SYSTEM all green source haaretz.com queue 12,409 URLs p99 latency 215ms dataflirt.com · scraper/haaretz-com
RUN · 14 active pipelines · haaretz.com live

Haaretz data,
at warehouse scale.

We extract news articles, opinion pieces, author histories, and comment corpora from Haaretz. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Articles extracted
14.2K /day
Comments parsed
45.8K /day
Authors tracked
1.2K /run
Active pipelines
14
Uptime
99.94%
Data Dictionary

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

article_idurltitlesubtitleauthorpublish_dateupdate_datebody_texttagssectionpaywalled
articles
● 200 OK
"article_id": "1.10234567",
"url": "https://www.haaretz.com/israel-news/...",
"title": "New Legislation Proposed in Knesset",
"author": "Amir Tibon",
"publish_date": "2026-05-12T08:30:00Z",
"section": "Israel News",
"paywalled": true
# article_idurltitlesubtitleauthorpublish_date
1
2
3

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

author_idnamerolebiotwitter_handlearticle_countlatest_article_dateprofile_url
authors
● 200 OK
"author_id": "A4592",
"name": "Anshel Pfeffer",
"role": "Senior Correspondent",
"twitter_handle": "@AnshelPfeffer",
"article_count": 842,
"latest_article_date": "2026-05-11T14:20:00Z"
# author_idnamerolebiotwitter_handlearticle_count
1
2
3

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

comment_idarticle_iduser_namecomment_texttimestampupvotesdownvotesparent_idis_deleted
comments
● 200 OK
"comment_id": "C982374",
"article_id": "1.10234567",
"user_name": "TelAvivReader",
"comment_text": "This analysis misses the broader economic context.",
"timestamp": "2026-05-12T09:15:22Z",
"upvotes": 45,
"downvotes": 3
# comment_idarticle_iduser_namecomment_texttimestampupvotes
1
2
3

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

blog_idtitlestatusstart_timeend_timeevent_countlatest_update_timesection
live_blogs
● 200 OK
"blog_id": "LB562",
"title": "Live Updates: Election Day",
"status": "active",
"start_time": "2026-11-03T05:00:00Z",
"event_count": 124,
"latest_update_time": "2026-11-03T18:45:00Z",
"section": "Elections"
# blog_idtitlestatusstart_timeend_timeevent_count
1
2
3

Complete list of extractable fields for Topics & Tags objects from haaretz.com. All fields typed and schema-versioned.

tag_idtag_nameurlarticle_countrelated_tagstrending_scorecategorylast_updated
topics_& tags
● 200 OK
"tag_id": "T892",
"tag_name": "Supreme Court",
"url": "https://www.haaretz.com/tags/supreme-court",
"article_count": 1450,
"category": "Judiciary",
"trending_score": 88.5,
"last_updated": "2026-05-12T10:00:00Z"
# tag_idtag_nameurlarticle_countrelated_tagstrending_score
1
2
3

Capabilities

Extract news corpora at scale

Our Haaretz pipeline processes bilingual content, dynamic live blogs, and strict paywalls to deliver structured text data for your NLP and media monitoring workflows.

Full Text Extraction

Capture complete article bodies, subtitles, pull quotes, and embedded media captions across all sections and opinion pieces.

Bilingual Support

Extract content from both the English (haaretz.com) and Hebrew (haaretz.co.il) editions with appropriate character encoding.

Author Intelligence

Track journalist output, biographical data, social handles, and historical publication frequencies.

Comment Thread Mining

Parse user comments, upvote metrics, and reply hierarchies to gauge reader sentiment and engagement.

Live Blog Parsing

Monitor continuous news feeds, extracting individual timestamped updates and event markers as they happen.

Metadata & Taxonomy

Capture tags, categories, publication timestamps, update histories, and related article links.

Paywall Navigation

Manage authenticated sessions and cookie jars to access premium content for licensed users.

Podcast & Multimedia Data

Extract audio metadata, episode descriptions, and embedded video URLs from multimedia features.

Historical Archiving

Run deep crawls across archival pages to build extensive historical datasets for training models.

// engagement pipeline

From URL list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide section URLs, specific tags, author lists, or date ranges. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, proxy rotation, session management, and authentication handling for haaretz.com.

Validation & QA
d 4–6

Schema validation, null rate checks, language encoding verification, and sample datasets before full launch.

