SYSTEM all green source standard.co.uk queue 12,492 URLs p99 latency 218ms dataflirt.com · scraper/standard-co.uk
RUN · 64 active pipelines · standard.co.uk live

Standard article data,
at warehouse scale.

We extract full text articles, author metadata, publication timestamps, category tagging, and media links from standard.co.uk. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Articles extracted
14.2K /day
Author updates
840 /24h
Media links
42.1K /run
Active pipelines
64
Uptime
99.98%
Data Dictionary

Every field we extract from standard.co.uk

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 standard.co.uk. All fields typed and schema-versioned.

urlheadlinesubheadlineauthorpublished_dateupdated_datecategorycontent_bodyword_counttags
articles
● 200 OK
"url": "https://www.standard.co.uk/news/london/example-article",
"headline": "TfL announces new tube upgrades for 2027",
"author": "Ross Lydall",
"published_date": "2026-10-14T08:30:00Z",
"category": "News > London",
"word_count": 845
# urlheadlinesubheadlineauthorpublished_dateupdated_date
1
2
3

Complete list of extractable fields for Authors objects from standard.co.uk. All fields typed and schema-versioned.

author_idnameprofile_urlroletwitter_handlearticle_countlatest_article_datebio
authors
● 200 OK
"author_id": "ross-lydall",
"name": "Ross Lydall",
"profile_url": "https://www.standard.co.uk/author/ross-lydall",
"role": "City Hall Editor",
"twitter_handle": "@RossLydall",
"article_count": 1432
# author_idnameprofile_urlroletwitter_handlearticle_count
1
2
3

Complete list of extractable fields for Categories & Tags objects from standard.co.uk. All fields typed and schema-versioned.

category_namesub_categorytag_namearticle_countlatest_updatetrending_scorerelated_tagssection_url
categories_& tags
● 200 OK
"category_name": "News",
"tag_name": "Transport for London",
"article_count": 342,
"latest_update": "2026-10-14T08:30:00Z",
"trending_score": 88,
"section_url": "https://www.standard.co.uk/topic/tfl"
# category_namesub_categorytag_namearticle_countlatest_updatetrending_score
1
2
3

Complete list of extractable fields for Media & Assets objects from standard.co.uk. All fields typed and schema-versioned.

article_urlimage_urlimage_altvideo_urlvideo_durationcaptioncreditmedia_typeembedded_tweets
media_& assets
● 200 OK
"article_url": "https://www.standard.co.uk/news/london/example-article",
"image_url": "https://static.standard.co.uk/2026/10/14/tube.jpg",
"image_alt": "New Piccadilly Line train",
"caption": "The new trains feature walk-through carriages.",
"credit": "TfL / Getty Images",
"media_type": "image"
# article_urlimage_urlimage_altvideo_urlvideo_durationcaption
1
2
3

Complete list of extractable fields for Search & SERP objects from standard.co.uk. All fields typed and schema-versioned.

keywordpositionarticle_urlheadlinesnippetdate_publishedauthormatch_scorescraped_at
search_& serp
● 200 OK
"keyword": "crossrail 2",
"position": 1,
"article_url": "https://www.standard.co.uk/news/transport/crossrail-2-update",
"headline": "Mayor pushes for Crossrail 2 funding",
"date_published": "2026-09-12T10:15:00Z",
"scraped_at": "2026-10-15T09:14:33Z"
# keywordpositionarticle_urlheadlinesnippetdate_published
1
2
3

Capabilities

Everything you need from the Standard - nothing you don't

Our Standard scraper handles every layer of the publisher platform: full text extraction, author attribution, section pagination, and dynamic media loading - with consent wall circumvention built in.

Full Article Text

Body content, subheadings, and blockquotes parsed cleanly. We strip inline advertisements, read-more widgets, and newsletter signup forms.

Author Attribution

Extract bylines, author bios, social links, and historical article lists for specific journalists.

Metadata & Timestamps

Capture original publication dates and latest update timestamps normalised to ISO-8601 format.

Section Pagination

Crawl entire sections like News, Sport, Culture, and Business. We handle infinite scroll implementations cleanly.

Tag & Taxonomy Extraction

Extract topic clusters, keywords, and internal taxonomy tags associated with every article.

Media Extraction

Capture high-resolution image URLs, captions, credits, and embedded video metadata.

Search Results Scraping

Execute query-based extraction to find historical coverage of specific entities or events.

CMP & Consent Wall Bypass

Automated handling of cookie banners and consent management platforms to ensure uninterrupted crawler access.

Scheduled & Streaming Modes

Run one-off historical archive exports or configure continuous pipelines for intra-day media monitoring.

// engagement pipeline

From URL list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide sections, keywords, or author lists. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, session management, and CAPTCHA handling for standard.co.uk.

Validation & QA
d 4–6

Schema validation, null-rate checks, content-truncation detection, and sample articles 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 Standard pipeline handles the hard parts

News sites deploy aggressive consent walls and dynamic ad loading. Here is how we stay resilient - and why teams choose managed infrastructure over DIY.

pipeline-monitor · standard.co.uk · 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
CMP & Consent Walls
Automated consent management handling

UK publishers enforce strict GDPR consent walls. Our Playwright layer automatically interacts with OneTrust and Quantcast popups, accepting required cookies to access the underlying DOM without triggering bot detection.

