SYSTEM all green source aljazeera.com queue 14,892 URLs p99 latency 215ms dataflirt.com · scraper/aljazeera-com
RUN · 42 active pipelines · aljazeera.com live

Global news data,
at warehouse scale.

We extract geopolitical reporting, live blog feeds, opinion columns, and video metadata from Al Jazeera. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Articles extracted
142K /day
Live blog updates
84.2K /24h
Author profiles
3,104 /run
Active pipelines
42
Uptime
99.98%
Data Dictionary

Every field we extract from aljazeera.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 aljazeera.com. All fields typed and schema-versioned.

urlheadlinesubheadlineauthorpublish_dateupdate_datecategorycontent_texttagsimage_url
articles
● 200 OK
"url": "https://www.aljazeera.com/news/2026/05/12/example-article",
"headline": "Global summit concludes with new climate accords",
"author": "Jane Doe",
"publish_date": "2026-05-12T14:30:00Z",
"category": "Climate",
"tags": "['Environment', 'Diplomacy', 'UN']",
"content_text": "World leaders gathered today to finalise..."
# urlheadlinesubheadlineauthorpublish_dateupdate_date
1
2
3

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

blog_idurlevent_titlepost_idtimestampauthorpost_textembedded_mediasource_link
live_blogs
● 200 OK
"blog_id": "live-blog-84920",
"event_title": "Election 2026: Live Updates",
"post_id": "post-492",
"timestamp": "2026-05-12T15:45:22Z",
"author": "John Smith",
"post_text": "Early results indicate a shift in voting patterns...",
"source_link": "https://twitter.com/example/status/123"
# blog_idurlevent_titlepost_idtimestampauthor
1
2
3

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

author_idnameprofile_urlbioroletwitter_handlearticle_countrecent_articles
authors
● 200 OK
"name": "Jane Doe",
"profile_url": "https://www.aljazeera.com/author/jane_doe",
"bio": "Jane Doe is a senior correspondent covering climate policy.",
"role": "Senior Correspondent",
"twitter_handle": "@janedoe_aj",
"article_count": 342
# author_idnameprofile_urlbioroletwitter_handle
1
2
3

Complete list of extractable fields for Video & Documentaries objects from aljazeera.com. All fields typed and schema-versioned.

video_idtitleshow_namedurationpublish_datedescriptiontranscript_snippettags
video_& documentaries
● 200 OK
"video_id": "vid-99382",
"title": "Inside the Climate Summit",
"show_name": "101 East",
"duration": "24:15",
"publish_date": "2026-05-11T10:00:00Z",
"description": "An exclusive look at the negotiations...",
"tags": "['Documentary', 'Climate']"
# video_idtitleshow_namedurationpublish_datedescription
1
2
3

Complete list of extractable fields for Search & Archives objects from aljazeera.com. All fields typed and schema-versioned.

keywordpage_numberresult_positionurlheadlinesnippetpublish_datecategoryauthor
search_& archives
● 200 OK
"keyword": "renewable energy",
"page_number": 1,
"result_position": 4,
"url": "https://www.aljazeera.com/economy/2026/05/10/renewables",
"headline": "Solar investment reaches new high",
"publish_date": "2026-05-10T08:20:00Z",
"category": "Economy"
# keywordpage_numberresult_positionurlheadlinesnippet
1
2
3

Capabilities

Global reporting — structured for analysis

Our Al Jazeera scraper handles high-velocity news cycles: extracting static articles, polling live blogs, and mapping author networks across regional editions.

Article Body Extraction

Capture headline, subheadline, author, publication date, category, and full text content across all article templates.

Live Blog Polling

Extract real-time updates from live blogs, including timestamps, post authors, text, and embedded social media links.

Author & Contributor Mapping

Scrape author profiles, biographies, social handles, and historical publication records to map editorial networks.

Multi-Edition Support

Support for Al Jazeera English, Arabic, and Balkans editions, handling RTL text encoding and regional variations.

Tag & Entity Extraction

Extract structural metadata like categories, geographical tags, and topic clusters for precise content filtering.

Video Metadata Capture

Retrieve metadata from Al Jazeera documentaries and news clips, including duration, show name, and descriptions.

Archive Crawling

Traverse historical archives via infinite scroll and pagination to build comprehensive retrospective datasets.

High-Frequency Polling

Monitor breaking news sections and live blogs at sub-minute intervals for real-time media monitoring.

Opinion & Editorial Separation

Distinguish hard news reporting from opinion columns and editorials based on structural markers and URL patterns.

// engagement pipeline

From target URLs to warehouse records

Brief in. Clean data out.

Define Scope
d 0

Provide categories, author names, or search keywords. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, and session management for aljazeera.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, and text encoding 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 Al Jazeera pipeline handles the hard parts

News sites optimise for fast delivery, but their DOM structures vary wildly between standard articles, live updates, and interactive features.

pipeline-monitor · aljazeera.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
Live blog pagination
Handling XHR polling and dynamic updates

Al Jazeera live blogs load new posts dynamically via XHR requests. Our pipeline intercepts these network calls to extract structured JSON directly, rather than relying on brittle DOM parsing of the rendered feed.

