We extract full text articles, author profiles, category feeds, and metadata from El Universal. 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 eluniversal.com.mx. All fields typed and schema-versioned.
"url": "https://www.eluniversal.com.mx/nacion/reforma-electoral", "headline": "Senado aprueba en lo general la reforma", "author": "Juan Perez", "publish_date": "2026-05-12T09:14:00Z", "category": "Nacion", "tags": "['Senado', 'Politica', 'Reforma']"
| # | url | headline | subheadline | author | publish_date | category |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Authors objects from eluniversal.com.mx. All fields typed and schema-versioned.
"author_id": "jperez_89", "name": "Juan Perez", "profile_url": "https://www.eluniversal.com.mx/autor/juan-perez", "twitter_handle": "@jperez_eu", "article_count": 342, "latest_article_date": "2026-05-12T09:14:00Z"
| # | author_id | name | profile_url | twitter_handle | bio | article_count |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Categories objects from eluniversal.com.mx. All fields typed and schema-versioned.
"category_name": "Nacion", "url": "https://www.eluniversal.com.mx/nacion", "top_story_url": "https://www.eluniversal.com.mx/nacion/reforma-electoral", "last_updated": "2026-05-12T10:00:00Z", "trending_topics": "['Elecciones', 'Congreso']", "layout_type": "grid"
| # | category_name | subcategory | url | top_story_url | article_count | last_updated |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Comments objects from eluniversal.com.mx. All fields typed and schema-versioned.
"comment_id": "c_982734", "article_url": "https://www.eluniversal.com.mx/nacion/reforma-electoral", "username": "lector_critico", "timestamp": "2026-05-12T09:45:00Z", "comment_text": "Es un cambio necesario para el pais.", "upvotes": 12, "replies_count": 2
| # | comment_id | article_url | username | timestamp | comment_text | upvotes |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Media objects from eluniversal.com.mx. All fields typed and schema-versioned.
"article_url": "https://www.eluniversal.com.mx/nacion/reforma-electoral", "image_url": "https://www.eluniversal.com.mx/resizer/v2/image.jpg", "caption": "Sesion en el Senado", "image_credit": "Agencia EL UNIVERSAL", "media_type": "image", "alt_text": "Senadores votando"
| # | article_url | image_url | caption | alt_text | image_credit | video_url |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our El Universal scraper handles every layer of the publication: breaking news feeds, historical archives, author profiles, and multimedia content. Built with JavaScript rendering and anti bot circumvention.
Extract complete article bodies, headlines, subheadlines, and publication timestamps across all categories.
Monitor the homepage and category feeds to capture breaking news within minutes of publication.
Map articles to specific journalists, tracking author profiles, publication frequency, and social media handles.
Crawl historical sitemaps and search results to build comprehensive longitudinal datasets of Mexican news.
Extract high resolution image URLs, captions, credits, and embedded video links associated with each article.
Parse user comments, upvotes, and discussion threads to gauge public sentiment on political and social issues.
Automatically identify El Universal Plus premium content to flag incomplete text or filter gated articles.
Isolate extraction to specific sections like Nacion, Mundo, Metropoli, or Carteras based on your requirements.
Run one off bulk exports or configure continuous pipelines at hourly, daily, or real time cadences.
Brief in. Clean data out.
Provide category URLs, keyword sets, or author profiles. We design the extraction schema together.
We configure Scrapy and Playwright crawlers, proxy rotation, session management, and CAPTCHA handling for eluniversal.com.mx.
Schema validation, null rate checks, and sample article validation before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
News publishers invest heavily in scraping detection and dynamic ad loading. Here is how we stay resilient and maintain clean data feeds.
Media sites block data center IPs to prevent content scraping. Our crawlers use residential ISP proxies located in Mexico with realistic browser fingerprints and full cookie session management.
El Universal relies on JavaScript to load comments, related articles, and infinite scroll feeds. We run full Playwright browser sessions to trigger lazy loading and capture data that headless HTTP clients miss entirely.
News layouts change based on breaking events and editorial decisions. Our selector strategy uses multiple fallback chains per field, including structured data extraction via LD JSON.
For real time feeds, we maintain a hash index of last seen article URLs. Subsequent runs only push new articles or updated timestamps, reducing compute cost and downstream processing load.
Every run emits structured logs to our observability stack. We alert on null rate spikes, missing authors, and coverage drops. SLA uptime is contractual.
PR agencies and corporate communications teams track brand mentions, executive quotes, and industry narratives in real time.
Financial analysts and political consultants parse article tone and user comments to gauge public reaction to policy changes.
Think tanks and academic researchers build longitudinal datasets of political coverage, tracking topic frequency and editorial bias.
Machine learning teams use clean, Spanish language news corpuses to train NLP models and regional classifiers.
Other media organisations monitor El Universal publication velocity, category focus, and author output.
Supply chain and risk management platforms ingest breaking news feeds to detect regional disruptions, protests, or infrastructure failures.
"El Universal represents the most comprehensive record of Mexican current affairs, but standardising decades of digital journalism requires dedicated infrastructure."
Most teams underestimate the investment required. Reliable news scraping requires regional proxies, full JavaScript rendering for dynamic feeds, and strict anomaly monitoring to handle editorial layout changes. DataFlirt absorbs that complexity so your engineers can focus on the analysis.
Everything supported by our eluniversal.com.mx 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 for dynamic news elements.
We maintain pools of residential ISP proxies across Mexico. Rotation happens per request with sticky sessions where required to prevent regional blocking.
Pipelines run on AWS Lambda and ECS. 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 eluniversal.com.mx scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available information from news websites is generally permissible. DataFlirt targets only public, non authenticated article text and metadata. We do not extract personal user data or circumvent strict authentication walls for El Universal Plus. Clients should review publisher terms of service.
We use full Playwright browser sessions to execute JavaScript, triggering the specific API calls that load comments and infinite scroll feeds on eluniversal.com.mx.
Yes. We can crawl historical sitemaps and search archives to extract articles published years ago, provided they remain accessible on the public domain.
No. We detect the paywall flag and can either skip these articles entirely or extract the publicly available metadata and preview text, but we do not bypass payment gateways.
Our real time streaming pipelines monitor specific category feeds and can deliver new articles via Webhook within minutes of publication.
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 text cleanliness.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a daily feed of political news or a historical archive dump, we scope, build, and operate the pipeline. Tell us what you need.