Infinite Scroll
Playwright for dynamic loading

Category pages and author feeds rely on JavaScript-heavy infinite scroll. We execute full browser sessions to trigger pagination APIs and lazy-loaded content, capturing articles that static HTML parsers miss.

Article Body Parsing
Cleaning out inline noise

Raw news HTML is polluted with inline ads, related article links, and newsletter embeds. Our parsing engine uses semantic HTML analysis to isolate the actual journalism, delivering clean text blocks.

Schema Stability
Resilient selectors for varying layouts

Feature articles, live blogs, and standard news pieces use different templates. Our selector strategy uses fallback chains and structured data (JSON-LD) extraction to maintain pipeline stability across all article types.

Change Detection
Only re-scrape updated articles

Breaking news articles are updated frequently. We maintain a hash index of last-seen content. Subsequent runs only push diffs when an article is modified, reducing downstream processing load.

Applications

Who uses Standard data - and how

Teams across industries use standard.co.uk data to build competitive products and smarter operations.

01
Media Monitoring

PR agencies and corporate comms teams track brand mentions, executive quotes, and crisis coverage in real time.

02
NLP & LLM Training

Machine learning teams use high-quality British English journalism to train language models and text classifiers.

03
Sentiment Analysis

Hedge funds and analysts track public opinion on listed companies, political figures, and macroeconomic policies.

04
Competitor Intelligence

Publishers and media groups monitor rival coverage volume, author output, and trending topics to optimise editorial strategy.

05
Event Extraction

Data vendors parse articles to identify corporate events, legal proceedings, and political appointments to populate structured databases.

06
Academic Research

Universities analyse historical news archives to study media bias, linguistic trends, and societal shifts over decades.

Why DataFlirt

"The Evening Standard publishes thousands of articles weekly, representing a critical pulse on London and UK business - accessible only if you build the pipeline."

Most teams underestimate the investment required: reliable news scraping requires handling aggressive consent management platforms, dynamic ad injections that break DOM structures, and continuous selector maintenance. DataFlirt absorbs that complexity so your engineers can focus on the NLP pipeline - not the extraction infrastructure.

Technical Spec

Standard scraper - technical capabilities

Everything supported by our standard.co.uk scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

JavaScript rendering
Full Playwright sessions - required for infinite scroll and lazy-loaded media
Supported
CMP / Cookie wall bypass
Automated consent acceptance to access full article DOM
Supported
Residential proxy rotation
ISP-grade residential IPs from UK pools - rotated per request
Supported
Full-text cleaning
Removal of inline ads, newsletter widgets, and related links
Supported
Author pagination
Extraction of all historical articles linked to a specific journalist
Supported
Historical archive scraping
Deep pagination into sitemaps for decade-old content
Supported
Change detection (diffs)
Hash-based diff: only emit records when article text or timestamp updates
Supported
Webhook delivery
HTTP POST per record - useful for real-time media monitoring alerts
Supported
Premium / Paywalled content
Articles locked behind user authentication or subscription walls
Partial
User account data
Saved articles, reading history, and user preferences
Partial
Infrastructure

Infrastructure powering the Standard 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 UK 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
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 your extracted dataset
PostgreSQL
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About standard.co.uk scraping, legality, and pipeline operations.

Ask us directly →
Is scraping standard.co.uk legal?

Scraping publicly available information from news websites is generally permissible under applicable law, reinforced by the hiQ v. LinkedIn ruling. DataFlirt targets only public, non-authenticated article data. We do not extract personal data, circumvent authentication walls, or violate GDPR. Clients should review the publisher's ToS and consult legal counsel for specific use cases.

How do you handle consent walls and cookie banners?

We use full Playwright browser sessions to programmatically interact with consent management platforms (CMPs). Our scripts accept necessary cookies to load the underlying article DOM without triggering bot detection mechanisms.

How fresh is the data?

Real-time streaming pipelines achieve sub-60-minute latency for front-page and breaking news sections. Full historical archive scrapes depend on the requested volume but typically process at 50,000 articles per day.

Is the article text clean of advertisements?

Yes. We use semantic HTML parsing to isolate the core journalism. Inline advertisements, newsletter signup widgets, and related-article injection blocks are stripped out before delivery.

Can you scrape historical archives?

Yes. We traverse historical sitemaps and paginated section archives to extract articles dating back years, providing a comprehensive corpus for NLP training or historical research.

What is the minimum viable engagement?

Our smallest packages start at a defined section or keyword list with daily delivery. For full-site historical dumps or real-time streaming, we price based on volume and compute requirements. Contact us with your use case for a scoped quote.

Can I request a sample dataset before committing?

Absolutely. We provide a sample run of up to 500 articles as part of the pre-engagement scoping process - so you can validate schema fit, text cleanliness, and data quality before signing any contract.

$ dataflirt scope --new-project --source=standard.co.uk 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 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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