SYSTEM all green source straitstimes.com queue 12,409 articles p99 latency 218ms dataflirt.com · scraper/straitstimes-com
RUN · 64 active pipelines · straitstimes.com live

Straits Times data,
at warehouse scale.

We extract breaking news, business reports, geopolitical commentary, and author profiles from straitstimes.com. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Articles extracted
14.2K /day
Author profiles
854 /run
Comments & reactions
45.1K /24h
Active pipelines
64
Uptime
99.98%
Data Dictionary

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

article_idurlheadlinesubheadlineauthorpublished_dateupdated_datecategorysub_categorytagsbody_textword_countpaywalledimagespremium_flag
article_content
● 200 OK
"url": "https://www.straitstimes.com/asia/example-article",
"headline": "Monetary Authority of Singapore tightens policy",
"author": "Chua Mui Hoong",
"published_date": "2026-04-12T08:30:00Z",
"category": "Business",
"body_text": "The Monetary Authority of Singapore announced today...",
"paywalled": false
# article_idurlheadlinesubheadlineauthorpublished_date
1
2
3

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

author_idnamerolebiotwitter_handlelinkedin_urlarticle_countrecent_articlesprofile_imageemail_contactjoined_datebeat
author_profiles
● 200 OK
"name": "Chua Mui Hoong",
"role": "Senior Columnist",
"bio": "Chua Mui Hoong writes on Singapore politics and society.",
"twitter_handle": "@chuamuihoong_st",
"article_count": 412,
"beat": "Politics",
"email_contact": "muihoong@sph.com.sg"
# author_idnamerolebiotwitter_handlelinkedin_url
1
2
3

Complete list of extractable fields for Business & Financial News objects from straitstimes.com. All fields typed and schema-versioned.

article_idurlheadlinecompanies_mentionedstock_tickersregionfinancial_quarterrevenue_figuresceo_quotespublished_date
business_& financial news
● 200 OK
"headline": "DBS reports record Q3 earnings",
"companies_mentioned": "['DBS Group Holdings', 'OCBC Bank']",
"stock_tickers": "['SGX:D05', 'SGX:O39']",
"region": "Singapore",
"published_date": "2026-05-10T14:00:00Z",
"url": "https://www.straitstimes.com/business/dbs-q3-earnings"
# article_idurlheadlinecompanies_mentionedstock_tickersregion
1
2
3

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

asset_idarticle_idasset_typeurlcaptionphotographeragencyresolutionfile_sizeupload_date
multimedia_& assets
● 200 OK
"asset_id": "IMG_849201",
"asset_type": "image/jpeg",
"url": "https://static1.straitstimes.com.sg/s3fs-public/example.jpg",
"caption": "Prime Minister speaking at the National Day Rally.",
"photographer": "Kevin Lim",
"agency": "The Straits Times",
"resolution": "1920x1080"
# asset_idarticle_idasset_typeurlcaptionphotographer
1
2
3

Complete list of extractable fields for Category Aggregation objects from straitstimes.com. All fields typed and schema-versioned.

category_nameurltop_story_headlinetrending_articlesarticle_count_24heditor_pickssponsor_contentlast_updated
category_aggregation
● 200 OK
"category_name": "Asia",
"url": "https://www.straitstimes.com/asia",
"top_story_headline": "Asean summit concludes with new trade agreements",
"article_count_24h": 142,
"editor_picks": "['article_id_1', 'article_id_2']",
"last_updated": "2026-05-12T09:15:00Z"
# category_nameurltop_story_headlinetrending_articlesarticle_count_24heditor_picks
1
2
3

Capabilities

Everything you need from The Straits Times, nothing you don't

Our media scraper handles every layer of the platform: breaking news feeds, historical archives, author metadata, and financial entity extraction, with JavaScript rendering and session management built in.

Full Article Text Extraction

Headline, body, subheadline, and inline quotes captured accurately, bypassing lazy-loaded paragraphs and dynamic ad insertions.

Author & Journalist Metadata

Extract bios, social handles, email contacts, and historical article lists for every credited journalist.

Category & Tag Mapping

Preserve the site taxonomy across Singapore, Asia, World, Business, and Tech categories for structured NLP training.

Multimedia Asset Capture

Extract high-resolution image URLs, captions, and photographer credits embedded within the article body.

Financial Entity Recognition

Isolate mentioned stock tickers, corporate entities, and executive names from business and financial reporting.

Geopolitical Tagging

Track country mentions and regional focus across Southeast Asia coverage for risk analysis models.

Historical Archive Retrieval

Paginate through past months and years using structured search queries to build comprehensive historical datasets.

Premium Content Flagging

Identify ST Premium paywalled articles automatically and extract all publicly available metadata before the cutoff.

Scheduled & Streaming Modes

Run one-off bulk exports or configure continuous pipelines at hourly cadences with change-detection diffing.

