SYSTEM all green source news18.com queue 12,492 URLs p99 latency 184ms dataflirt.com · scraper/news18-com
RUN . 72 active pipelines . news18.com live

News18 data,
at warehouse scale.

We extract breaking news, regional articles, live blogs, author archives, and election coverage from News18. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Articles extracted
142K /day
Live blog updates
48.2K /24h
Author records
3,109 /run
Active pipelines
72
Uptime
99.98%
Data Dictionary

Every field we extract from news18.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 news18.com. All fields typed and schema-versioned.

urlheadlinesubheadlineauthorpub_datemod_datecontentcategorytagsimage_url
articles
● 200 OK
"url": "https://www.news18.com/politics/example-article",
"headline": "Election Commission announces polling dates",
"author": "Political Desk",
"pub_date": "2026-03-14T10:30:00Z",
"category": "Politics",
"tags": "['Elections', 'ECI', 'Polling']",
"image_url": "https://images.news18.com/example.jpg"
# urlheadlinesubheadlineauthorpub_datemod_date
1
2
3

Complete list of extractable fields for Live Blogs objects from news18.com. All fields typed and schema-versioned.

urlevent_titleupdate_idtimestampcontentauthortagsmedia_urlsstatus
live_blogs
● 200 OK
"url": "https://www.news18.com/sports/cricket-live-blog",
"event_title": "India vs Australia Test Match",
"update_id": "update_482",
"timestamp": "2026-03-14T11:45:12Z",
"content": "Kohli hits a boundary through the covers.",
"status": "LIVE"
# urlevent_titleupdate_idtimestampcontentauthor
1
2
3

Complete list of extractable fields for Authors objects from news18.com. All fields typed and schema-versioned.

author_idnameprofile_urlbiotwitter_handlearticle_countlatest_article_datetopics
authors
● 200 OK
"author_id": "auth_891",
"name": "Aman Sharma",
"profile_url": "https://www.news18.com/byline/aman-sharma.html",
"twitter_handle": "@AmanKSharma",
"article_count": 1452,
"latest_article_date": "2026-03-13T18:20:00Z"
# author_idnameprofile_urlbiotwitter_handlearticle_count
1
2
3

Complete list of extractable fields for Regional News objects from news18.com. All fields typed and schema-versioned.

urllanguageregionheadlinecontentpub_dateauthortranslation_statuscategory
regional_news
● 200 OK
"url": "https://bengali.news18.com/news/example",
"language": "Bengali",
"region": "West Bengal",
"headline": "Local festival begins today",
"pub_date": "2026-03-14T08:15:00Z",
"category": "Local"
# urllanguageregionheadlinecontentpub_date
1
2
3

Complete list of extractable fields for Election Data objects from news18.com. All fields typed and schema-versioned.

constituencystatecandidate_namepartyvotes_polledtrailingstatuslast_updatedmargin
election_data
● 200 OK
"constituency": "Varanasi",
"state": "Uttar Pradesh",
"candidate_name": "Narendra Modi",
"party": "BJP",
"status": "Leading",
"last_updated": "2026-05-23T14:10:00Z"
# constituencystatecandidate_namepartyvotes_polledtrailing
1
2
3

Capabilities

Extract the entire News18 corpus

Our News18 scraper handles complex DOM structures across multiple regional subdomains, infinite scrolls, and live blog AJAX requests to deliver clean text.

Full Article Extraction

Headlines, subheadlines, author bylines, timestamps, and body text stripped of ads and tracking scripts.

Live Blog Tracking

Continuous polling of live news events, capturing individual updates, timestamps, and embedded media.

Regional Subdomain Support

Extract data from bengali.news18.com, hindi.news18.com, and other vernacular editions with correct UTF-8 encoding.

Author Archive Scraping

Crawl author profile pages to build historical datasets of specific journalists and their publication history.

Election Dashboard Parsing

Extract structured polling data, candidate margins, and constituency results during election cycles.

Cricket Scorecard Data

Parse live sports widgets to extract ball-by-ball commentary, player statistics, and match summaries.

Tag & Category Networks

Map the relationship between articles using News18 internal taxonomy and topic tags.

Timestamp Normalisation

Convert relative times into absolute ISO 8601 timestamps for accurate time-series analysis.

Infinite Scroll Pagination

Execute JavaScript to trigger infinite scroll events and capture older articles from category feeds.

