SYSTEM all green source indiatoday.in queue 12,943 URLs p99 latency 214ms dataflirt.com · scraper/indiatoday-in
RUN * 84 active pipelines * indiatoday.in live

India Today data,
at warehouse scale.

We extract breaking news, editorial archives, author profiles, video metadata, and fact-check reports from India Today. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Articles extracted
14.2K /day
Video metadata
3.8K /24h
Archive depth
24 years
Active pipelines
84
Uptime
99.98%
Data Dictionary

Every field we extract from indiatoday.in

Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.

Complete list of extractable fields for Articles & News objects from indiatoday.in. All fields typed and schema-versioned.

article_idurlheadlinesubheadlineauthorpublish_dateupdate_datecategorytagsbody_textimage_urlsword_count
articles_& news
● 200 OK
"article_id": "IT-849201",
"headline": "RBI holds repo rate steady at 6.5%",
"subheadline": "The central bank maintains status quo on interest rates for the sixth consecutive time.",
"author": "Business Desk",
"publish_date": "2026-02-08T10:30:00Z",
"category": "Business",
"word_count": 845,
"tags": "['RBI', 'Repo Rate', 'Economy', 'Shaktikanta Das']"
# article_idurlheadlinesubheadlineauthorpublish_date
1
2
3

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

author_idnameprofile_urldesignationbiotwitter_handlearticle_countrecent_articlesjoin_datelocation
author_profiles
● 200 OK
"author_id": "AUTH-492",
"name": "Rajdeep Sardesai",
"designation": "Consulting Editor",
"twitter_handle": "@sardesairajdeep",
"article_count": 1240,
"location": "New Delhi",
"recent_articles": "['IT-849201', 'IT-849155']"
# author_idnameprofile_urldesignationbiotwitter_handle
1
2
3

Complete list of extractable fields for Video & Media objects from indiatoday.in. All fields typed and schema-versioned.

video_idtitledescriptionduration_secondsupload_dateview_countshow_namecategorythumbnail_urltranscript_snippet
video_& media
● 200 OK
"video_id": "VID-99382",
"title": "Prime Time Debate: State Elections 2026",
"duration_seconds": 2450,
"upload_date": "2026-04-12T20:00:00Z",
"show_name": "News Today",
"category": "Politics",
"view_count": 450210
# video_idtitledescriptionduration_secondsupload_dateview_count
1
2
3

Complete list of extractable fields for Fact Check objects from indiatoday.in. All fields typed and schema-versioned.

fact_idclaimratingconclusionpublish_datefact_checkersources_citedarticle_urlsocial_sharesviral_platform
fact_check
● 200 OK
"claim": "Viral video shows new bridge collapse in Mumbai",
"rating": "False",
"conclusion": "The video is from a 2018 incident in a different country.",
"publish_date": "2026-05-01T14:15:00Z",
"fact_checker": "AFWA Team",
"viral_platform": "WhatsApp"
# fact_idclaimratingconclusionpublish_datefact_checker
1
2
3

Complete list of extractable fields for Magazine Archive objects from indiatoday.in. All fields typed and schema-versioned.

issue_idissue_datecover_story_titleeditor_notearticles_listpage_countcover_image_urlvolumeprice_inrdigital_available
magazine_archive
● 200 OK
"issue_date": "2026-01-15",
"cover_story_title": "The Tech Decade",
"volume": "49",
"page_count": 120,
"price_inr": 150,
"digital_available": true,
"articles_list": "['IT-MAG-101', 'IT-MAG-102']"
# issue_idissue_datecover_story_titleeditor_notearticles_listpage_count
1
2
3

Capabilities

Extract the complete news corpus

Our India Today scraper handles high-frequency feed polling, deep archive pagination, and ad-tech evasion to deliver clean, structured editorial data.

Full Article Extraction

Headlines, subheadlines, bylines, publication timestamps, and clean body text stripped of ad injections and promotional widgets.

High-Frequency Polling

Monitor breaking news feeds and live blogs with sub-minute latency to capture updates as they are published.

Fact Check Aggregation

Extract claims, verdicts, and source citations from the Anti Fake News War Room (AFWA) section.

Author & Journalist Tracking

Map articles to specific journalists. Track publication frequency, topics covered, and author metadata.

Video Metadata Scraping

Capture titles, descriptions, upload dates, and view counts from the India Today video and Live TV sections.

Deep Archive Penetration

Traverse historical sitemaps and search pagination to extract decades of archival reporting and magazine issues.

Multi-Language Support

Extract data across the network including India Today (English), Aaj Tak (Hindi), and regional language portals.

Taxonomy & Tagging

Capture internal category structures, keywords, and topic tags assigned to each article for NLP classification.

Change Detection

Track stealth edits. We capture update timestamps and diff article bodies to log post-publication modifications.

// engagement pipeline

From URL list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide categories, author names, or date ranges. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, CDN cache-busting logic, and proxy rotation for indiatoday.in.

Validation & QA
d 4–6

Schema validation, null-rate checks, and text-cleanliness 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 pipeline handles media site complexity

News publishers deploy heavy caching and ad-tech. Here is how we ensure clean data extraction.

pipeline-monitor · indiatoday.in · 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
Text cleaning
Stripping ad-tech and inline promotions

Media sites inject JavaScript ads, newsletter signups, and related-article links directly into the DOM of the article body. Our parsers use strict XPath boundaries to extract only the editorial text, discarding promotional noise.

