We extract global reporting, broadcast metadata, author profiles, and multi-lingual news corpora from France24. 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 News Articles objects from france24.com. All fields typed and schema-versioned.
"article_id": "20231015-middle-east-crisis", "language": "en", "title": "Diplomatic efforts intensify amid regional tensions", "author": "Jane Doe", "published_at": "2023-10-15T08:30:00Z", "category": "Middle East", "tags": "['diplomacy', 'conflict', 'summit']"
| # | article_id | url | language | title | summary | body_text |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Video Broadcasts objects from france24.com. All fields typed and schema-versioned.
"video_id": "v-839210", "title": "The Debate: European Energy Transition", "show_name": "The Debate", "broadcast_date": "2023-10-14T19:00:00Z", "duration_seconds": 2450, "language": "en", "guest_names": "['John Smith', 'Marie Dupont']"
| # | video_id | title | description | broadcast_date | duration_seconds | show_name |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for The Observers objects from france24.com. All fields typed and schema-versioned.
"report_id": "obs-9921", "title": "Protests escalate in capital square", "location": "Paris, France", "verification_status": "Verified", "contributor_name": "Local Resident", "published_at": "2023-10-12T14:15:00Z", "tags": "['protest', 'civil rights']"
| # | report_id | title | location | incident_date | contributor_name | verification_status |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Author Profiles objects from france24.com. All fields typed and schema-versioned.
"author_id": "auth-142", "name": "Marc Perelman", "role": "Senior Reporter", "twitter_handle": "@mperelman", "article_count": 342, "language_focus": "['en', 'fr']", "profile_url": "https://www.france24.com/en/author/marc-perelman/"
| # | author_id | name | role | bio | twitter_handle | article_count |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Live Schedules objects from france24.com. All fields typed and schema-versioned.
"program_id": "prog-551", "show_name": "Live News Bulletin", "start_time": "2023-10-16T10:00:00Z", "end_time": "2023-10-16T10:30:00Z", "language": "en", "is_live": true, "host": "News Desk"
| # | program_id | show_name | start_time | end_time | host | language |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our France24 scraper handles multi-lingual article variants, video broadcast metadata, and real-time news feeds — with continuous polling and structural mapping built in.
Title, summary, full body text, category, and tags mapped perfectly to structured fields without HTML clutter.
Extract identical reporting across English, French, Arabic, and Spanish variants for cross-language NLP training.
Capture show names, broadcast dates, guest lists, and duration metrics from France24's video player DOM.
Isolate verified citizen journalism reports, including contributor metadata, location data, and verification status.
Monitor initial publication timestamps versus updated timestamps to track narrative shifts in breaking news.
Map articles to specific journalists, capturing biographical data, social handles, and publication history.
Track electronic program guides (EPG) across all four language channels to map broadcast timelines.
Extract hierarchical category trees and thematic tags to categorise global events accurately.
Run high-frequency checks on regional landing pages to capture breaking news within minutes of publication.
Brief in. Clean data out.
Specify languages, categories, shows, or author profiles. We design the extraction schema together.
We configure Scrapy crawlers, handle CDN caching layers, and map the multi-lingual DOM structure.
Schema validation, null-rate checks on article bodies, and language-alignment verification before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
News sites deploy aggressive CDN caching and complex multi-lingual routing. Here is how we maintain data integrity.
France24 uses heavy CDN caching to serve high-traffic news. Our crawlers utilise cache-busting headers and regional proxy distribution to fetch the absolute latest article versions, bypassing stale edge nodes.
The DOM structure varies slightly between the Arabic (RTL) and French/English (LTR) versions of the site. We maintain language-specific selector chains to ensure body text and metadata are extracted uniformly across all locales.
Broadcast metadata is often embedded within the JavaScript player state rather than static HTML. We use Playwright to hydrate the page and extract clean JSON objects containing duration, guest lists, and stream URLs.
Category and author pages rely on infinite scroll API calls. We intercept these backend XHR requests directly, extracting clean JSON payloads rather than simulating costly browser scrolling.
Articles are frequently updated during developing stories. Our change detection hashes the article body text per run, emitting a new record only when substantial editorial changes occur.
AI teams use aligned multi-lingual news articles to train translation models and cross-lingual sentiment classifiers.
PR firms and corporate intelligence teams track brand mentions, executive quotes, and industry coverage across global regions.
Risk consultancies monitor regional tags, conflict reporting, and The Observers data to model geopolitical stability.
Quantitative hedge funds ingest high-frequency news feeds to detect macroeconomic events and trigger automated trading logic.
Universities analyse editorial framing, bias, and topic frequency across different language editions of the same news network.
OSINT teams aggregate reports from The Observers to cross-reference citizen journalism with official state media narratives.
"France24 provides a critical multi-lingual lens on global events, but extracting aligned cross-language corpora requires continuous, stateful pipeline architecture."
Most teams underestimate the complexity of media scraping: reliable extraction requires mapping equivalent articles across languages, intercepting infinite scroll APIs, and tracking post-publication edits. DataFlirt absorbs that complexity so your engineers can focus on NLP and analysis — not the infrastructure.
Everything supported by our france24.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 high-throughput article crawling and deduplication. Playwright hydrates complex video player pages to extract embedded metadata.
We maintain proxy pools distributed globally to bypass geographic CDN caching, ensuring we fetch the absolute latest version of breaking news.
Pipelines run on AWS Lambda for high-frequency polling. Airflow handles scheduling and SLA alerting. All state stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About france24.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available news articles and metadata is generally permissible under web scraping precedents. DataFlirt targets only public, non-authenticated editorial content. We do not bypass paywalls, extract user data, or violate copyright law regarding media redistribution. Clients should consult legal counsel regarding their specific use of copyrighted text for NLP or commercial purposes.
For monitored categories or regional landing pages, we can configure polling frequencies as low as 60 seconds, delivering new article URLs and metadata via Webhook immediately upon publication.
Yes. We support extraction across the English, French, Arabic, and Spanish editions of France24, applying unified schemas so data remains consistent regardless of the source language.
Yes. Our change detection system hashes the article body. If an article is updated post-publication, we emit a new record containing the revised text and the updated timestamp.
No. We extract the video metadata (title, duration, guests, broadcast date, and source URLs). We do not download, transcode, or host the heavy video MP4/HLS files.
Yes. We can execute deep historical crawls across author archives and category pagination to build retrospective datasets spanning years of publication history.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a historical multi-lingual corpus for NLP training or a real-time feed of breaking global news — we scope, build, and operate the pipeline. Tell us what you need.
