SYSTEM all green source koreaherald.com queue 12,841 URLs p99 latency 184ms dataflirt.com · scraper/koreaherald-com
RUN * 41 active pipelines * koreaherald.com live

Korean news data,
at warehouse scale.

We extract full article text, author profiles, category metadata, and publication timelines from The Korea Herald. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Articles extracted
4.2K /day
Archive depth
15+ years
Author profiles
342 active
Active pipelines
41
Uptime
99.98%
Data Dictionary

Every field we extract from koreaherald.com

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

Complete list of extractable fields for Article Content objects from koreaherald.com. All fields typed and schema-versioned.

article_idurlheadlinesubheadlineauthor_namepublish_dateupdate_datebody_textword_countlanguage
article_content
● 200 OK
"article_id": "20231024000582",
"url": "https://www.koreaherald.com/view.php?ud=20231024000582",
"headline": "Bank of Korea holds key rate steady at 3.5%",
"subheadline": "Central bank maintains wait-and-see approach amid inflation concerns",
"author_name": "Kim Yoon-mi",
"publish_date": "2023-10-24T10:30:00Z",
"word_count": 642,
"language": "en"
# article_idurlheadlinesubheadlineauthor_namepublish_date
1
2
3

Complete list of extractable fields for Category & Metadata objects from koreaherald.com. All fields typed and schema-versioned.

article_idprimary_categorysub_categorytagskeywordssection_idrelated_articlesbreadcrumbs
category_& metadata
● 200 OK
"article_id": "20231024000582",
"primary_category": "Business",
"sub_category": "Finance",
"tags": "['Bank of Korea', 'Interest Rate', 'Inflation']",
"section_id": "0201000000",
"breadcrumbs": "['Home', 'Business', 'Finance']",
"related_articles": "['20231023000194', '20231022000411']"
# article_idprimary_categorysub_categorytagskeywordssection_id
1
2
3

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

author_idnameroleemailtwitter_handlebioarticle_countlatest_article_dateprofile_image_url
author_profiles
● 200 OK
"name": "Kim Yoon-mi",
"role": "Staff Reporter",
"email": "yoonmi@heraldcorp.com",
"article_count": 1245,
"latest_article_date": "2023-10-24T10:30:00Z",
"bio": "Covering macroeconomics and central banking for The Korea Herald."
# author_idnameroleemailtwitter_handlebio
1
2
3

Complete list of extractable fields for Media & Assets objects from koreaherald.com. All fields typed and schema-versioned.

article_idimage_urlimage_captionimage_creditvideo_urlthumbnail_urlgallery_countalt_text
media_& assets
● 200 OK
"article_id": "20231024000582",
"image_url": "https://res.heraldm.com/content/image/2023/10/24/20231024000583_0.jpg",
"image_caption": "Bank of Korea Governor Rhee Chang-yong speaks during a press briefing in Seoul.",
"image_credit": "Yonhap",
"thumbnail_url": "https://res.heraldm.com/content/image/2023/10/24/20231024000583_thumb.jpg",
"gallery_count": 1
# article_idimage_urlimage_captionimage_creditvideo_urlthumbnail_url
1
2
3

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

keywordpage_numberpositionarticle_idheadlinesnippetpublish_dateurlauthor_name
search_results
● 200 OK
"keyword": "semiconductor export",
"page_number": 1,
"position": 3,
"article_id": "20231021000214",
"headline": "Chip exports show signs of recovery in October",
"publish_date": "2023-10-21T14:15:00Z",
"author_name": "Lee Ji-yoon"
# keywordpage_numberpositionarticle_idheadlinesnippet
1
2
3

Capabilities

Extract precise geopolitical and market signals

Our Korea Herald pipeline processes dynamic news layouts, paginated archives, and author directories to deliver structured text and metadata ready for NLP ingestion.

Full-Text Article Extraction

Extract clean body text, headlines, and subheadlines stripped of ad injections, social sharing widgets, and boilerplate navigation.

Precise Publication Timestamps

Capture original publication dates and subsequent update timestamps to track narrative evolution and breaking news timelines.

Category & Tag Mapping

Extract primary sections, subsections, and article-specific tags to classify content across Business, National, and Entertainment verticals.

Author Metadata Tracking

Monitor specific journalists and columnists. Extract author names, contact emails, roles, and aggregate article counts.

Media Asset Capture

Extract high-resolution image URLs, accompanying captions, and source credits embedded within article bodies.

Deep Archive Scraping

Traverse historical pagination to build comprehensive datasets of past reporting spanning over a decade of Korean news.

Keyword Search Monitoring

Automate searches for specific companies, political figures, or geopolitical events and extract the resulting SERP feeds.

Continuous Delta Updates

Run pipelines at hourly cadences to capture newly published articles or detect revisions to existing stories.

Ad-Heavy DOM Parsing

Navigate complex, ad-heavy page structures using resilient fallback selectors to ensure text extraction remains accurate.

// engagement pipeline

From news URLs to structured text datasets

Brief in. Clean data out.

Define Scope
d 0

Provide specific categories, keyword lists, or author profiles. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, proxy rotation, and DOM parsers specifically tuned for koreaherald.com.

