SYSTEM all green source bbc.com queue 12,943 URLs p99 latency 188ms dataflirt.com · scraper/bbc-com
RUN - 42 active pipelines - bbc.com live

BBC news data,
at warehouse scale.

We extract global headlines, full-text articles, live reporting, author metadata, and historical archives from bbc.com. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Articles extracted
84.2K /day
Live updates
312K /24h
Archive pages
1.4M /run
Active pipelines
42
Uptime
99.98%
Data Dictionary

Every field we extract from bbc.com

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 bbc.com. All fields typed and schema-versioned.

article_idurlheadlinesubheadlineauthorpublished_dateupdated_datecategorytagsbody_textimage_urlsrelated_articles
news_articles
● 200 OK
"article_id": "c72p7193j19o",
"headline": "Global markets react to central bank interest rate decisions",
"author": "Faisal Islam",
"published_date": "2026-05-12T08:30:00Z",
"category": "Business",
"tags": "['Economy', 'Interest Rates', 'Markets']",
"body_text": "Central banks across major economies have announced..."
# article_idurlheadlinesubheadlineauthorpublished_date
1
2
3

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

blog_idurlheadlinestatusevent_dateupdateslatest_update_timereportersrelated_topics
live_blogs
● 200 OK
"blog_id": "live-68742910",
"headline": "General Election 2026: Live Results",
"status": "LIVE",
"event_date": "2026-05-12",
"latest_update_time": "2026-05-12T14:45:22Z",
"reporters": "['Laura Kuenssberg', 'Chris Mason']",
"updates": 142
# blog_idurlheadlinestatusevent_dateupdates
1
2
3

Complete list of extractable fields for BBC Sport objects from bbc.com. All fields typed and schema-versioned.

match_idsport_typetournamenthome_teamaway_teamscorestatusmatch_datevenuecommentary_highlights
bbc_sport
● 200 OK
"match_id": "football-610293",
"sport_type": "Football",
"tournament": "Premier League",
"home_team": "Arsenal",
"away_team": "Chelsea",
"score": "2-1",
"status": "FULL_TIME"
# match_idsport_typetournamenthome_teamaway_teamscore
1
2
3

Complete list of extractable fields for BBC Weather objects from bbc.com. All fields typed and schema-versioned.

location_idlocation_namecountrycoordinatesforecast_datetemp_hightemp_lowprecipitation_chancewind_speedhumiditycondition
bbc_weather
● 200 OK
"location_id": "2643743",
"location_name": "London",
"country": "UK",
"forecast_date": "2026-05-12",
"temp_high": 18,
"temp_low": 11,
"condition": "Partly Cloudy"
# location_idlocation_namecountrycoordinatesforecast_datetemp_high
1
2
3

Complete list of extractable fields for Author Profiles objects from bbc.com. All fields typed and schema-versioned.

author_idnameroletwitter_handlebioarticle_countrecent_articlestopics_coveredprofile_url
author_profiles
● 200 OK
"name": "Jeremy Bowen",
"role": "International Editor",
"twitter_handle": "@BowenBBC",
"bio": "Jeremy Bowen is the BBC's International Editor...",
"topics_covered": "['Middle East', 'Global Conflict', 'International Relations']",
"article_count": 412,
"profile_url": "https://www.bbc.co.uk/news/correspondents/jeremybowen"
# author_idnameroletwitter_handlebioarticle_count
1
2
3

Capabilities

Everything you need from BBC News

Our BBC scraper handles every layer of the platform: global news feeds, continuous live blogs, categorical archives, and geo-routed frontends, with full JavaScript rendering and Akamai circumvention built in.

Full Article Extraction

Headlines, subheadlines, author bylines, publication timestamps, and complete body text extracted cleanly without boilerplate or ad injection.

Live Blog Tracking

Capture real-time updates from BBC live reporting pages. We poll active blogs and extract timestamped posts, reporter notes, and embedded media metadata.

Topic & Tag Mapping

Extract hierarchical category data and topical tags for every article to build structured content graphs and thematic datasets.

Author Metadata

Capture reporter names, roles, social handles, and historical article lists to map journalist coverage areas and expertise.

BBC Sport Feeds

Extract live scores, match statistics, tournament standings, and text commentary from the BBC Sport domain.

Weather Forecasts

Pull location-specific meteorological data, including temperature highs, precipitation probabilities, and wind speeds from BBC Weather.

Historical Archive Crawling

Traverse historical sitemaps and search pagination to extract decades of published articles for longitudinal analysis.

Geo-Routed Localisation

BBC serves different content to UK vs International IP addresses. We route requests through specific proxy nodes to capture targeted regional editions.

Scheduled & Streaming Modes

Run one-off bulk exports or configure continuous pipelines at hourly, daily, or real-time cadences with change-detection diffing.