// engagement pipeline

From URL list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

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

Pipeline Build
d 2–4

We configure Scrapy and Playwright crawlers, proxy rotation, and session management for SPH Media domains.

Validation & QA
d 4–6

Schema validation, null-rate checks, paywall boundary testing, and sample articles 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 media pipeline handles the hard parts

SPH Media invests in scraping detection and content protection. Here is how we stay resilient.

pipeline-monitor · straitstimes.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
Anti-bot layer
SPH Media protection bypass

Straits Times uses advanced bot mitigation and rate limiting. Our crawlers use residential ISP proxies with realistic browser fingerprints and full cookie session management.

Paywall boundary
Premium vs Free content handling

ST Premium articles truncate content for non-subscribers. We accurately flag paywalled content and extract all publicly available metadata and introductory text before the cutoff.

Dynamic rendering
JavaScript execution for lazy loading

Modern news sites load images and subsequent paragraphs dynamically. We run full Playwright browser sessions to trigger lazy loads and extract the complete article body.

Schema stability
Resilient selectors for media layouts

News layouts change frequently for special features. Our selector strategy uses fallback chains (CSS, XPath, LD+JSON) to ensure consistent data delivery.

Monitoring
24/7 pipeline health

Every run emits structured logs to our observability stack. We alert on null-rate spikes or layout drift and respond before you notice.

Applications

Who uses Straits Times data, and how

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

01
Media Monitoring & PR

Track brand mentions, executive quotes, and corporate announcements across Singapore and Asian markets.

02
NLP & LLM Training

Build language models using high-quality editorial content, structured by category, author, and publication date.

03
Geopolitical Risk Analysis

Monitor regional developments, government policies, and diplomatic relations in Southeast Asia.

04
Financial Signaling

Extract stock tickers, earnings reports, and economic commentary for algorithmic trading models.

05
Competitor Intelligence

Analyse share of voice, topic coverage, and sentiment against industry peers in the Asian market.

06
Academic & Social Research

Track public discourse, editorial stances, and topic evolution over historical timelines.

Why DataFlirt

"The Straits Times provides the definitive editorial record for Southeast Asia, but extracting that intelligence requires navigating strict media paywalls and dynamic layouts."

Most teams underestimate the investment required: reliable media scraping requires residential proxies, full JavaScript rendering for lazy-loaded text, and daily selector maintenance. DataFlirt absorbs that complexity so your analysts can focus on the signals, not the infrastructure.

Technical Spec

Straits Times scraper: technical capabilities

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

JavaScript rendering
Full Playwright sessions required for lazy-loaded text and dynamic assets
Supported
Residential proxy rotation
ISP-grade residential IPs from SG and Asian pools, rotated per request
Supported
Article body extraction
Full text extraction including inline quotes and subheadings
Supported
Metadata parsing
Structured extraction of author, published date, and taxonomy tags via LD+JSON
Supported
Historical pagination
Crawl past dates using structured search and archive indices
Supported
Webhook delivery
HTTP POST per article for real-time news monitoring
Supported
Change detection
Hash-based diff for updated articles and editorial revisions
Supported
ST Premium full text
Bypassing the subscriber paywall to read premium articles
Partial
User comments
Authenticated discussion boards requiring active SPH accounts
Partial
Infrastructure

Infrastructure powering the media 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, lazy-loading text, and interaction flows.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across Asian regions. Rotation happens per-request to avoid IP bans from SPH media servers.

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 schema versioned per run
CSV
Flat file with typed columns for quick analysis
XLS
Excel format for business analysts and researchers
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 for on-demand querying of extracted data
Snowflake
Stage and COPY INTO workflow for enterprise warehouses
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping straitstimes.com legal?

Scraping publicly available news articles is generally permissible under fair use for analysis, provided it does not violate copyright by republishing the content. DataFlirt extracts factual data and text for internal NLP and monitoring use. We do not bypass authentication walls or extract ST Premium content.

Can you bypass the ST Premium paywall?

No. We extract all publicly available metadata, headlines, and free article text. We do not circumvent subscriber login walls to access paid content.

How do you handle lazy-loaded article text?

We use Playwright to execute JavaScript, scroll the page, and trigger network requests that load subsequent paragraphs and multimedia assets.

How fast can you deliver breaking news?

Our streaming pipelines can monitor specific category feeds and deliver new articles via webhook within 5 minutes of publication.

Can you extract historical articles?

Yes. We can paginate through the site's search or archive structures to extract articles published months or years ago.

Do you capture article updates and revisions?

Yes. We hash the article content and monitor the updated_date metadata field, delivering a new record if the editorial team revises the text.

$ dataflirt scope --new-project --source=straitstimes.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 news monitoring feed, we scope, build, and operate the pipeline. Tell us what you need.

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