SYSTEM all green source thehindu.com queue 12,408 articles p99 latency 218ms dataflirt.com · scraper/thehindu-com
RUN · 41 active pipelines · thehindu.com live

The Hindu data,
at warehouse scale.

We extract article text, publication metadata, author profiles, editorials, and archival content from The Hindu. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Articles extracted
4.2K /day
Archive records
1.8M /run
Author profiles
8.4K /run
Active pipelines
41
Uptime
99.98%
Data Dictionary

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

article_idurlheadlinesubheadlineauthorpublish_dateupdate_datebody_textcategorysub_categorytagsimage_urlslocation
articles
● 200 OK
"article_id": "TH12345678",
"url": "https://www.thehindu.com/news/national/example-article.html",
"headline": "Supreme Court reserves verdict on constitutional validity",
"author": "Krishnadas Rajagopal",
"publish_date": "2026-05-12T10:30:00Z",
"category": "National",
"location": "New Delhi"
# article_idurlheadlinesubheadlineauthorpublish_date
1
2
3

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

author_idnameprofile_urlbiotwitter_handleemailarticle_countrecent_articlestopics_covered
authors_& journalists
● 200 OK
"author_id": "AUTH-492",
"name": "Suhasini Haidar",
"profile_url": "https://www.thehindu.com/profile/author/Suhasini-Haidar/",
"twitter_handle": "@suhasinih",
"article_count": 1420,
"topics_covered": "['Diplomacy', 'Foreign Affairs', 'International Relations']"
# author_idnameprofile_urlbiotwitter_handleemail
1
2
3

Complete list of extractable fields for Editorials & Opinions objects from thehindu.com. All fields typed and schema-versioned.

editorial_idurlheadlinepublish_datebody_textauthortagsword_countsentiment_category
editorials_& opinions
● 200 OK
"editorial_id": "ED-9982",
"url": "https://www.thehindu.com/opinion/editorial/example-editorial.html",
"headline": "A necessary intervention: On the RBI monetary policy",
"publish_date": "2026-05-11T23:30:00Z",
"word_count": 850,
"tags": "['RBI', 'Monetary Policy', 'Economy']"
# editorial_idurlheadlinepublish_datebody_textauthor
1
2
3

Complete list of extractable fields for Categories & Sections objects from thehindu.com. All fields typed and schema-versioned.

section_nameparent_sectionurlarticle_count_24htop_storiestrending_tagslatest_updateeditor
categories_& sections
● 200 OK
"section_name": "Tamil Nadu",
"parent_section": "States",
"url": "https://www.thehindu.com/news/national/tamil-nadu/",
"article_count_24h": 145,
"trending_tags": "['Chennai', 'Assembly', 'Weather']",
"latest_update": "2026-05-12T11:15:00Z"
# section_nameparent_sectionurlarticle_count_24htop_storiestrending_tags
1
2
3

Complete list of extractable fields for Search Results objects from thehindu.com. All fields typed and schema-versioned.

keywordpositionurlheadlinepublish_datesnippetauthorsection
search_results
● 200 OK
"keyword": "climate change summit",
"position": 1,
"url": "https://www.thehindu.com/sci-tech/energy-and-environment/example.html",
"headline": "India commits to new renewable targets at COP",
"publish_date": "2026-05-10T14:20:00Z",
"section": "Energy and Environment"
# keywordpositionurlheadlinepublish_datesnippet
1
2
3

Capabilities

Extract the entire news corpus

Our scraper handles the structural variations across The Hindu's domains, from legacy archives to live news feeds, standardising timestamps, authors, and categorisation schemas.

Full Article Extraction

Extract headlines, subheadings, bylines, datelines, body text, and embedded media URLs from all public news articles.

Historical Archives

Crawl The Hindu's extensive digital archives dating back decades, normalising legacy HTML structures into a consistent JSON schema.

Author Intelligence

Map articles to specific journalists. Extract author bios, social handles, and historical publication frequencies.

Regional News Tracking

Monitor state and city-specific sections, capturing hyper-local news coverage across India.

Metadata & Tags

Capture the internal taxonomy of The Hindu, including topics, tags, and category hierarchies for every article.

Editorial Corpus

Isolate opinion pieces, editorials, and letters to the editor for distinct NLP or sentiment analysis workloads.

Timestamp Normalisation

Convert irregular publication and update times into standard ISO 8601 UTC timestamps.

Scheduled Runs

Configure continuous pipelines at hourly or daily cadences to capture breaking news and subsequent article updates.

Media Extraction

Extract high-resolution image URLs, captions, and photo credits associated with news stories.

// engagement pipeline

From URL list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target sections, date ranges, or keyword sets. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, session management, and pagination logic for thehindu.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, and timestamp normalisation 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 pipeline handles news extraction

News sites present unique challenges: legacy HTML, paywalls, and high-frequency updates. Here is how we build resilient pipelines.

pipeline-monitor · thehindu.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 detection
Identifying TH Premium content

The Hindu gates premium content behind a hard paywall. Our scrapers automatically detect TH Premium flags in the DOM and metadata, skipping inaccessible body text while retaining headline and taxonomy data to maintain catalogue completeness.

