We extract articles, author metadata, regional news streams, opinion columns, and comment sections from Milenio. 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 milenio.com. All fields typed and schema-versioned.
"url": "https://www.milenio.com/politica/elecciones-2024", "title": "Resultados de las elecciones presidenciales", "subtitle": "Conteo preliminar en los estados", "author": "Redaccion Milenio", "publish_date": "2026-06-03T08:00:00Z", "body_text": "El Instituto Nacional Electoral ha comenzado...", "categories": "['Politica', 'Elecciones']"
| # | url | title | subtitle | author | publish_date | update_date |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Authors objects from milenio.com. All fields typed and schema-versioned.
"author_id": "AUTH-4921", "name": "Carlos Puig", "profile_url": "https://www.milenio.com/autores/carlos-puig", "twitter_handle": "@puigcarlos", "article_count": 842, "avatar_url": "https://cdn.milenio.com/authors/puig.jpg"
| # | author_id | name | profile_url | bio | twitter_handle | article_count |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Comments objects from milenio.com. All fields typed and schema-versioned.
"comment_id": "CMT-99214", "article_id": "ART-8831", "user_name": "Usuario_CDMX", "comment_text": "Excelente analisis de la situacion actual.", "timestamp": "2026-06-03T09:15:22Z", "upvotes": 45, "downvotes": 2
| # | comment_id | article_id | user_name | comment_text | timestamp | upvotes |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Frontpage objects from milenio.com. All fields typed and schema-versioned.
"section_name": "Estados - Monterrey", "position": 1, "article_url": "https://www.milenio.com/estados/monterrey-clima", "headline": "Alerta por altas temperaturas en Nuevo Leon", "is_breaking": true, "is_premium": false, "scraped_at": "2026-06-03T10:00:00Z"
| # | section_name | position | article_url | headline | is_breaking | is_premium |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Multimedia objects from milenio.com. All fields typed and schema-versioned.
"asset_id": "IMG-10293", "article_id": "ART-8831", "type": "image", "url": "https://cdn.milenio.com/images/elecciones.jpg", "caption": "Casillas electorales en la CDMX", "credit": "Cuartoscuro", "format": "jpeg"
| # | asset_id | article_id | type | url | caption | credit |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Milenio scraper handles every layer of the publication: regional feeds, opinion columns, article bodies, and comment sections, with JavaScript rendering and anti-bot circumvention built in.
Body text, blockquotes, inline links, and embedded media URLs extracted cleanly without ad injection noise.
Target specific state and city feeds like Milenio Monterrey, Jalisco, or Estado de Mexico for localised news.
Track specific columnists, opinion pieces, and editorial boards with author metadata mapping.
Extract tags, primary categories, publish dates, and update timestamps to track narrative shifts.
Capture user sentiment, upvotes, downvotes, and reply chains from Milenio article comment threads.
Extract high-resolution image URLs, gallery structures, and video embed links with associated captions.
Monitor article rank, position, and duration on the homepage or specific section landing pages.
Map author bios, social media links, and historical publication frequency across the platform.
Run hourly syncs for breaking news or daily digests for comprehensive archival.
Brief in. Clean data out.
Provide section URLs, author lists, or keyword sets. We design the extraction schema together.
We configure Scrapy crawlers, proxy rotation, session management, and CAPTCHA handling for milenio.com.
Schema validation, null-rate checks, and sample article extraction before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
News sites deploy aggressive caching and ad-tech layers. Here is how we stay resilient.
Media sites often rate-limit or block data centre IPs. Our crawlers use residential ISP proxies from Mexico to ensure consistent access and avoid geo-blocks.
Milenio section pages use infinite scroll and lazy loading. We run full Playwright browser sessions to trigger scroll events and capture all historical articles.
Programmatic ads frequently break article body selectors. Our extraction logic filters out injected ad containers, ensuring clean contiguous text blocks.
News stories evolve. We track publish versus update timestamps and push diffs when an article is heavily edited after initial publication.
Every run emits structured logs. We alert on null-rate spikes in critical fields like body text or author names, fixing selectors before you notice data loss.
PR agencies and brands track mentions, sentiment, and narrative placement across regional and national news feeds.
Analysts mine comment sections to gauge public reaction to political announcements and policy changes.
Researchers track coverage volume, author bias, and frontpage placement for specific political figures.
Machine learning teams use structured Spanish-language news corpora to train regional language models.
Rival media organisations monitor publication frequency, topic focus, and author output.
Financial institutions use breaking news streams to detect regional disruptions, strikes, or regulatory shifts.
"Milenio holds the pulse of Mexican politics and society, but extracting structured Spanish-language news at scale requires resilient infrastructure."
Most teams underestimate the investment required: reliable news scraping requires regional proxies, handling infinite scroll pagination, parsing dirty HTML around programmatic ads, and tracking article updates. DataFlirt absorbs that complexity so your engineers can focus on the analysis, not the infrastructure.
Everything supported by our milenio.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, cookie sessions, and infinite scroll interactions.
We maintain pools of residential ISP proxies in Mexico. Rotation happens per-request with sticky sessions where required.
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 milenio.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available news articles is generally permissible for analysis and indexing under fair use principles. DataFlirt extracts only public, non-authenticated text and metadata. We do not bypass paywalls or extract premium subscriber content.
We use Mexican residential ISP proxies, full Playwright browser sessions with realistic TLS fingerprints, and request timing modelled on human reading patterns to avoid triggering security challenges.
Yes. We monitor publish versus update timestamps. If an article is modified after initial publication, the pipeline pushes a diff record with the revised text.
Yes. We can target specific regional subdomains and sections, capturing local news, authors, and state-specific political coverage.
Real-time streaming pipelines achieve sub-15-minute latency for breaking news on targeted section pages. Full historical archives take longer depending on the volume requested.
Yes. We extract user comments, upvotes, downvotes, and nested reply chains from Milenio article pages using JavaScript rendering.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a historical archive of Mexican political news or a continuous breaking news feed, we scope, build, and operate the pipeline. Tell us what you need.