Cache evasion
Bypassing CDN staleness

India Today uses aggressive edge caching via CDNs. For breaking news pipelines, we append cache-busting parameters and rotate request headers to ensure we fetch the absolute latest version of an article, not a stale edge node copy.

Pagination logic
Traversing infinite scroll

Category pages and author profiles rely on JavaScript-driven infinite scroll or complex API pagination. We reverse-engineer the underlying XHR requests to paginate through thousands of articles without rendering the heavy frontend.

Stealth edits
Tracking post-publication changes

News articles are frequently updated after initial publication. Our database maintains a hash of the article body. When a URL is re-crawled, we log the diff and emit a new version record if the editorial content has changed.

Bot mitigation
Residential IP rotation

High-frequency polling triggers rate limits and WAF blocks. We distribute requests across a pool of Indian residential IPs, maintaining legitimate request volumes per node to ensure uninterrupted data flow.

Applications

Who uses India Today data and how

Teams across industries use indiatoday.in data to build competitive products and smarter operations.

01
Media Monitoring

PR agencies and corporate comms teams track brand mentions, sentiment, and share of voice across national news.

02
NLP Model Training

AI teams harvest high-quality, linguistically diverse editorial text to train Large Language Models on Indian English and Hindi contexts.

03
Political Analysis

Think tanks and researchers aggregate election coverage, opinion pieces, and fact checks to analyse media bias and political trends.

04
Financial Intelligence

Quant funds ingest breaking business news and RBI policy updates with sub-minute latency for algorithmic trading signals.

05
Fact-Check Aggregation

Social media platforms and researchers integrate AFWA fact-check data to build automated misinformation detection systems.

06
Topic Modelling

Data scientists use historical article archives to model the evolution of specific topics over decades of reporting.

Why DataFlirt

"India Today holds decades of political, economic, and social reporting in its archives. Extracting this corpus at scale requires bypassing aggressive CDN caching and ad-tech layers."

News publishers deploy heavy caching, dynamic ad-injections, and bot mitigation to protect their content. DataFlirt handles the proxy rotation, pagination logic, and schema normalisation so your data science teams receive clean text corpuses ready for NLP pipelines.

Technical Spec

India Today scraper technical capabilities

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

Article body extraction
Clean text extraction without inline ads or related-article links
Supported
Metadata parsing
Capture bylines, tags, categories, and exact publication timestamps
Supported
High-frequency polling
Sub-minute latency for breaking news and live blogs
Supported
Historical archives
Deep traversal of sitemaps spanning decades of content
Supported
Video metadata
Extraction of titles, views, and descriptions from media pages
Supported
Multi-language portals
Support for English, Hindi (Aaj Tak), and regional domains
Supported
Change detection
Log diffs for articles updated post-publication
Supported
India Today Premium
Paywalled magazine content requiring paid subscriptions
Partial
User comments
Comment sections requiring SSO or social media login to render
Partial
Infrastructure

Infrastructure powering the news pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheusBeautifulSoup4lxml
Scrapy + lxml Stack

High-throughput Scrapy spiders combined with lxml for rapid, strict XPath parsing of HTML structures, ensuring clean text extraction.

Residential Proxy Infrastructure

Pools of residential ISP proxies across Indian regions to bypass WAF rules and distribute request loads during high-frequency polling.

Cloud-Native Orchestration

Pipelines run on AWS Lambda for burst scaling during breaking news events. Airflow handles scheduling 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 structures for document stores
CSV
Flat file with typed columns for quick analyst review
XLS
Excel compatible format for editorial and PR teams
Parquet
Columnar format optimised for BigQuery and Snowflake
AWS S3
Direct bucket delivery compatible with any data lake
Webhook
HTTP POST per article for real-time alerting systems
API
REST endpoint to query your extracted historical corpus
BigQuery
Streamed directly into your dataset with schema auto-detect
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About indiatoday.in scraping, legality, and pipeline operations.

Ask us directly →
Is scraping news articles legal?

Scraping publicly available facts and headlines is generally permissible. However, reproducing full article bodies may implicate copyright law depending on your jurisdiction and use case (e.g., fair use for NLP training vs. commercial republication). DataFlirt operates as a data extraction conduit. Clients must ensure their downstream use complies with copyright laws and India Today's Terms of Service.

Can you extract data from Aaj Tak as well?

Yes. Our pipeline supports the entire India Today Network, including Aaj Tak, Business Today, and regional language portals using the same unified schema.

How fast can you detect breaking news?

For monitored categories or homepages, we configure high-frequency polling pipelines capable of detecting and extracting new URLs within 60 seconds of publication.

Do you extract images and videos?

We extract the metadata (URLs, captions, alt text, upload dates) for media assets. We do not download or host the actual MP4 or JPG files, but provide the direct links in your payload.

How do you handle paywalled magazine content?

We extract all publicly visible metadata (headlines, author, publication date, and preview snippets). We do not bypass authentication walls or extract full text from India Today Premium.

Can you track when an article is updated?

Yes. We can poll specific URLs at defined intervals, hash the article body, and emit a new record if the content changes, capturing stealth edits post-publication.

What format is best for NLP training?

We recommend JSONL or Parquet. These formats preserve the nested structure of tags, categories, and multi-paragraph body text without the delimiter issues common in CSV files.

$ dataflirt scope --new-project --source=indiatoday.in 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 for model training or a real-time feed for media monitoring, we build and operate the pipeline. Tell us your requirements.

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