Validation & QA
d 4–6

Schema validation, text completeness checks, and metadata 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 news pipeline handles the hard parts

News websites present unique extraction challenges including dynamic ad insertion, layout variations, and strict rate limits. Here is how we maintain data integrity.

pipeline-monitor · koreaherald.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
DOM instability
Resilient selectors for variable article layouts

Korea Herald utilises different templates for standard articles, op-eds, and multimedia features. Our selector strategy uses multiple fallback chains to ensure consistent text extraction regardless of the underlying page template.

Ad injection
Clean text extraction without boilerplate

News sites inject dynamic advertisements and related-article widgets directly into the article body. We employ strict text-cleaning heuristics to strip out non-editorial content, delivering pure article text for NLP models.

Rate limiting
Distributed crawling with residential IPs

Aggressive scraping of news archives often triggers IP bans. We distribute requests across a pool of residential proxies with randomised delays to maintain access without interrupting the target server.

Archive traversal
Handling deep pagination limits

Extracting years of historical data requires navigating complex pagination structures that often break or loop. Our crawlers map the site taxonomy to ensure complete coverage without duplicating records.

Real-time updates
Monitoring breaking news feeds

For clients requiring low-latency news signals, we monitor RSS feeds and category landing pages continuously, extracting new articles within minutes of publication.

Applications

Who uses Korea Herald data

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

01
Geopolitical Analysis

Think tanks and intelligence firms monitor English-language coverage of South Korean politics and North Korean relations.

02
LLM & NLP Training

AI companies ingest structured article text to train language models on formal English usage within an East Asian context.

03
Market & Financial Signals

Hedge funds track corporate announcements, chaebol restructuring news, and Bank of Korea updates for trading signals.

04
Media Monitoring

PR agencies track brand mentions, executive quotes, and sentiment across South Korea's largest English daily.

05
Academic Research

Researchers analyse historical op-eds and editorial shifts to study cultural and economic trends in South Korea.

06
Competitor Intelligence

Multinational corporations monitor industry-specific news to track competitor expansions and regulatory changes in Korea.

Why DataFlirt

"The Korea Herald provides the most comprehensive English-language record of South Korean geopolitics and business, but extracting it requires a resilient pipeline."

News sites frequently alter their DOM structure to accommodate dynamic ad placements and multimedia features. DataFlirt manages the residential proxies, JavaScript rendering, and selector maintenance required to maintain a consistent structured feed of Korean news data, allowing your team to focus on analysis rather than pipeline repair.

Technical Spec

Korea Herald scraper technical capabilities

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

Full-text extraction
Clean article body text stripped of ads, navigation, and inline widgets
Supported
Historical archive scraping
Traversal of paginated category archives dating back over a decade
Supported
Author metadata capture
Extraction of journalist profiles, contact details, and article histories
Supported
Tag & category mapping
Structured extraction of primary sections and article-specific keywords
Supported
Media URL extraction
Capture of high-resolution image links, captions, and source credits
Supported
Continuous monitoring
Hourly checks for new publications across specified category feeds
Supported
JavaScript rendering
Playwright sessions to handle lazy-loaded text and dynamic image galleries
Supported
Premium gated content
Articles placed behind strict user authentication or paywalls
Partial
Deleted article recovery
Retrieval of articles permanently removed from the publisher's database
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 ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Scrapy handles crawl orchestration, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across multiple regions. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.

Cloud-Native Orchestration

Pipelines run on AWS Lambda (burst) and ECS (sustained). 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 - schema versioned per run
CSV
Flat file with typed columns - Excel/Sheets compatible
XLS
Formatted spreadsheet for manual review
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 endpoint 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 koreaherald.com scraping, legality, and pipeline operations.

Ask us directly →
Is scraping news articles legal?

Scraping publicly available news articles is generally permissible for factual extraction and analysis. DataFlirt targets only public, non-authenticated content. We do not bypass paywalls or extract personally identifiable information beyond public author profiles. Clients must ensure their downstream use of the data (such as republishing) complies with copyright laws and the publisher's terms of service.

Can you extract historical archives?

Yes. We can traverse the site's pagination and search functions to extract articles dating back to the start of their digital archives, delivering a comprehensive historical dataset.

How do you handle ad-heavy article pages?

Our extraction logic uses strict DOM targeting to isolate the core editorial content. We filter out injected advertisements, related-article carousels, and social sharing widgets to ensure the delivered text is clean.

How fast can we receive new articles?

For continuous monitoring, we can configure pipelines to poll specific category feeds or search results at hourly intervals, delivering new articles via Webhook or S3 drop shortly after publication.

Do you extract images and multimedia?

We extract the URLs for high-resolution images, accompanying captions, and source credits. We do not download and host the media files directly, but provide the links for your systems to ingest.

Can I request a sample dataset before committing?

Absolutely. We provide a sample run of up to 500 articles or specific category sections as part of the pre-engagement scoping process, allowing you to validate schema fit and text quality before signing a contract.

$ dataflirt scope --new-project --source=koreaherald.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 export or a continuous feed of breaking Korean news, we build and operate the pipeline. Tell us your requirements.

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