Infinite scroll archives
Deep traversal of historical content

Category pages and author archives use infinite scroll. We simulate user scroll behaviour and capture the underlying API responses to ensure complete retrieval of historical articles without missing intervening records.

Multi-language encoding
Accurate RTL and LTR text capture

Scraping Al Jazeera Arabic requires proper handling of Right-To-Left text encoding and distinct DOM structures. Our parsers normalise text outputs to ensure UTF-8 compliance across all regional editions.

Video player abstraction
Extracting metadata from embedded media

News clips and documentaries are hosted within custom video players. We extract the configuration objects injected into the page source to retrieve accurate metadata, durations, and show affiliations.

Change detection
Tracking updates to breaking news

Articles covering breaking news are updated frequently. We hash article content and track the 'last updated' timestamps, emitting diffs when headlines or body text change post-publication.

Applications

Who uses Al Jazeera data — and how

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

01
Geopolitical Sentiment Analysis

Think tanks and intelligence firms analyse coverage of the Middle East and Global South to gauge regional sentiment and geopolitical shifts.

02
NLP & LLM Training

AI teams ingest high-quality, multi-lingual journalistic text to train language models on formal Arabic and international English.

03
Media Monitoring & PR

Corporate communications teams track mentions of entities, executives, and industry keywords across global news networks.

04
Event & Crisis Tracking

Risk analysts monitor live blogs for real-time updates on conflicts, elections, and natural disasters to inform operational security.

05
Academic Research

Universities compile longitudinal datasets of news coverage to study media framing, agenda-setting, and international relations.

06
Bias & Narrative Analysis

Researchers compare Al Jazeera's reporting with Western media outlets to identify differences in narrative framing and editorial focus.

Why DataFlirt

"Al Jazeera provides critical coverage of the Global South and Middle East, but parsing its varied article templates and live blogs requires purpose-built infrastructure."

Most teams struggle with news extraction because DOM structures change between standard reports, interactive features, and live blogs. DataFlirt maintains specific selectors for every Al Jazeera content type, polling breaking news feeds at sub-minute intervals while managing proxy rotation to avoid rate limits.

Technical Spec

Al Jazeera scraper — technical capabilities

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

Live blog XHR polling
Intercepts API responses for real-time updates without DOM scraping
Supported
Arabic edition RTL parsing
Proper UTF-8 encoding and handling of Right-To-Left text structures
Supported
Video metadata extraction
Captures show names, durations, and descriptions from embedded players
Supported
Infinite scroll archive retrieval
Simulates scrolling to capture complete historical article lists
Supported
Author timeline mapping
Extracts full publication history per author profile
Supported
High-frequency polling
Sub-minute refresh rates for breaking news and live blogs
Supported
Paywalled documentaries
Extraction of premium video content requiring subscription access
Partial
Internal CMS editorial notes
Access to unpublished drafts or internal editorial comments
Partial
Infrastructure

Infrastructure powering the Al Jazeera 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 high-throughput archive crawling, while Playwright manages interactive elements and infinite scroll pagination on category pages.

Global Proxy Infrastructure

We utilise geographically distributed proxies to access regional content variations and prevent IP-based rate limiting during high-frequency polling.

Cloud-Native Orchestration

Pipelines run on Kubernetes. Airflow handles scheduling for daily archive sweeps and manages continuous polling tasks for live blogs.

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
Standard spreadsheet format for business analysts
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
BigQuery
Streamed directly into your dataset with schema auto-detect
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Can you extract data from Al Jazeera Arabic?

Yes. Our pipeline supports Al Jazeera Arabic, handling RTL text encoding, distinct DOM structures, and category mappings to deliver clean, UTF-8 compliant datasets.

How quickly can you deliver updates from live blogs?

For active live blogs covering breaking news, we configure high-frequency polling pipelines that deliver new posts via webhook within 60 seconds of publication.

Do you capture historical articles?

Yes. We can traverse Al Jazeera's category and author archives via infinite scroll to extract historical articles dating back to the site's earliest available records.

How do you handle updates to existing articles?

We maintain a hash index of previously scraped articles. If an article is updated post-publication, we detect the change and emit a diff record containing the new text and updated timestamp.

Can you extract metadata from Al Jazeera documentaries?

We extract publicly available metadata including titles, show names, durations, and descriptions from the embedded video players on the site.

What formats do you deliver the news data in?

Data is typically delivered as JSON or Parquet for automated ingestion, but we also provide CSV and XLS formats for analysts requiring immediate access via spreadsheets.

$ dataflirt scope --new-project --source=aljazeera.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 continuous live blog monitoring — we scope, build, and operate the pipeline. Tell us what you need.

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