// engagement pipeline

From URL list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide categories, author names, or keyword sets. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, proxy rotation, and pagination logic for news18.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, and text encoding verification 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

How our News18 pipeline handles the hard parts

News publishers deploy dynamic layouts and CDN bot protection. Here is how we maintain data quality.

pipeline-monitor · news18.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
Infinite scroll
JavaScript execution for pagination

News18 category pages use infinite scrolling rather than traditional pagination. We run Playwright to simulate user scrolling, intercepting the underlying XHR requests to extract historical articles efficiently.

Regional encoding
Multi-language character support

Scraping Hindi, Tamil, or Bengali subdomains requires strict UTF-8 handling. Our pipelines normalise character encoding to prevent garbled text in your database.

Live updates
High-frequency polling for live blogs

For breaking news and sports, we target the specific JSON endpoints powering the live blog widgets, allowing sub-minute latency without downloading full HTML payloads.

Ad removal
Clean text extraction

News articles are heavily fragmented by injected advertisements and sponsored content. Our DOM parsers specifically target article body containers, stripping out irrelevant inline scripts and ad blocks.

CDN mitigation
Bypassing WAF restrictions

News18 uses CDN-level bot protection. We route requests through Indian residential proxies with realistic browser headers to maintain access during high-volume crawls.

Applications

Who uses News18 data and how

Teams across industries use news18.com data to build competitive products and smarter operations.

01
Media Monitoring

PR agencies and corporate comms teams track brand mentions, sentiment, and crisis escalation in real time.

02
Political Intelligence

Analysts monitor regional sentiment, election coverage, and political discourse across multiple vernacular languages.

03
NLP Model Training

Machine learning teams use the vast corpus of regional and English text to train translation and summarisation models.

04
Event Detection

Financial institutions parse breaking news and live blogs to detect macroeconomic events and corporate announcements.

05
Competitor Benchmarking

Digital publishers track News18 publication velocity, topic coverage, and author output to inform editorial strategy.

06
Sports Analytics

Aggregators extract live cricket scorecards and commentary for downstream applications.

Why DataFlirt

"News18 publishes thousands of articles daily across 15 languages. Extracting this corpus requires infrastructure that handles infinite scrolls and dynamic layouts."

Media monitoring requires absolute precision and low latency. Scraping News18 at scale involves bypassing CDN bot protection, normalising timestamps across regional subdomains, and parsing unstructured HTML into clean text. DataFlirt manages this pipeline entirely.

Technical Spec

News18 scraper technical capabilities

Everything supported by our news18.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

Article body text extraction
Clean text extraction stripping inline ads and related article links
Supported
Live blog polling
High-frequency extraction of breaking news updates
Supported
Multi-language text normalisation
Strict UTF-8 encoding for vernacular subdomains
Supported
Author metadata
Extraction of bylines, social links, and historical article counts
Supported
Infinite scroll pagination
Playwright-driven scrolling for category archives
Supported
Historical archive crawling
Deep crawls of sitemaps to retrieve past years of news data
Supported
Image EXIF data extraction
Original metadata is stripped by the News18 CDN before delivery
Partial
Premium/Subscription content
Gated content requiring user authentication or payment
Partial
Infrastructure

Infrastructure powering the News18 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 sitemap discovery and crawl orchestration. Playwright executes JavaScript for infinite scrolls and dynamic content loading.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across India to bypass regional blocks and CDN rate limits.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested array format
CSV
Flat file with typed columns for analytics
XLS
Excel compatible format for editorial teams
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record for real-time news alerts
API
REST endpoints for on-demand querying
Postgres
Upsert into your existing schema
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About news18.com scraping, legality, and pipeline operations.

Ask us directly →
Is scraping News18 legal?

Scraping publicly available news articles is generally permissible for analysis and monitoring. DataFlirt targets only public, non-authenticated editorial content. We do not extract personal user data or bypass paywalls. Clients must ensure their downstream use respects copyright law and fair use provisions.

Can you scrape regional languages like Hindi and Tamil?

Yes. We support all News18 regional subdomains. Our pipelines ensure correct UTF-8 encoding so vernacular text is stored accurately without character corruption.

How fast can you extract live blog updates?

For specified live events, we configure high-frequency polling pipelines that capture updates within 60 seconds of publication.

Do you extract historical articles?

Yes. We can traverse News18 sitemaps and category archives to extract historical data spanning multiple years.

How do you handle infinite scrolling on category pages?

We use Playwright to simulate browser scrolling or directly target the backend AJAX endpoints that serve the paginated content.

Can I request a sample dataset?

Yes. We provide a sample run of up to 1,000 articles to validate schema fit and text cleanliness before signing a contract.

$ dataflirt scope --new-project --source=news18.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 live news feed across 15 languages, we scope, build, and operate the pipeline. Tell us what you need.

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