Legacy DOM structures
Normalising 20 years of HTML

Archive articles from the 2000s use vastly different HTML templates than modern stories. We maintain conditional selector chains that route parsing logic based on publication year, ensuring consistent output schemas regardless of the source era.

Update tracking
Capturing breaking news revisions

News articles are frequently updated after initial publication. Our change-detection system monitors the 'updated_at' timestamps and structural hashes of recent articles, emitting new records when significant editorial changes occur.

Pagination handling
Deep crawling category pages

We handle infinite scroll and complex pagination across topic and author pages, ensuring zero dropped articles when traversing deep historical category feeds.

Timestamp normalisation
Consistent time-series data

Publication dates appear in varied formats ('2 hours ago', 'IST', 'Updated: ...'). We parse and convert all temporal data into strict ISO 8601 UTC formats for reliable downstream database ingestion.

Applications

Who uses The Hindu data — and how

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

01
NLP & LLM Training

AI labs ingest decades of high-quality Indian English journalism to train language models on regional context and grammar.

02
Media Monitoring

PR firms and corporate communications teams track brand mentions, executive coverage, and crisis narratives across national and regional editions.

03
Academic Research

Political scientists and economists analyse editorial sentiment and topic frequency to study historical policy shifts and public discourse.

04
Geopolitical Analysis

Risk consultancies monitor diplomatic coverage and defence reporting to assess regional stability and foreign policy trends.

05
Fact-Checking & Plagiarism

News aggregators and verification platforms cross-reference claims against The Hindu's reporting archive.

06
Financial Sentiment

Quant funds ingest business section articles to gauge sentiment on specific equities, RBI policies, and macroeconomic indicators.

Why DataFlirt

"A newspaper's archive is the first draft of history. Structured access to decades of reporting transforms static text into a queryable timeline of geopolitical and economic events."

Extracting data from major news publishers requires handling decades of legacy HTML, inconsistent metadata, and high-frequency updates. DataFlirt standardises the chaos of news taxonomy into clean, warehouse-ready records, allowing your data science teams to focus on text analysis rather than web scraping.

Technical Spec

The Hindu scraper — technical capabilities

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

Free articles
Full text extraction for all publicly accessible news and opinion pieces
Supported
Historical archives
Deep crawling of thehindu.com/archive/ spanning multiple decades
Supported
Author metadata
Journalist profiles, contact details, and historical article lists
Supported
Tags / Topics
Internal taxonomy and keyword tagging per article
Supported
Images
High-resolution image URLs and caption text extraction
Supported
Video metadata
Extraction of embedded YouTube or native video metadata and URLs
Supported
Premium (TH Premium) full text
Body text of articles gated behind subscriber paywalls
Partial
E-paper PDF downloads
Direct extraction of the print edition replica PDFs
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 ProxiesDockerKubernetesGrafanaPrometheusBeautifulSouplxml
Scrapy Stack

High-concurrency Scrapy spiders handle the massive volume of archive pages efficiently, using lxml for rapid DOM parsing without the overhead of headless browsers.

Proxy Infrastructure

We utilise Indian datacenter and residential proxy pools to ensure reliable access and bypass geographic or volumetric rate limiting imposed by CDNs.

Cloud-Native Orchestration

Pipelines run on ECS. Airflow handles scheduling for hourly breaking news updates and massive historical backfill jobs. 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 — Excel/Sheets compatible
XLS
Legacy 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 historical scraped data
BigQuery
Streamed directly into your dataset with schema auto-detect
Snowflake
Stage + COPY INTO workflow — incremental or full-replace
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping The Hindu legal?

Scraping publicly available, non-paywalled news articles is generally permissible for analytical and research purposes. DataFlirt extracts only public data and does not circumvent authentication or paywalls to access TH Premium content. Clients must ensure their downstream use complies with copyright law and fair use doctrines.

Do you extract TH Premium articles?

No. We do not bypass authentication to extract paywalled body text. For premium articles, we extract the publicly visible metadata (headline, author, publication date, tags, and visible snippet) to maintain a complete catalogue of published work, but the gated body text is omitted.

How deep does the archive extraction go?

We can extract data from any URL accessible via thehindu.com/archive/. The depth is limited only by the availability of the digital records on their servers, which typically spans back to the early 2000s in digital format.

Can you track breaking news in real-time?

We configure pipelines to poll specific sections or RSS feeds at high frequencies (e.g., every 15 minutes) to capture breaking news and subsequent article updates as the story develops.

Do you extract content from Frontline or Sportstar?

Yes. If requested, we can scope pipelines to include The Hindu Group's sister publications like Frontline, Sportstar, and Businessline, normalising the data into a unified schema.

Can I request a sample dataset?

Yes. We provide a sample run of up to 1,000 articles from specified dates or categories to validate schema fit, field completeness, and text encoding before signing any contract.

$ dataflirt scope --new-project --source=thehindu.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 one-off historical archive dump or a continuous feed of national news — we scope, build, and operate the pipeline. Tell us what you need.

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