Delivery
ongoing

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

Under the hood

Handling news media extraction challenges

News sites deploy dynamic loading and strict access controls. Here is how we maintain data flow.

pipeline-monitor · haaretz.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
Paywall management
Authenticated session handling

Haaretz uses strict paywalls. We manage authenticated sessions, rotate cookies, and handle token expiration automatically to ensure uninterrupted access to full text content for authorized clients.

Dynamic content
Playwright for live updates

Live blogs and comment sections load dynamically via JavaScript. We use Playwright to execute page scripts, trigger infinite scrolls, and capture asynchronous XHR responses.

Character encoding
UTF-8 normalisation

Handling both English and Hebrew content requires strict encoding standards. Our pipeline normalises all text to UTF-8, stripping invisible characters and preserving bidirectional text formatting.

Bot mitigation
Residential proxy rotation

To avoid rate limits and IP bans, we route requests through residential proxies located in Israel and the US, mimicking natural reader traffic patterns.

Change tracking
Article update detection

News articles are frequently updated after initial publication. We track update timestamps and hash body content to emit new records only when substantial edits occur.

Applications

Who uses Haaretz data

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

01
NLP Model Training

AI teams ingest high quality bilingual news corpora to train large language models and translation engines.

02
Media Monitoring

PR agencies and corporate communications teams track brand mentions, geopolitical events, and crisis developments.

03
Sentiment Analysis

Quantitative analysts parse opinion pieces and comment threads to gauge public sentiment on specific policies or market events.

04
Academic Research

Political scientists and historians analyse publication trends, author bias, and editorial shifts over long time horizons.

05
Event Detection

Risk management platforms use live blog data to detect and alert on emerging geopolitical incidents in real time.

06
Competitor Intelligence

Other media organisations monitor publication velocity, topic coverage, and author engagement metrics.

Why DataFlirt

"Haaretz provides critical geopolitical reporting and opinion data, but extracting it requires navigating strict paywalls and bilingual site architectures."

News media extraction requires handling complex DOM structures, continuous live blog updates, and aggressive anti-bot measures. DataFlirt manages the proxy rotation, session persistence, and parsing logic so your data science teams receive clean text corpora ready for NLP pipelines.

Technical Spec

Haaretz scraper capabilities

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

Full text parsing
Extracts complete article body, removing ads and navigation elements
Supported
Bilingual extraction
Supports both haaretz.com (English) and haaretz.co.il (Hebrew)
Supported
Live blog tracking
Captures individual timestamped updates within continuous coverage pages
Supported
Comment extraction
Parses user comments, upvotes, and reply chains
Supported
Author history
Aggregates all published articles per author profile
Supported
Authenticated scraping
Uses client provided credentials to access paywalled content
Supported
User account settings
Personalised reading lists or account billing details
Partial
Premium newsletter content
Email exclusive content not published on the main web domain
Partial
Infrastructure

Infrastructure powering the Haaretz 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 deduplication. Playwright handles JavaScript rendering for dynamic comments and live blogs. Combined via scrapy-playwright middleware.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies. Rotation happens per request with sticky sessions where authenticated access is required to bypass rate limits.

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 structure for text corpora
CSV
Flat file with typed columns for metadata
XLS
Excel compatible format for editorial 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 news alerts
API
REST endpoint to query historical extracted data
BigQuery
Streamed directly into your dataset
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Can you extract content behind the Haaretz paywall?

Yes, provided you supply valid authentication credentials for an account with the appropriate subscription access. We manage the session cookies and token rotation to extract the full text.

Do you support both the English and Hebrew sites?

Yes. Our pipeline can target haaretz.com (English) and haaretz.co.il (Hebrew). We ensure proper UTF-8 encoding and handle right to left text structures appropriately.

How quickly can you deliver live blog updates?

For actively monitored live blogs, we can configure polling intervals as frequent as every 5 minutes, delivering new updates via Webhook or streaming directly to your database.

Can you extract reader comments?

Yes. We parse the comment sections, including user names, timestamps, comment text, upvote counts, and nested reply structures.

How far back can you scrape historical articles?

We can extract historical archives as far back as the site taxonomy allows. Deep historical crawls are typically executed as one off batch processes before continuous monitoring begins.

How do you handle article updates?

We track publication and modification timestamps. If an article is updated, we capture the new version and emit a fresh record, allowing you to track editorial changes over time.

$ dataflirt scope --new-project --source=haaretz.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 full 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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