivering normalised corpora directly to your warehouse.
Everything supported by our lavanguardia.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 sitemap traversal and deduplication. Playwright executes JavaScript to handle dynamic comment loading and client-side paywall detection.
We route requests through Spanish residential IPs to ensure accurate regional content delivery and avoid geo-blocking by publisher CDNs.
Pipelines run on AWS Lambda for high-frequency frontpage polling and ECS for deep historical archive extraction. Airflow manages scheduling.
Data delivered to where your team already works — no new tooling required.
About lavanguardia.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available news headlines, metadata, and text is generally permissible for analysis purposes. DataFlirt targets only public, non-authenticated data. We do not bypass cryptographic paywalls or extract personal user data beyond public comment usernames. Clients must ensure their downstream use complies with copyright law and fair use provisions.
No. We extract the headline, metadata, author, and whatever preview text is publicly visible before the paywall triggers. We do not use compromised credentials to bypass subscription gates.
Yes. We can traverse La Vanguardia's historical sitemaps and date-based archives to extract decades of published content for longitudinal NLP training or research.
Our pipeline supports both the Spanish and Catalan editions. We can extract them independently or map equivalent articles together using internal identifiers and hreflang tags.
Yes. By configuring a high-frequency pipeline to poll the frontpage or specific category pages, we can emit a new record every time a headline, subheadline, or article body is modified.
We intercept the underlying XHR/API requests that La Vanguardia uses to load comments dynamically. This allows us to extract thousands of comments rapidly without the overhead of rendering the full DOM in a browser.
For monitored sections, we can achieve sub-5-minute latency via webhook delivery, pushing new article metadata to your systems as soon as it appears on the site.
Yes. We provide a sample run of up to 1,000 articles or a specific date range during the scoping process, allowing you to validate text cleanliness and metadata completeness.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a historical dump of the political archive or a real-time feed of breaking news and comments — we scope, build, and operate the pipeline. Tell us what you need.