// engagement pipeline

From URL list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide section URLs, topic tags, or historical date ranges. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, geo-targeted proxy rotation, and session management for bbc.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, content-truncation detection, and sample exports 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 BBC pipeline handles the hard parts

Modern news platforms deploy aggressive caching and bot protection. Here is how we stay resilient.

pipeline-monitor · bbc.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
Anti-bot layer
Akamai protection bypass

BBC uses Akamai to block automated traffic. Our crawlers use residential ISP proxies with realistic browser fingerprints, TLS spoofing, and randomised request timing to bypass edge-layer security.

Dynamic rendering
React hydration handling

BBC News relies heavily on React for frontend rendering. We run full Playwright browser sessions to execute JavaScript, ensuring dynamic elements like live blog feeds and interactive charts are fully hydrated before extraction.

Geo-blocking
UK vs Global content routing

BBC News UK and BBC.com serve entirely different editorial layouts and advertisements. We route requests through precise UK or US residential proxy pools to ensure you extract the exact regional dataset required.

Change detection
Only re-scrape what changes

For live blogs and developing stories, we maintain a hash index of last-seen values. Subsequent runs only push new updates, reducing compute cost and downstream processing load.

Monitoring
24/7 pipeline health

Every run emits structured logs. We alert on null-rate spikes, layout drift, and coverage drops, responding before you notice. SLA uptime is contractual.

Applications

Who uses BBC data and how

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

01
Media Monitoring & PR

Agencies track brand mentions, executive quotes, and crisis developments across global news feeds in real time.

02
NLP & LLM Training

Machine learning teams ingest high-quality, editorially rigorous text corpora to train language models and text classifiers.

03
Event-Driven Trading

Quantitative hedge funds parse breaking political and macroeconomic headlines to trigger automated trading algorithms.

04
Sentiment Analysis

Analysts measure the tone and sentiment of global reporting on specific geopolitical events or multinational corporations.

05
Academic Research

Sociologists and political scientists analyse decades of categorical archives to track shifts in media focus and public discourse.

06
Competitor Intelligence

Newsrooms and publishers monitor BBC publication velocity, topic clustering, and author output to benchmark their own editorial strategies.

Why DataFlirt

"BBC represents the gold standard of global journalism. Extracting its corpus provides a definitive timeline of world events, but requires parsing highly dynamic, geo-routed frontends."

Most teams underestimate the investment required: reliable BBC scraping requires handling Akamai bot protection, geo-specific routing, React hydration, and live-blog polling. DataFlirt absorbs that complexity so your engineers can focus on the analysis, not the infrastructure.

Technical Spec

BBC scraper technical capabilities

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

JavaScript rendering
Full Playwright sessions required for live blogs and interactive React components
Supported
Akamai bypass
Automated fingerprint spoofing and residential proxy rotation
Supported
Geo-targeted proxies
UK and US residential IPs to capture regional editorial differences
Supported
Live blog polling
Continuous extraction of timestamped updates on developing stories
Supported
Archive pagination
Deep traversal of categorical and chronological sitemaps
Supported
Author metadata extraction
Capture bylines, biographies, and historical article associations
Supported
Change detection
Hash-based diffing to emit only new articles or live blog updates
Supported
Webhook delivery
HTTP POST per record for real-time news monitoring workflows
Supported
BBC iPlayer video streams
Video content is DRM protected and cannot be downloaded or extracted
Partial
BBC Sounds audio content
Podcasts and radio streams are DRM protected and restricted
Partial
Infrastructure

Infrastructure powering the BBC 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, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across UK and US regions. Rotation happens per request to bypass edge protection and capture exact regional content.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.

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 for analytical tools
XLS
Excel compatible exports for non-technical teams
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
REST endpoints to query your extracted datasets on demand
BigQuery
Streamed directly into your dataset with schema auto-detect
Snowflake
Stage and COPY INTO workflow for incremental updates
PostgreSQL
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About bbc.com scraping, legality, and pipeline operations.

Ask us directly →
Is scraping BBC News legal?

Scraping publicly available news articles and headlines is generally permissible. DataFlirt targets only public, non-authenticated text and metadata. We do not extract DRM-protected media or circumvent paywalls. Clients should review BBC terms of service and consult legal counsel for specific commercial use cases.

How do you handle geo-blocking?

BBC serves different layouts and editorial content based on IP geography. We use targeted residential proxy pools in the UK or international locations to ensure we capture the precise edition you require.

Can you scrape live blogs in real-time?

Yes. We configure dedicated polling pipelines that monitor active live blogs and extract new timestamped updates within minutes of publication, delivering them via Webhook or streaming sinks.

Do you extract images and video?

We extract image URLs, alt text, and captions. We do not extract or download proprietary video streams from BBC iPlayer or audio from BBC Sounds due to DRM restrictions.

How far back can you scrape the archive?

We can traverse categorical sitemaps and search pagination to extract decades of historical articles, limited only by what BBC currently maintains on its public-facing web infrastructure.

What is the minimum viable engagement?

Our packages start at defined categorical monitoring or historical bulk exports. For real-time live blog tracking or massive archival crawls, we price based on compute volume and delivery frequency. Contact us for a scoped quote.

$ dataflirt scope --new-project --source=bbc.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 news feed across global categories, we scope, build, and operate the pipeline. Tell us what you need.

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