SYSTEM all green source news.sky.com queue 3,812 URLs p99 latency 118ms dataflirt.com · scraper/news-sky
RUN · 17 active pipelines · news.sky.com live

Sky News data,
at warehouse scale.

We extract articles, live blog updates, video metadata, and author profiles from Sky News. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Articles extracted
14,291 /day
Live blog updates
8,405 /day
Video metadata records
2,190 /run
Active pipelines
17
Uptime
99.98%
Data Dictionary

Every field we extract from news.sky.com

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 news.sky.com. All fields typed and schema-versioned.

article_idurlheadlinesubheadlineauthorpublish_dateupdate_datebody_textcategorytags
articles
● 200 OK
"article_id": "13045921",
"url": "https://news.sky.com/story/example-article-13045921",
"headline": "Prime Minister announces new infrastructure spending",
"author": "Beth Rigby",
"publish_date": "2026-10-14T08:30:00Z",
"category": "Politics",
"tags": "['UK Politics', 'Economy', 'Infrastructure']",
"body_text": "The Prime Minister has outlined a multi-billion pound..."
# article_idurlheadlinesubheadlineauthorpublish_date
1
2
3

Complete list of extractable fields for Live Blogs objects from news.sky.com. All fields typed and schema-versioned.

blog_idblog_urlevent_titlepost_idpost_timestamppost_contentauthormedia_attachmentspinned_status
live_blogs
● 200 OK
"blog_id": "live-politics-12345",
"blog_url": "https://news.sky.com/story/live-politics-12345",
"event_title": "General Election Live Updates",
"post_id": "post-9876",
"post_timestamp": "2026-10-14T09:15:22Z",
"post_content": "Polls have officially opened across the UK...",
"pinned_status": false
# blog_idblog_urlevent_titlepost_idpost_timestamppost_content
1
2
3

Complete list of extractable fields for Video Metadata objects from news.sky.com. All fields typed and schema-versioned.

video_idurltitledescriptionduration_secondspublish_datethumbnail_urlcategorytags
video_metadata
● 200 OK
"video_id": "vid-55421",
"title": "Watch: Chancellor delivers autumn statement",
"duration_seconds": 345,
"publish_date": "2026-10-13T14:20:00Z",
"thumbnail_url": "https://e3.365dm.com/26/10/768x432/sky-news-chancellor.jpg",
"category": "Business",
"tags": "['Autumn Statement', 'Economy']"
# video_idurltitledescriptionduration_secondspublish_date
1
2
3

Complete list of extractable fields for Authors objects from news.sky.com. All fields typed and schema-versioned.

author_idnamerolebiotwitter_handleprofile_imagearticle_countrecent_articles
authors
● 200 OK
"author_id": "beth-rigby",
"name": "Beth Rigby",
"role": "Political Editor",
"twitter_handle": "@BethRigby",
"article_count": 1432,
"recent_articles": "['13045921', '13045890']"
# author_idnamerolebiotwitter_handleprofile_image
1
2
3

Complete list of extractable fields for Categories objects from news.sky.com. All fields typed and schema-versioned.

category_idnameurltop_story_urlrecent_article_urlssubcategoriestrending_topicsupdate_timestamp
categories
● 200 OK
"category_id": "business",
"name": "Business",
"url": "https://news.sky.com/business",
"top_story_url": "https://news.sky.com/story/markets-surge-13045999",
"trending_topics": "['Interest Rates', 'FTSE 100', 'Inflation']",
"update_timestamp": "2026-10-14T09:30:00Z"
# category_idnameurltop_story_urlrecent_article_urlssubcategories
1
2
3

Capabilities

Extracting the news cycle — structured and timestamped

Our Sky News scraper handles dynamic live blogs, nested video metadata, and high-frequency breaking news alerts — with JavaScript rendering and continuous polling built in.

Article Body Extraction

Extract full body text, headlines, subheadlines, author attribution, and publication dates across all news categories.

Live Blog Tracking

Monitor Sky News live blogs with sub-minute polling. Extract individual posts, timestamps, authors, and media attachments as they happen.

Video Metadata Capture

Extract video titles, descriptions, durations, and thumbnail URLs from the embedded Sky News video player.

Author Intelligence

Track journalist output, capturing roles, bios, social handles, and historical publication frequency.

Category & Tag Monitoring

Scrape category pages and tag feeds to monitor story prominence, trending topics, and top story placement over time.

Breaking News Alerts

Capture the breaking news ticker and push notification metadata for high-priority event tracking.

Media Asset Extraction

Extract high-resolution image URLs, captions, and attribution credits embedded within article bodies.

High-Frequency Polling

Configure pipelines for sub-minute polling on live blogs and breaking news categories to ensure minimal latency.

Historical Archive Access

Run deep crawls across historical article archives to build comprehensive NLP training datasets.

// engagement pipeline

From news feed to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target categories, author lists, or specific live blog URLs. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, and high-frequency polling intervals for news.sky.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, and timestamp accuracy verification before full launch.

Delivery
ongoing

JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.

Under the hood

How our Sky News pipeline handles the hard parts

News sites deploy aggressive caching and dynamic rendering for live events. Here's how we stay resilient.

pipeline-monitor · news.sky.com · live ● active
// fingerprinting
Identity rotation
TLS fingerprintrandomised
User-agentrotated
IP poolresidential
Challenges blocked0
// pagination
Page coverage
48,291 pages queued running
// observability
Pipeline health
99.9%
uptime
142ms
p99 lat
0.3%
null rate
2
alerts
Dynamic content rendering
Full Playwright execution for live blogs

Sky News live blogs rely heavily on JavaScript for continuous updates and infinite scrolling. We run full Playwright browser sessions to trigger lazy-loading and capture new posts as they are injected into the DOM.

