We extract news articles, author metadata, broadcast schedules, podcast feeds, and comment threads from CBC. 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 & News objects from cbc.ca. All fields typed and schema-versioned.
"article_id": "1.789234", "headline": "Bank of Canada holds interest rate steady", "author": "Pete Evans", "published_date": "2026-03-04T14:30:00Z", "category": "Business", "sub_category": "Economy", "word_count": 842
| # | article_id | headline | subheadline | author | published_date | updated_date |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Authors & Journalists objects from cbc.ca. All fields typed and schema-versioned.
"name": "Pete Evans", "role": "Senior Business Writer", "location": "Toronto", "article_count": 412, "twitter_handle": "@pete_evans", "bio": "Pete Evans is a senior business writer for CBC News."
| # | author_id | name | role | bio | twitter_handle | article_count |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Comments & Engagement objects from cbc.ca. All fields typed and schema-versioned.
"comment_id": "c_892314", "article_id": "1.789234", "user_name": "CanuckObserver", "comment_text": "Finally some stability in the markets.", "timestamp": "2026-03-04T15:12:00Z", "upvotes": 42, "downvotes": 3
| # | comment_id | article_id | user_name | user_id | comment_text | timestamp |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Broadcast Schedules objects from cbc.ca. All fields typed and schema-versioned.
"program_id": "tv_9921", "title": "The National", "channel": "CBC TV", "region": "Toronto", "start_time": "2026-03-04T22:00:00Z", "duration_minutes": 60, "is_live": true
| # | program_id | title | channel | region | start_time | end_time |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Video & Audio Media objects from cbc.ca. All fields typed and schema-versioned.
"media_id": "v_34912", "type": "video", "title": "Prime Minister addresses the nation", "show_name": "CBC News Network", "duration_seconds": 340, "published_date": "2026-03-04T18:00:00Z", "is_geo_blocked": false
| # | media_id | type | title | show_name | duration_seconds | published_date |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our CBC scraper handles dynamic content loading, third-party comment systems, and regional feeds to deliver clean, structured news metadata and text corpora.
Capture headline, subheadline, body text, quotes, and inline media links without HTML boilerplate or tracking pixels.
Extract user comments, upvotes, downvotes, and nested reply threads rendered by CBC's third-party engagement platforms.
Map journalist output over time. Capture bios, roles, locations, and social handles associated with specific bylines.
Extract Electronic Program Guide (EPG) data across CBC TV and Radio networks, segmented by Canadian region.
Extract internal categorisation, section tags, and topical metadata attached to every article.
Parse Brightcove/Kaltura player data to extract video durations, internal IDs, show names, and publication timestamps.
Isolate local feeds by province or city to monitor specific regional developments and local reporting.
High-frequency polling on homepage and category fronts to detect breaking news within minutes of publication.
Traverse sitemaps and search interfaces to extract decade-old content for longitudinal analysis.
Brief in. Clean data out.
Provide target sections, author lists, or historical date ranges. We design the extraction schema together.
We configure Scrapy / Playwright crawlers, proxy rotation, session management, and DOM parsing logic for cbc.ca.
Schema validation, null-rate checks, and text normalisation before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Modern media sites rely on client-side rendering and third-party integrations. Here is how we ensure data consistency.
CBC relies heavily on third-party integrations for comments (Viafoura) and media players. We run full Playwright browser sessions to trigger lazy-loads and intercept API responses that standard HTTP clients miss.
Certain broadcast schedules, video metadata, and local feeds are restricted or altered based on geographic IP. We use Canadian residential proxies to ensure consistent data access.
Category pages and search results use React-based infinite scroll. Our crawlers simulate user scrolling and intercept backend XHR requests to paginate through historical archives reliably.
Standard news articles share a predictable DOM, but long-form investigative pieces often use custom layouts. We deploy multi-layer fallback selectors to ensure text extraction succeeds regardless of the template.
News articles are frequently updated post-publication. We maintain a hash index of last-seen text and emit diffs when an article is modified, allowing you to track editorial changes over time.
Agencies track brand mentions, executive quotes, and overall sentiment across national and regional CBC publications.
Machine learning teams ingest high-quality, editorially reviewed Canadian English and French text corpora to train language models.
Researchers analyse comment threads on political and economic articles to gauge public reaction to policy announcements.
Other media organisations track CBC's publication velocity, topic coverage, and author output to benchmark their own newsrooms.
Universities conduct longitudinal studies on media bias, topic prominence, and regional representation in public broadcasting.
Media archivists maintain searchable, structured databases of CBC TV and Radio schedules for historical reference.
"CBC represents the most comprehensive digital record of Canadian public discourse, news, and cultural output available today."
Extracting clean text from modern news publishers requires navigating infinite scroll, dynamic third-party comment systems, and complex media players. DataFlirt manages the rendering and proxy infrastructure so you receive structured, normalised text ready for NLP pipelines or media monitoring platforms.
Everything supported by our cbc.ca 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. Combined via scrapy-playwright middleware.
We maintain pools of residential ISP proxies across CA/US/UK/DE regions. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.
Pipelines run on AWS Lambda (burst) and ECS (sustained). 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 cbc.ca scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available news articles and metadata is generally permissible under applicable fair dealing and copyright laws for data analysis and media monitoring. DataFlirt targets only public, non-authenticated content. We do not extract personal user data or bypass DRM controls. Clients should review CBC's ToS and consult legal counsel for specific use cases.
CBC uses third-party engagement platforms like Viafoura. We use Playwright to execute the client-side JavaScript required to render these sections, intercepting the underlying API responses to capture structured comment threads, user names, and vote counts.
Yes. Our pipeline supports both English (cbc.ca) and French (ici.radio-canada.ca) properties, outputting to a unified schema.
No. We extract comprehensive metadata — including titles, durations, tags, and thumbnail URLs — but we do not download or distribute the raw video files or circumvent DRM systems.
For time-sensitive media monitoring, we can configure high-frequency polling on specific category fronts or RSS feeds to detect and extract new articles within 5 minutes of publication.
We route requests through Canadian residential proxies to access region-specific metadata and schedules, but we do not bypass authentication walls or DRM to access premium CBC Gem content.
Our smallest packages start at defined section scraping (e.g., all Business and Politics articles) with daily delivery. For historical backfills or real-time polling, we price based on volume and compute requirements. Contact us for a scoped quote.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a historical archive dump for NLP training or a continuous real-time feed of breaking news — we scope, build, and operate the pipeline. Tell us what you need.
