We extract full text, metadata, live blog updates, author history, and comment threads from The Guardian. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.
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 theguardian.com. All fields typed and schema-versioned.
"url": "https://www.theguardian.com/technology/2026/may/12/ai-regulation", "headline": "Global regulators agree on new AI framework", "standfirst": "The historic agreement aims to standardise oversight across 40 countries.", "author": "Alex Hern", "published_date": "2026-05-12T08:30:00Z", "section": "Technology", "word_count": 1240
| # | url | headline | standfirst | author | published_date | updated_date |
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| 2 | ||||||
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Complete list of extractable fields for Live Blogs objects from theguardian.com. All fields typed and schema-versioned.
"url": "https://www.theguardian.com/politics/live/2026/may/12/election-live", "headline": "General Election 2026: Live updates", "status": "live", "block_id": "645a1b2c", "block_time": "2026-05-12T09:15:00Z", "block_text": "The Prime Minister has arrived at the polling station in London.", "contributors": "['Pippa Crerar', 'Peter Walker']"
| # | url | headline | status | key_events | block_id | block_time |
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Complete list of extractable fields for Authors objects from theguardian.com. All fields typed and schema-versioned.
"author_id": "marina-hyde", "name": "Marina Hyde", "profile_url": "https://www.theguardian.com/profile/marinahyde", "bio": "Marina Hyde is a Guardian columnist.", "twitter_handle": "@MarinaHyde", "article_count": 842
| # | author_id | name | profile_url | bio | twitter_handle | article_count |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Comments objects from theguardian.com. All fields typed and schema-versioned.
"comment_id": "c_123456789", "user_name": "DataWatcher", "timestamp": "2026-05-12T10:05:22Z", "comment_text": "This policy completely misses the structural issues at play.", "upvotes": 342, "replies_count": 14, "is_staff": false
| # | comment_id | article_url | user_name | user_profile | timestamp | comment_text |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Section Fronts objects from theguardian.com. All fields typed and schema-versioned.
"section_id": "environment", "section_name": "Environment", "top_story_url": "https://www.theguardian.com/environment/2026/may/12/climate-summit", "top_story_headline": "Emissions targets missed by G20 nations", "highlights": "['Climate crisis', 'Wildlife', 'Energy']", "trending_articles": 5, "scrape_time": "2026-05-12T09:00:00Z"
| # | section_id | section_name | top_story_url | top_story_headline | sub_stories | highlights |
|---|---|---|---|---|---|---|
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| 3 |
Our pipeline handles every layer of the publication: historical archives, dynamic live blogs, heavily nested comment sections, and detailed metadata parsing.
Body text, standfirsts, pull quotes, and inline links extracted cleanly without boilerplate navigation or ad artifacts.
Continuous polling of live news blogs to capture block-level updates, timestamps, and key event markers in real time.
Extract internal Guardian tags, tone indicators, series categorisation, and section hierarchy for every article.
Pagination through Below the Line comments, capturing text, upvotes, staff replies, and Guardian Pick status.
Map bylines to historical output, tracking journalist beats, topic focus, and publication frequency.
Navigate historical sitemaps to extract structured text from legacy article templates dating back to 1999.
Capture high-resolution image URLs, captions, attribution, and video embed links from media-rich stories.
Extract grid data, clues, and solutions for Guardian cryptic, quick, and prize crosswords.
Run daily archive sweeps or configure real-time monitoring for breaking news and front-page changes.
Brief in. Clean data out.
Provide section URLs, author names, date ranges, or keyword sets. We design the extraction schema together.
We configure Scrapy crawlers, proxy rotation, and parsing logic for theguardian.com templates.
Schema validation, null-rate checks, and text-cleanliness verification before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
News scraping looks simple until you hit dynamic live blogs and legacy article templates. Here is how we maintain data quality.
Live blogs update continuously via XHR requests. We monitor these endpoints directly to capture block-level updates without reloading the entire DOM, ensuring low-latency extraction of breaking news.
The Guardian uses a React-based comment system that lazy-loads replies. Our Playwright instances execute the necessary JavaScript to paginate through thousands of comments per article reliably.
Articles from 2004 use entirely different HTML structures than articles from 2024. We maintain distinct parsing rulesets mapped to publication eras to ensure clean text extraction across the entire archive.
Frequent readers encounter registration walls and complex consent banners. Our session management automatically handles cookie acceptance and clears local storage to maintain uninterrupted access.
We distribute requests across UK residential proxy pools to avoid triggering Fastly CDN rate limits, ensuring high-throughput extraction without pipeline failure.
AI teams use the high-quality British English corpus to fine-tune language models and train fact-checking classifiers.
PR agencies track brand mentions, executive quotes, and sentiment impact in tier-1 global media.
Quantitative funds analyse opinion pieces and comment sections to gauge public sentiment on macroeconomic policies.
Universities conduct longitudinal studies on media coverage, political bias, and linguistic shifts over decades.
Financial terminals and specialised news dashboards ingest structured article feeds for real-time alerting.
Communications teams track journalist beats and topic focus to optimise pitch targeting and media outreach.
"The Guardian offers one of the richest, most meticulously tagged journalism archives on the internet, but extracting clean text from two decades of DOM changes requires dedicated infrastructure."
News scraping looks easy until you hit dynamic live blogs, heavily nested comment threads, and legacy article templates from 2004. DataFlirt manages the proxies, parsing logic, and edge cases so your data science team can focus on analysis, not HTML traversal.
Everything supported by our theguardian.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
Scrapy handles crawl orchestration and retry logic. Playwright handles JavaScript execution for comments and interactive graphics.
We maintain pools of residential UK proxies to distribute request volume and prevent CDN blocking during high-speed archive extraction.
Pipelines run on AWS Lambda and ECS. Airflow manages scheduling and dependency tracking for continuous live blog monitoring.
Data delivered to where your team already works — no new tooling required.
About theguardian.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available news articles is generally permissible for factual data extraction. DataFlirt strictly targets public content and does not bypass paywalls or extract personally identifiable information of readers. Clients must ensure their downstream use of copyrighted text complies with fair use or relevant licensing agreements.
The Guardian has updated its site architecture multiple times over the past 20 years. We maintain a library of parsing rules mapped to specific date ranges, ensuring clean text extraction regardless of the publication year.
Yes. We configure specific pipelines to poll active live blogs at high frequencies, extracting new blocks and key events within seconds of publication.
Yes. We execute the necessary JavaScript to paginate through heavily nested comment threads, capturing user handles, text, upvotes, and staff replies.
We can extract structured data from any article currently indexed on theguardian.com, covering the vast majority of their digital archive dating back to 1999.
Our minimum engagement typically starts at 10,000 URLs or continuous monitoring of specific section fronts. Contact us with your volume requirements for a precise quote.
Yes. We provide sample exports of up to 500 articles or specific live blog histories during the scoping phase to validate schema fit and text cleanliness.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a full historical archive dump or real-time live blog monitoring, we scope, build, and operate the pipeline. Tell us what you need.