High-frequency polling
Sub-minute intervals for breaking news

For live events, delayed data is useless data. Our infrastructure supports continuous polling at 30-second intervals, ensuring you receive critical updates almost instantly.

Change detection
Only emit new blog posts

We maintain state across pipeline runs. When polling a live blog, we only extract and deliver new posts based on post IDs and timestamps, eliminating duplicate data in your downstream systems.

Schema stability
Resilient selectors for CMS variations

News CMS platforms frequently output varying HTML structures depending on media types (e.g., embedded tweets vs native video). Our selectors use robust fallback chains to ensure consistent extraction regardless of the article format.

Anti-bot layer
Residential proxy rotation

High-frequency polling often triggers rate limits or Cloudflare challenges. We utilise UK-based residential proxies to distribute request volume and maintain uninterrupted access during major news events.

Applications

Who uses Sky News data — and how

Teams across industries use news.sky.com data to build competitive products and smarter operations.

01
Media Monitoring

PR agencies and corporate comms teams track brand mentions, executive coverage, and sentiment across top-tier news outlets.

02
Financial Forecasting

Quantitative hedge funds ingest business and political news feeds to correlate major events with market volatility.

03
Event Tracking

Risk management firms monitor live blogs during crises or elections to update internal threat intelligence dashboards.

04
AI Training Data

Machine learning teams use historical article archives to train Large Language Models on high-quality journalistic prose.

05
Competitor Intelligence

Media organisations track competitor output, author productivity, and topic coverage to optimise their own editorial strategies.

06
Academic Research

Political scientists and sociologists analyse media bias, topic prominence, and framing across long-term news datasets.

Why DataFlirt

"Sky News produces a high-velocity stream of global events, but querying that unstructured text requires a dedicated extraction pipeline."

Extracting live news requires sub-minute polling and resilient selectors. Sky News relies on dynamic components for live blogs and video players. DataFlirt manages the JavaScript rendering, proxy rotation, and schema maintenance so your analysts can focus on the data.

Technical Spec

Sky News scraper — technical capabilities

Everything supported by our news.sky.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

Live blog pagination
Infinite scroll execution to capture complete historical posts within a live blog
Supported
Video metadata
Extraction of title, duration, and thumbnails from the native video player
Supported
Author profiles
Capture of journalist bios, social links, and recent article lists
Supported
Article body text
Clean extraction of main text, stripping out ads and inline promotions
Supported
Image extraction
Capture of primary hero images and inline article media URLs
Supported
High-frequency polling
Sub-minute execution for breaking news and live events
Supported
Change detection
Stateful tracking to only deliver new posts in live blogs
Supported
Premium/Paywalled content
Extraction of content behind user authentication or subscription walls
Partial
User comments
Extraction of reader comments via third-party commenting plugins
Partial
Infrastructure

Infrastructure powering the Sky News pipeline

Open-source tooling on proven cloud infra — no vendor lock-in, full observability.

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Scrapy handles crawl orchestration and retry logic. Playwright handles JavaScript rendering for live blogs and dynamic video components.

Residential Proxy Infrastructure

We maintain pools of UK residential ISP proxies to bypass rate limits during high-frequency polling events.

Cloud-Native Orchestration

Pipelines run on AWS ECS. Airflow handles scheduling, dependency management, and SLA alerting for time-sensitive news extraction.

Output & Delivery

Your data, your destination

Data delivered to where your team already works — no new tooling required.

JSON
Newline-delimited or nested — schema versioned per run
CSV
Flat file with typed columns — Excel/Sheets compatible
XLS
Formatted Excel spreadsheets for immediate analyst use
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery — compatible with any data lake
Webhook
HTTP POST per record for real-time downstream processing
API
RESTful endpoints to query extracted news data
BigQuery
Streamed directly into your dataset with schema auto-detect
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About news.sky.com scraping, legality, and pipeline operations.

Ask us directly →
Is scraping Sky News legal?

Scraping publicly available news articles is generally permissible under applicable law, provided it does not violate copyright or terms of service. DataFlirt extracts factual metadata, headlines, and text for analytical purposes. Clients must ensure their downstream use complies with fair use and copyright regulations.

How frequently can you poll live blogs?

For critical events (elections, budgets, crises), we configure pipelines to poll live blogs at 30-second intervals, delivering new posts via webhook almost instantaneously.

Can you extract historical articles?

Yes. We run deep crawls through category archives and sitemaps to build comprehensive historical datasets for AI training or long-term media analysis.

Do you extract actual video files?

No. We extract the video metadata (titles, descriptions, durations, thumbnail URLs) and the page context, but we do not download or host the raw MP4 video files.

How do you handle changes to the article layout?

Our selectors use multi-layer fallback chains (CSS, XPath, and JSON-LD). If Sky News updates their CMS, our monitoring detects schema drift and we update the pipeline within hours.

What is the minimum viable engagement?

Our smallest packages start at daily extraction of specific categories. For high-frequency polling or full-site historical archives, we price based on compute volume and delivery frequency.

$ dataflirt scope --new-project --source=news.sky.com ready

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a historical archive dump or a continuous real-time feed of breaking news — we scope, build, and operate the pipeline. Tell us what you need.

hello@dataflirt.com · Bengaluru · IST · typical reply < 4h
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